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Critical Analysis – Types, Examples and Writing Guide

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Critical Analysis

Definition:

Critical analysis is a process of examining a piece of work or an idea in a systematic, objective, and analytical way. It involves breaking down complex ideas, concepts, or arguments into smaller, more manageable parts to understand them better.

Types of Critical Analysis

Types of Critical Analysis are as follows:

Literary Analysis

This type of analysis focuses on analyzing and interpreting works of literature , such as novels, poetry, plays, etc. The analysis involves examining the literary devices used in the work, such as symbolism, imagery, and metaphor, and how they contribute to the overall meaning of the work.

Film Analysis

This type of analysis involves examining and interpreting films, including their themes, cinematography, editing, and sound. Film analysis can also include evaluating the director’s style and how it contributes to the overall message of the film.

Art Analysis

This type of analysis involves examining and interpreting works of art , such as paintings, sculptures, and installations. The analysis involves examining the elements of the artwork, such as color, composition, and technique, and how they contribute to the overall meaning of the work.

Cultural Analysis

This type of analysis involves examining and interpreting cultural artifacts , such as advertisements, popular music, and social media posts. The analysis involves examining the cultural context of the artifact and how it reflects and shapes cultural values, beliefs, and norms.

Historical Analysis

This type of analysis involves examining and interpreting historical documents , such as diaries, letters, and government records. The analysis involves examining the historical context of the document and how it reflects the social, political, and cultural attitudes of the time.

Philosophical Analysis

This type of analysis involves examining and interpreting philosophical texts and ideas, such as the works of philosophers and their arguments. The analysis involves evaluating the logical consistency of the arguments and assessing the validity and soundness of the conclusions.

Scientific Analysis

This type of analysis involves examining and interpreting scientific research studies and their findings. The analysis involves evaluating the methods used in the study, the data collected, and the conclusions drawn, and assessing their reliability and validity.

Critical Discourse Analysis

This type of analysis involves examining and interpreting language use in social and political contexts. The analysis involves evaluating the power dynamics and social relationships conveyed through language use and how they shape discourse and social reality.

Comparative Analysis

This type of analysis involves examining and interpreting multiple texts or works of art and comparing them to each other. The analysis involves evaluating the similarities and differences between the texts and how they contribute to understanding the themes and meanings conveyed.

Critical Analysis Format

Critical Analysis Format is as follows:

I. Introduction

Provide a brief overview of the text, object, or event being analyzed
Explain the purpose of the analysis and its significance
Provide background information on the context and relevant historical or cultural factors

II. Description

Provide a detailed description of the text, object, or event being analyzed
Identify key themes, ideas, and arguments presented
Describe the author or creator’s style, tone, and use of language or visual elements

III. Analysis

Analyze the text, object, or event using critical thinking skills
Identify the main strengths and weaknesses of the argument or presentation
Evaluate the reliability and validity of the evidence presented
Assess any assumptions or biases that may be present in the text, object, or event
Consider the implications of the argument or presentation for different audiences and contexts

IV. Evaluation

Provide an overall evaluation of the text, object, or event based on the analysis
Assess the effectiveness of the argument or presentation in achieving its intended purpose
Identify any limitations or gaps in the argument or presentation
Consider any alternative viewpoints or interpretations that could be presented
Summarize the main points of the analysis and evaluation
Reiterate the significance of the text, object, or event and its relevance to broader issues or debates
Provide any recommendations for further research or future developments in the field.

VI. Example

Provide an example or two to support your analysis and evaluation
Use quotes or specific details from the text, object, or event to support your claims
Analyze the example(s) using critical thinking skills and explain how they relate to your overall argument

VII. Conclusion

Reiterate your thesis statement and summarize your main points
Provide a final evaluation of the text, object, or event based on your analysis
Offer recommendations for future research or further developments in the field
End with a thought-provoking statement or question that encourages the reader to think more deeply about the topic

How to Write Critical Analysis

Writing a critical analysis involves evaluating and interpreting a text, such as a book, article, or film, and expressing your opinion about its quality and significance. Here are some steps you can follow to write a critical analysis:

Read and re-read the text: Before you begin writing, make sure you have a good understanding of the text. Read it several times and take notes on the key points, themes, and arguments.
Identify the author’s purpose and audience: Consider why the author wrote the text and who the intended audience is. This can help you evaluate whether the author achieved their goals and whether the text is effective in reaching its audience.
Analyze the structure and style: Look at the organization of the text and the author’s writing style. Consider how these elements contribute to the overall meaning of the text.
Evaluate the content : Analyze the author’s arguments, evidence, and conclusions. Consider whether they are logical, convincing, and supported by the evidence presented in the text.
Consider the context: Think about the historical, cultural, and social context in which the text was written. This can help you understand the author’s perspective and the significance of the text.
Develop your thesis statement : Based on your analysis, develop a clear and concise thesis statement that summarizes your overall evaluation of the text.
Support your thesis: Use evidence from the text to support your thesis statement. This can include direct quotes, paraphrases, and examples from the text.
Write the introduction, body, and conclusion : Organize your analysis into an introduction that provides context and presents your thesis, a body that presents your evidence and analysis, and a conclusion that summarizes your main points and restates your thesis.
Revise and edit: After you have written your analysis, revise and edit it to ensure that your writing is clear, concise, and well-organized. Check for spelling and grammar errors, and make sure that your analysis is logically sound and supported by evidence.

When to Write Critical Analysis

You may want to write a critical analysis in the following situations:

Academic Assignments: If you are a student, you may be assigned to write a critical analysis as a part of your coursework. This could include analyzing a piece of literature, a historical event, or a scientific paper.
Journalism and Media: As a journalist or media person, you may need to write a critical analysis of current events, political speeches, or media coverage.
Personal Interest: If you are interested in a particular topic, you may want to write a critical analysis to gain a deeper understanding of it. For example, you may want to analyze the themes and motifs in a novel or film that you enjoyed.
Professional Development : Professionals such as writers, scholars, and researchers often write critical analyses to gain insights into their field of study or work.

Critical Analysis Example

An Example of Critical Analysis Could be as follow:

Research Topic:

The Impact of Online Learning on Student Performance

Introduction:

The introduction of the research topic is clear and provides an overview of the issue. However, it could benefit from providing more background information on the prevalence of online learning and its potential impact on student performance.

Literature Review:

The literature review is comprehensive and well-structured. It covers a broad range of studies that have examined the relationship between online learning and student performance. However, it could benefit from including more recent studies and providing a more critical analysis of the existing literature.

Research Methods:

The research methods are clearly described and appropriate for the research question. The study uses a quasi-experimental design to compare the performance of students who took an online course with those who took the same course in a traditional classroom setting. However, the study may benefit from using a randomized controlled trial design to reduce potential confounding factors.

The results are presented in a clear and concise manner. The study finds that students who took the online course performed similarly to those who took the traditional course. However, the study only measures performance on one course and may not be generalizable to other courses or contexts.

Discussion :

The discussion section provides a thorough analysis of the study’s findings. The authors acknowledge the limitations of the study and provide suggestions for future research. However, they could benefit from discussing potential mechanisms underlying the relationship between online learning and student performance.

Conclusion :

The conclusion summarizes the main findings of the study and provides some implications for future research and practice. However, it could benefit from providing more specific recommendations for implementing online learning programs in educational settings.

Purpose of Critical Analysis

There are several purposes of critical analysis, including:

To identify and evaluate arguments : Critical analysis helps to identify the main arguments in a piece of writing or speech and evaluate their strengths and weaknesses. This enables the reader to form their own opinion and make informed decisions.
To assess evidence : Critical analysis involves examining the evidence presented in a text or speech and evaluating its quality and relevance to the argument. This helps to determine the credibility of the claims being made.
To recognize biases and assumptions : Critical analysis helps to identify any biases or assumptions that may be present in the argument, and evaluate how these affect the credibility of the argument.
To develop critical thinking skills: Critical analysis helps to develop the ability to think critically, evaluate information objectively, and make reasoned judgments based on evidence.
To improve communication skills: Critical analysis involves carefully reading and listening to information, evaluating it, and expressing one’s own opinion in a clear and concise manner. This helps to improve communication skills and the ability to express ideas effectively.

Importance of Critical Analysis

Here are some specific reasons why critical analysis is important:

Helps to identify biases: Critical analysis helps individuals to recognize their own biases and assumptions, as well as the biases of others. By being aware of biases, individuals can better evaluate the credibility and reliability of information.
Enhances problem-solving skills : Critical analysis encourages individuals to question assumptions and consider multiple perspectives, which can lead to creative problem-solving and innovation.
Promotes better decision-making: By carefully evaluating evidence and arguments, critical analysis can help individuals make more informed and effective decisions.
Facilitates understanding: Critical analysis helps individuals to understand complex issues and ideas by breaking them down into smaller parts and evaluating them separately.
Fosters intellectual growth : Engaging in critical analysis challenges individuals to think deeply and critically, which can lead to intellectual growth and development.

Advantages of Critical Analysis

Some advantages of critical analysis include:

Improved decision-making: Critical analysis helps individuals make informed decisions by evaluating all available information and considering various perspectives.
Enhanced problem-solving skills : Critical analysis requires individuals to identify and analyze the root cause of a problem, which can help develop effective solutions.
Increased creativity : Critical analysis encourages individuals to think outside the box and consider alternative solutions to problems, which can lead to more creative and innovative ideas.
Improved communication : Critical analysis helps individuals communicate their ideas and opinions more effectively by providing logical and coherent arguments.
Reduced bias: Critical analysis requires individuals to evaluate information objectively, which can help reduce personal biases and subjective opinions.
Better understanding of complex issues : Critical analysis helps individuals to understand complex issues by breaking them down into smaller parts, examining each part and understanding how they fit together.
Greater self-awareness: Critical analysis helps individuals to recognize their own biases, assumptions, and limitations, which can lead to personal growth and development.

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How to write a critical analysis

Unlike the name implies a critical analysis does not necessarily mean that you are only exploring what is wrong with a piece of work. Instead, the purpose of this type of essay is to interact with and understand a text. Here’s what you need to know to create a well-written critical analysis essay.

What is a critical analysis?

A critical analysis examines and evaluates someone else’s work, such as a book, an essay, or an article. It requires two steps: a careful reading of the work and thoughtful analysis of the information presented in the work.

Although this may sound complicated, all you are doing in a critical essay is closely reading an author’s work and providing your opinion on how well the author accomplished their purpose.

Critical analyses are most frequently done in academic settings (such as a class assignment). Writing a critical analysis demonstrates that you are able to read a text and think deeply about it. However, critical thinking skills are vital outside of an educational context as well. You just don’t always have to demonstrate them in essay form.

How to outline and write a critical analysis essay

Writing a critical analysis essay involves two main chunks of work: reading the text you are going to write about and writing an analysis of that text. Both are equally important when writing a critical analysis essay.

Step one: Reading critically

The first step in writing a critical analysis is to carefully study the source you plan to analyze.

If you are writing for a class assignment, your professor may have already given you the topic to analyze in an article, short story, book, or other work. If so, you can focus your note-taking on that topic while reading.

Other times, you may have to develop your own topic to analyze within a piece of work. In this case, you should focus on a few key areas as you read:

What is the author’s intended purpose for the work?
What techniques and language does the author use to achieve this purpose?
How does the author support the thesis?
Who is the author writing for?
Is the author effective at achieving the intended purpose?

Once you have carefully examined the source material, then you are ready to begin planning your critical analysis essay.

Step two: Writing the critical analysis essay

Taking time to organize your ideas before you begin writing can shorten the amount of time that you spend working on your critical analysis essay. As an added bonus, the quality of your essay will likely be higher if you have a plan before writing.

Here’s a rough outline of what should be in your essay. Of course, if your instructor gives you a sample essay or outline, refer to the sample first.

Background Information

Critical Analysis

Here is some additional information on what needs to go into each section:

Background information

In the first paragraph of your essay, include background information on the material that you are critiquing. Include context that helps the reader understand the piece you are analyzing. Be sure to include the title of the piece, the author’s name, and information about when and where it was published.

“Success is counted sweetest” is a poem by Emily Dickinson published in 1864. Dickinson was not widely known as a poet during her lifetime, and this poem is one of the first published while she was alive.

After you have provided background information, state your thesis. The thesis should be your reaction to the work. It also lets your reader know what to expect from the rest of your essay. The points you make in the critical analysis should support the thesis.

Dickinson’s use of metaphor in the poem is unexpected but works well to convey the paradoxical theme that success is most valued by those who never experience success.

The next section should include a summary of the work that you are analyzing. Do not assume that the reader is familiar with the source material. Your summary should show that you understood the text, but it should not include the arguments that you will discuss later in the essay.

Dickinson introduces the theme of success in the first line of the poem. She begins by comparing success to nectar. Then, she uses the extended metaphor of a battle in order to demonstrate that the winner has less understanding of success than the loser.

The next paragraphs will contain your critical analysis. Use as many paragraphs as necessary to support your thesis.

Discuss the areas that you took notes on as you were reading. While a critical analysis should include your opinion, it needs to have evidence from the source material in order to be credible to readers. Be sure to use textual evidence to support your claims, and remember to explain your reasoning.

Dickinson’s comparison of success to nectar seems strange at first. However the first line “success is counted sweetest” brings to mind that this nectar could be bees searching for nectar to make honey. In this first stanza, Dickinson seems to imply that success requires work because bees are usually considered to be hard-working and industrious.

In the next two stanzas, Dickinson expands on the meaning of success. This time she uses the image of a victorious army and a dying man on the vanquished side. Now the idea of success is more than something you value because you have worked hard for it. Dickinson states that the dying man values success even more than the victors because he has given everything and still has not achieved success.

This last section is where you remind the readers of your thesis and make closing remarks to wrap up your essay. Avoid summarizing the main points of your critical analysis unless your essay is so long that readers might have forgotten parts of it.

In “Success is counted sweetest” Dickinson cleverly upends the reader’s usual thoughts about success through her unexpected use of metaphors. The poem may be short, but Dickinson conveys a serious theme in just a few carefully chosen words.

What type of language should be used in a critical analysis essay?

Because critical analysis papers are written in an academic setting, you should use formal language, which means:

No contractions
Avoid first-person pronouns (I, we, me)

Do not include phrases such as “in my opinion” or “I think”. In a critical analysis, the reader already assumes that the claims are your opinions.

Your instructor may have specific guidelines for the writing style to use. If the instructor assigns a style guide for the class, be sure to use the guidelines in the style manual in your writing.

Additional t ips for writing a critical analysis essay

To conclude this article, here are some additional tips for writing a critical analysis essay:

Give yourself plenty of time to read the source material. If you have time, read through the text once to get the gist and a second time to take notes.
Outlining your essay can help you save time. You don’t have to stick exactly to the outline though. You can change it as needed once you start writing.
Spend the bulk of your writing time working on your thesis and critical analysis. The introduction and conclusion are important, but these sections cannot make up for a weak thesis or critical analysis.
Give yourself time between your first draft and your second draft. A day or two away from your essay can make it easier to see what you need to improve.

Frequently Asked Questions about critical analyses

In the introduction of a critical analysis essay, you should give background information on the source that you are analyzing. Be sure to include the author’s name and the title of the work. Your thesis normally goes in the introduction as well.

A critical analysis has four main parts.

Introduction

The focus of a critical analysis should be on the work being analyzed rather than on you. This means that you should avoid using first person unless your instructor tells you to do otherwise. Most formal academic writing is written in third person.

How many paragraphs your critical analysis should have depends on the assignment and will most likely be determined by your instructor. However, in general, your critical analysis paper should have three to six paragraphs, unless otherwise stated.

Your critical analysis ends with your conclusion. You should restate the thesis and make closing remarks, but avoid summarizing the main points of your critical analysis unless your essay is so long that readers might have forgotten parts of it.

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Writing a Critical Analysis

What is in this guide, definitions, putting it together, tips and examples of critques.

Background Information
Cite Sources

This guide is meant to help you understand the basics of writing a critical analysis. A critical analysis is an argument about a particular piece of media. There are typically two parts: (1) identify and explain the argument the author is making, and (2), provide your own argument about that argument. Your instructor may have very specific requirements on how you are to write your critical analysis, so make sure you read your assignment carefully.

Critical Analysis

A deep approach to your understanding of a piece of media by relating new knowledge to what you already know.

Part 1: Introduction

Identify the work being criticized.
Present thesis - argument about the work.
Preview your argument - what are the steps you will take to prove your argument.

Part 2: Summarize

Provide a short summary of the work.
Present only what is needed to know to understand your argument.

Part 3: Your Argument

This is the bulk of your paper.
Provide "sub-arguments" to prove your main argument.
Use scholarly articles to back up your argument(s).

Part 4: Conclusion

Reflect on how you have proven your argument.
Point out the importance of your argument.
Comment on the potential for further research or analysis.
Cornell University Library Tips for writing a critical appraisal and analysis of a scholarly article.
Queen's University Library How to Critique an Article (Psychology)
University of Illinois, Springfield An example of a summary and an evaluation of a research article. This extended example shows the different ways a student can critique and write about an article
Next: Background Information >>
Last Updated: Feb 14, 2024 4:33 PM
URL: https://libguides.pittcc.edu/critical_analysis

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For further queries or assistance in writing a critical analysis email Bill Wrigley .

What do you critically analyse?

In a critical analysis you do not express your own opinion or views on the topic. You need to develop your thesis, position or stance on the topic from the views and research of others . In academic writing you critically analyse other researchers’:

concepts, terms
viewpoints, arguments, positions
methodologies, approaches
research results and conclusions

This means weighing up the strength of the arguments or research support on the topic, and deciding who or what has the more or stronger weight of evidence or support.

Therefore, your thesis argues, with evidence, why a particular theory, concept, viewpoint, methodology, or research result(s) is/are stronger, more sound, or more advantageous than others.

What does ‘analysis’ mean?

A critical analysis means analysing or breaking down the parts of the literature and grouping these into themes, patterns or trends.

In an analysis you need to:

1. Identify and separate out the parts of the topic by grouping the various key theories, main concepts, the main arguments or ideas, and the key research results and conclusions on the topic into themes, patterns or trends of agreement , dispute and omission .

2. Discuss each of these parts by explaining:

i. the areas of agreement/consensus, or similarity

ii. the issues or controversies: in dispute or debate, areas of difference

ii. the omissions, gaps, or areas that are under-researched

3. Discuss the relationship between these parts

4. Examine how each contributes to the whole topic

5. Make conclusions about their significance or importance in the topic

What does ‘critical’ mean?

A critical analysis does not mean writing angry, rude or disrespectful comments, or expressing your views in judgmental terms of black and white, good and bad, or right and wrong.

To be critical, or to critique, means to evaluate . Therefore, to write critically in an academic analysis means to:

judge the quality, significance or worth of the theories, concepts, viewpoints, methodologies, and research results
evaluate in a fair and balanced manner
avoid extreme or emotional language

strengths and weaknesses computer keys showing performance or an

strengths, advantages, benefits, gains, or improvements
disadvantages, weaknesses, shortcomings, limitations, or drawbacks

How to critically analyse a theory, model or framework

The evaluative words used most often to refer to theory, model or framework are a sound theory or a strong theory.

The table below summarizes the criteria for judging the strengths and weaknesses of a theory:

comprehensive
empirically supported
parsimonious

Evaluating a Theory, Model or Framework

The table below lists the criteria for the strengths and their corresponding weaknesses that are usually considered in a theory.

Critical analysis examples of theories

The following sentences are examples of the phrases used to explain strengths and weaknesses.

Smith’s (2005) theory appears up to date, practical and applicable across many divergent settings.

Brown’s (2010) theory, although parsimonious and logical, lacks a sufficient body of evidence to support its propositions and predictions

Little scientific evidence has been presented to support the premises of this theory.

One of the limitations with this theory is that it does not explain why…

A significant strength of this model is that it takes into account …

The propositions of this model appear unambiguous and logical.

A key problem with this framework is the conceptual inconsistency between ….

How to critically analyse a concept

The table below summarizes the criteria for judging the strengths and weaknesses of a concept:

key variables identified
clear and well-defined

Evaluating Concepts

Critical analysis examples of concepts

Many researchers have used the concept of control in different ways.

There is little consensus about what constitutes automaticity.

Putting forth a very general definition of motivation means that it is possible that any behaviour could be included.

The concept of global education lacks clarity, is imprecisely defined and is overly complex.

Some have questioned the usefulness of resilience as a concept because it has been used so often and in so many contexts.

Research suggests that the concept of preoperative fasting is an outdated clinical approach.

How to critically analyse arguments, viewpoints or ideas

The table below summarizes the criteria for judging the strengths and weaknesses of an argument, viewpoint or idea:

reasons support the argument
argument is substantiated by evidence
evidence for the argument is relevant
evidence for the argument is unbiased, sufficient and important
evidence is reputable

Evaluating Arguments, Views or Ideas

Critical analysis examples of arguments, viewpoints or ideas

The validity of this argument is questionable as there is insufficient evidence to support it.

Many writers have challenged Jones’ claim on the grounds that …….

This argument fails to draw on the evidence of others in the field.

This explanation is incomplete because it does not explain why…

The key problem with this explanation is that …… 

The existing accounts fail to resolve the contradiction between …

However, there is an inconsistency with this argument. The inconsistency lies in…

Although this argument has been proposed by some, it lacks justification.

However, the body of evidence showing that… contradicts this argument.

How to critically analyse a methodology

The table below provides the criteria for judging the strengths and weaknesses of methodology.

An evaluation of a methodology usually involves a critical analysis of its main sections:

design; sampling (participants); measurement tools and materials; procedure

design tests the hypotheses or research questions
method valid and reliable
potential bias or measurement error, and confounding variables addressed
method allows results to be generalized
representative sampling of cohort and phenomena; sufficient response rate
valid and reliable measurement tools
valid and reliable procedure
method clear and detailed to allow replication

Evaluating a Methodology

Critical analysis examples of a methodology

The unrepresentativeness of the sample makes these results misleading.

The presence of unmeasured variables in this study limits the interpretation of the results.

Other, unmeasured confounding variables may be influencing this association.

The interpretation of the data requires caution because the effect of confounding variables was not taken into account.

The insufficient control of several response biases in this study means the results are likely to be unreliable.

Although this correlational study shows association between the variables, it does not establish a causal relationship.

Taken together, the methodological shortcomings of this study suggest the need for serious caution in the meaningful interpretation of the study’s results.

How to critically analyse research results and conclusions

The table below provides the criteria for judging the strengths and weaknesses of research results and conclusions:

appropriate choice and use of statistics
correct interpretation of results
all results explained
alternative explanations considered
significance of all results discussed
consistency of results with previous research discussed
results add to existing understanding or knowledge
limitations discussed
results clearly explained
conclusions consistent with results

Evaluating the Results and Conclusions

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Critically Analyzing Information Sources: Critical Appraisal and Analysis

Critical Appraisal and Analysis

Initial Appraisal : Reviewing the source

What are the author's credentials--institutional affiliation (where he or she works), educational background, past writings, or experience? Is the book or article written on a topic in the author's area of expertise? You can use the various Who's Who publications for the U.S. and other countries and for specific subjects and the biographical information located in the publication itself to help determine the author's affiliation and credentials.
Has your instructor mentioned this author? Have you seen the author's name cited in other sources or bibliographies? Respected authors are cited frequently by other scholars. For this reason, always note those names that appear in many different sources.
Is the author associated with a reputable institution or organization? What are the basic values or goals of the organization or institution?

B. Date of Publication

When was the source published? This date is often located on the face of the title page below the name of the publisher. If it is not there, look for the copyright date on the reverse of the title page. On Web pages, the date of the last revision is usually at the bottom of the home page, sometimes every page.
Is the source current or out-of-date for your topic? Topic areas of continuing and rapid development, such as the sciences, demand more current information. On the other hand, topics in the humanities often require material that was written many years ago. At the other extreme, some news sources on the Web now note the hour and minute that articles are posted on their site.

C. Edition or Revision

Is this a first edition of this publication or not? Further editions indicate a source has been revised and updated to reflect changes in knowledge, include omissions, and harmonize with its intended reader's needs. Also, many printings or editions may indicate that the work has become a standard source in the area and is reliable. If you are using a Web source, do the pages indicate revision dates?

D. Publisher

Note the publisher. If the source is published by a university press, it is likely to be scholarly. Although the fact that the publisher is reputable does not necessarily guarantee quality, it does show that the publisher may have high regard for the source being published.

E. Title of Journal

Is this a scholarly or a popular journal? This distinction is important because it indicates different levels of complexity in conveying ideas. If you need help in determining the type of journal, see Distinguishing Scholarly from Non-Scholarly Periodicals . Or you may wish to check your journal title in the latest edition of Katz's Magazines for Libraries (Olin Reference Z 6941 .K21, shelved at the reference desk) for a brief evaluative description.

Critical Analysis of the Content

Having made an initial appraisal, you should now examine the body of the source. Read the preface to determine the author's intentions for the book. Scan the table of contents and the index to get a broad overview of the material it covers. Note whether bibliographies are included. Read the chapters that specifically address your topic. Reading the article abstract and scanning the table of contents of a journal or magazine issue is also useful. As with books, the presence and quality of a bibliography at the end of the article may reflect the care with which the authors have prepared their work.

A. Intended Audience

What type of audience is the author addressing? Is the publication aimed at a specialized or a general audience? Is this source too elementary, too technical, too advanced, or just right for your needs?

B. Objective Reasoning

Is the information covered fact, opinion, or propaganda? It is not always easy to separate fact from opinion. Facts can usually be verified; opinions, though they may be based on factual information, evolve from the interpretation of facts. Skilled writers can make you think their interpretations are facts.
Does the information appear to be valid and well-researched, or is it questionable and unsupported by evidence? Assumptions should be reasonable. Note errors or omissions.
Are the ideas and arguments advanced more or less in line with other works you have read on the same topic? The more radically an author departs from the views of others in the same field, the more carefully and critically you should scrutinize his or her ideas.
Is the author's point of view objective and impartial? Is the language free of emotion-arousing words and bias?

C. Coverage

Does the work update other sources, substantiate other materials you have read, or add new information? Does it extensively or marginally cover your topic? You should explore enough sources to obtain a variety of viewpoints.
Is the material primary or secondary in nature? Primary sources are the raw material of the research process. Secondary sources are based on primary sources. For example, if you were researching Konrad Adenauer's role in rebuilding West Germany after World War II, Adenauer's own writings would be one of many primary sources available on this topic. Others might include relevant government documents and contemporary German newspaper articles. Scholars use this primary material to help generate historical interpretations--a secondary source. Books, encyclopedia articles, and scholarly journal articles about Adenauer's role are considered secondary sources. In the sciences, journal articles and conference proceedings written by experimenters reporting the results of their research are primary documents. Choose both primary and secondary sources when you have the opportunity.

D. Writing Style

Is the publication organized logically? Are the main points clearly presented? Do you find the text easy to read, or is it stilted or choppy? Is the author's argument repetitive?

E. Evaluative Reviews

Locate critical reviews of books in a reviewing source , such as the Articles & Full Text , Book Review Index , Book Review Digest, and ProQuest Research Library . Is the review positive? Is the book under review considered a valuable contribution to the field? Does the reviewer mention other books that might be better? If so, locate these sources for more information on your topic.
Do the various reviewers agree on the value or attributes of the book or has it aroused controversy among the critics?
For Web sites, consider consulting this evaluation source from UC Berkeley .

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How to Write a Critical Analysis Essay?

So, you want to write a critical analysis essay, but it feels a bit overwhelming, right? No worries! We're here to guide you through the process step by step. Whether you're a pro or a newbie, we've got practical tips and insights to help you nail your critical analysis essay. Let's make this academic adventure a bit less scary and a lot more exciting.

Have you ever wondered, "How to write a critical analysis essay?" We get it. It's not as easy as just summarizing stuff. But fear not! In this article, we're going to break down the whole process for you. Whether you're a seasoned thinker or just dipping your toes into critical analysis, we've got your back. Get ready for some straightforward advice to help you tackle that critical analysis essay like a champ. Let's do this together! For additional reading, please consult our guide on how to write an essay in general.

What Is Critical Analysis Essay?

A critical analysis essay is a type of academic writing in which the writer evaluates and interprets a piece of literature, artwork, film, music, or any other work of art. The primary purpose of a critical analysis essay is to assess the effectiveness or merit of the work in question, providing insights into its strengths, weaknesses, and overall impact.

Writing critical analysis essay demands a thoughtful, informed, and evaluative approach to a work, with a focus on details, evidence, and interpretation. It's an exercise in understanding the layers and complexities within creation and expressing your informed perspective on its merits and shortcomings.

The primary purpose of a critical analysis essay is to assess and evaluate a specific work, such as a piece of literature, art, film, or any other cultural creation. Unlike a summary, where you merely recap the content, a critical analysis delves deeper. It aims to explore the work's meaning, effectiveness, and significance.

Depth of Research

To conduct a thorough critical analysis, you often need to go beyond surface-level understanding. This might involve researching the background of the author or artist, understanding the historical context, and exploring any relevant cultural influences. The depth of research ensures that your analysis is well-informed and provides a nuanced perspective.
Learning how to write critical analysis paper involves paying attention to subtle details and nuances within the work. This could include examining the use of literary devices, artistic techniques, symbolism, or the choices made by the creator. Identifying these nuances allows you to offer a more insightful and detailed analysis.

Evidence-Based Insights

A strong critical analysis is not merely an expression of personal opinion but is supported by evidence from the work itself. This might involve quoting specific lines from a text, describing particular scenes in a film, or pointing to elements within a piece of art. By using evidence, you strengthen your argument and make your analysis more persuasive.

Judgment and Evaluation

The analysis goes beyond observation; it includes forming a judgment about the work. This involves assessing its strengths and weaknesses. You might discuss what the creator did well and where improvements could be made. This evaluative aspect adds depth to your analysis and demonstrates your engagement with the work.

Insights and Interpretation

A critical analysis invites interpretation. It's an opportunity to express your unique perspective on the work and offer insights that might not be immediately apparent. This could involve exploring symbolism, thematic connections, or the impact of specific artistic choices.

Critical Analysis Essay Outline

Here's a basic outline for critical analysis essay. Remember, this is a general outline, and you may need to adjust it based on the specific requirements of your assignment or the nature of the work you are analyzing.

Introduction

Introduction to the Work

Briefly introduce the work being analyzed.
Provide necessary background information about the author, artist, or creator.

Thesis Statement

State the main argument or perspective you will present in your analysis.
Provide a concise summary of the work.
Ensure that readers have a basic understanding of the content and context.

Introduction to Analysis

Briefly explain the specific elements you will analyze (e.g., themes, characters, techniques).

Element 1 Analysis

Discuss the first element in detail.
Provide evidence from the work to support your analysis.

Element 2 Analysis

Repeat the process for the second element.
Again, support your analysis with relevant evidence.

Additional Elements (if needed)

Include additional elements you plan to analyze.
Provide analysis and evidence for each.

Introduction to Evaluation

Briefly explain the criteria you will use to evaluate the work.

Positive Aspects

Discuss the strengths or positive aspects of the work.
Support your evaluation with evidence.

Areas for Improvement

Discuss weaknesses or areas where the work could be improved.
Again, support your evaluation with evidence.

Summary of Analysis and Evaluation

Summarize the main points of your analysis.
Recap your evaluation.

Final Thoughts

Offer any final insights or reflections.
Restate the significance of your analysis.

Writing critical analysis essay involves a systematic and thoughtful approach. Remember, the critical analysis essay is an opportunity to showcase your ability to analyze and evaluate a work thoughtfully. It's essential to provide clear reasoning and support your arguments with evidence from the work itself.

To learn how to start a critical analysis essay, it is crucial to begin with a compelling introduction that captivates the reader's attention and sets the stage for the subsequent analysis. Start by providing contextual information about the work under scrutiny, including the author, artist, or creator, and briefly outlining the overall content. Engage your audience by posing a thought-provoking question, presenting a relevant quote, or offering a striking observation of the subject matter.

Clearly articulate the main purpose of your analysis and introduce your thesis statement, which succinctly encapsulates the central argument you will be exploring in the essay. By establishing a solid foundation in the introduction, you invite readers to delve into your critical examination with a clear understanding of your perspective and the significance of the work at hand. Here's a step-by-step guide to help you through the entire writing process:

Understand the Assignment

Read the assignment instructions carefully.
Identify the specific work (e.g., a book, film, artwork) you need to analyze.
Note any guidelines or criteria provided by your instructor.

Choose a Literary Work

If the work is not assigned, select one that interests you and aligns with the assignment requirements.

Read/View/Experience the Work

Engage with the work attentively.
Take notes on significant details, themes, characters, and any elements that stand out.

Research Background Information

Gather information about the author, artist, or creator.
Understand the historical and cultural context if relevant.

Develop a Thesis Statement

Formulate a clear thesis statement that presents the main argument or perspective you will explore in your analysis.

Create an Outline

Structure your essay with an introduction, body paragraphs for analysis, an evaluation section, and a conclusion.
Use the outline provided earlier as a template.

Write the Introduction

Introduce the work and provide essential background information.
Present your thesis statement, outlining the focus of your analysis.

Write the Summary

Provide a concise summary of the work, ensuring readers have a basic understanding of its content and context.

Analyze Specific Elements

Follow your outline to analyze specific elements of the work.
Discuss themes, characters, techniques, or any other relevant aspects.

Evaluate the Work

Introduce your criteria for evaluation.
Discuss the positive aspects of the work, supporting your points with evidence.
Address areas for improvement, again using evidence to support your evaluation.

Write the Conclusion

Summarize the main points of your analysis and evaluation.
Restate your thesis and its significance.
Offer final thoughts or reflections.

Revise and Edit

Review your essay for clarity, coherence, and consistency.
Check for grammatical errors, typos, and proper citation if applicable.

Seek Feedback (Optional)

If possible, get feedback from peers, instructors, or writing centers to refine your essay.

Finalize Your Essay

Make any necessary revisions based on feedback.
Ensure your essay meets the assignment requirements.

Cite Sources (If Required)

If you used external sources for background information, quotes, or references, ensure proper citation according to the specified style guide (e.g., APA, MLA).

If this information seems too challenging at the moment or your deadline is short, simply say, ‘ write my essay for me ,’ and our expert writers will take it from here.

Critical Analysis Essay Topics

Students can explore a myriad of thought-provoking topics for critical analysis essay for their across various disciplines. For example, you might dissect the portrayal of power dynamics in dystopian novels or scrutinize the evolution of a character's identity throughout a classic work. Venturing into the cinematic landscape, students could critically analyze the symbolism and visual storytelling techniques in a renowned film or examine the cultural commentary embedded in a contemporary piece. For those inclined toward the visual arts, delving into the complexities of a particular artwork or artistic movement offers an opportunity to unravel hidden meanings. Moreover, students may consider such critical analysis essay ideas as the representation of gender roles, the impact of technology on human connections, or the exploration of mental health in literature. Consider the following topic examples:

Identity and self-discovery in 'The Catcher in the Rye.'
The impact of social media on interpersonal relationships.
Symbolism in Edgar Allan Poe's 'The Raven.'
Gender roles in the film 'Wonder Woman.'
Environmental conservation messages in Nike advertisements.
Historical accuracy in 'The Crown' TV series.
Technology's role in shaping modern higher education.
Cultural significance of traditional Japanese Noh theatre.
Portrayal of mental health in 'BoJack Horseman.'
Ethical implications of CRISPR gene editing.
Metaphor in Martin Luther King Jr.'s 'I Have a Dream' speech.
Impact of Affordable Care Act on healthcare accessibility.
Symbolism in Leonardo da Vinci's 'Mona Lisa.'
Influence of jazz on American society.
Representation of diversity in 'The Sneetches' by Dr. Seuss.
Role of humor in addressing social issues in Dave Chappelle's comedy special.
Effectiveness of anti-smoking public service announcements.
Portrayal of cultural clashes in 'The Joy Luck Club.'
Impact of artificial intelligence on daily life.
Role of education in addressing economic inequality.

Tips for Writing a Critical Analysis Essay

Thoroughly understand the work.

Before diving into a critical analysis essay, ensure a comprehensive understanding of the work. Read a literary piece multiple times, watch a film attentively, or study an artwork closely. Take notes on key elements, themes, and characters to form a solid foundation for your analysis.

Focus on Specific Elements

Instead of attempting to analyze the entire work, narrow down your focus to specific elements. This could include examining the use of symbolism, characterization, narrative structure, or visual techniques. By concentrating on specific aspects, you can provide a more in-depth and focused analysis.

Support Your Analysis with Evidence

A critical analysis is strengthened by providing evidence from the work itself. Quote specific lines from a text, reference particular scenes in a film, or describe elements in an artwork. This evidence supports your interpretation and demonstrates a deep engagement with the work.

Consider the Context

Acknowledge the context in which the work was created. Consider the historical, cultural, and social background that might influence its meaning. Understanding the context allows you to offer a more nuanced analysis, recognizing the creator's intent and the work's relevance within a broader framework.

How to Format a Critical Analysis Essay?

Critical analysis essay format follows general guidelines for academic writing. Always refer to your assignment guidelines and any specific instructions from your instructor, as formatting requirements can vary. Here's a typical structure in terms of formatting:

Include the title of your essay, your name, the course title, the instructor's name, and the date.
Follow any specific formatting instructions provided by your instructor.
Begin with a strong introduction that introduces the work and provides essential background information.
State your thesis clearly and concisely.

Body Paragraphs

Organize your analysis into well-structured paragraphs.
Each paragraph should focus on a specific element or aspect of the work.
Begin each paragraph with a clear topic sentence that relates to your thesis.

Analysis and Evidence

Analyze the chosen elements of the work thoroughly.
Support your analysis with evidence, such as quotes, examples, or specific scenes.
Ensure that your analysis is logical and well-connected.
Include a section where you evaluate the strengths and weaknesses of the work.
Discuss what works well and areas that could be improved.
Provide thoughtful judgments and support them with evidence.
Restate your thesis and highlight the significance of your analysis.
Offer any final thoughts or reflections.

References or Works Cited

Include a list of all the sources you cited in your essay.
Follow the citation style (APA, MLA, Chicago, etc.) specified by your instructor.

Formatting Style

Use a standard font (e.g., Times New Roman, Arial) in 12-point size.
Double-space the entire essay.
Set 1-inch margins on all sides.
Align text to the left; do not justify.

Page Numbers

Number pages consecutively, starting from the title page (if applicable).
Place page numbers in the header or footer.

Additional Instructions

Follow any additional formatting guidelines provided by your instructor.
Check for any specific requirements regarding headers, footers, or additional elements.

Following a clear and consistent format ensures that your critical analysis essay is well-organized and easy to read.

Critical Analysis Essay Example

We believe that a critical analysis essay sample can help students master the intricacies of a particular assignment. In this article, we’ve decided to give you two different examples that will definitely inspire you to move the needle when tackling this task.

The Symbolism of Light and Dark in Shakespeare's "Macbeth"

William Shakespeare's tragedy "Macbeth" explores the intricate interplay of light and dark imagery as symbols throughout the play. In this critical analysis, we will delve into how Shakespeare employs these symbols to convey complex themes and character motivations. The juxtaposition of light and dark in "Macbeth" serves as a powerful metaphor for the moral and psychological transformations undergone by the characters.

Shakespeare strategically employs light and dark imagery to signify moral clarity and corruption. In the opening scenes, the protagonist – Macbeth – associates darkness with deception and evil intentions. For instance, when contemplating regicide, Macbeth implores the stars to "hide [their] fires; Let not light see my black and deep desires" (1.4.50-51). The contrast between light and dark intensifies as the narrative progresses, underscoring the characters' moral dilemmas.

As Macbeth succumbs to his ambition, the imagery of darkness deepens. The murder of King Duncan occurs under the cover of night, symbolizing the moral obscurity of Macbeth's actions. The once honorable protagonist descends into darkness both metaphorically and literally, as evidenced by Lady Macbeth's plea to "come, thick night, / And pall thee in the dunnest smoke of hell" (1.5.49-50). The darkness that initially masked his ambitions becomes a pervasive element in Macbeth's psyche.

Interestingly, the play also presents a paradoxical relationship between light and darkness. While darkness represents evil, light is not always synonymous with goodness. The false sense of security in the daylight becomes apparent as Macbeth's heinous deeds unfold. Banquo's murder, planned in broad daylight, challenges the traditional association of light with virtue, revealing the deceptive nature of appearances.

In conclusion, Shakespeare's adept use of light and dark imagery in "Macbeth" contributes to the thematic richness of the play. The evolving symbolism underscores the moral complexities the characters face, particularly Macbeth, as they navigate the consequences of their choices. By examining the nuanced interplay of light and dark, we gain profound insights into the psychological and moral dimensions of Shakespeare's tragic narrative.

The Dystopian Mirror: A Critical Analysis of Societal Portrayal in George Orwell's "1984"

George Orwell's "1984" stands as a dystopian masterpiece, a haunting vision of a totalitarian society that raises profound questions about power, control, and individual agency. In this critical analysis, we will delve into how Orwell's portrayal of society in "1984" serves as a reflection of his concerns about government overreach and the erosion of personal freedoms.

Orwell's vision of an omnipresent surveillance state in "1984" serves as a chilling forecast of the erosion of privacy in contemporary society. The ubiquitous presence of telescreens and the Thought Police in the novel underscores the dangers of unchecked governmental power. Through the character of Winston Smith, Orwell illustrates the psychological impact of living under constant surveillance and the pervasive fear of dissent.

Orwell introduces the concept of Newspeak, a language designed to eliminate rebellious thoughts, further illustrating the manipulative power of the state. The controlled language in "1984" becomes a tool for thought control, limiting the ability of individuals to articulate dissenting ideas. This linguistic manipulation echoes Orwell's concerns about the potential distortion of truth and the stifling of independent thought in a society governed by authoritarian rule.

The portrayal of Big Brother in "1984" serves as a powerful commentary on the creation of a cult of personality to consolidate power. The Party's ability to shape and control public perception through the iconic figure of Big Brother reflects Orwell's apprehensions about manipulating truth and the dangers of blind loyalty to charismatic leaders. The relentless propaganda in the novel underscores the potential consequences of unchecked authority on societal values.

To sum up, George Orwell's "1984" remains a poignant critique of societal structures that compromise individual freedoms in the pursuit of unchecked power. Through the vivid portrayal of surveillance, linguistic manipulation, and the cult of personality, Orwell prompts readers to reflect on the fragility of democratic values. As we navigate the complexities of our own society, the warnings embedded in "1984" continue to resonate, urging us to remain vigilant against threats to individual autonomy and the integrity of truth.

Learning how to write critical analysis essays is crucial for students as it cultivates essential skills vital for academic and professional success. Firstly, it hones their analytical thinking abilities, enabling them to dissect complex ideas, texts, or artworks and discern underlying themes, motifs, and messages. This skill is invaluable in academia, where critical analysis forms the cornerstone of scholarly discourse and research.

Secondly, critical analysis writing fosters effective communication skills as students learn to articulate their thoughts coherently, provide evidence-based arguments, and engage with diverse perspectives. Such proficiency not only enhances their academic writing but also prepares them for future endeavors in fields such as research, journalism, or policymaking. Does that sound interesting, or maybe you would like to do something different today rather than critique literary works? In that case, pay for an essay and have a wonderful evening!

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Academic Writing

Understanding Scholarly Text

Critical Analysis Diagram (text only to the right of the image)

Elements of the critical analysis, useful link: reading & writing critically.

Literature Review
Research Paper
Position Paper

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A. Introduction - The introduction moves from general to specific. This is where you are:

open with a short orientation (introduce the topic area(s) with a general, broad opening sentence (or two);

answer the question with a thesis statement; and

provide a summary or 'road map' of your essay (keep it brief, but mention all the main ideas).

B. Body - The body of the essay consists of paragraphs. Each is a building block in the construction of your argument. The body is where you:

answer the question by developing a discussion.
show your knowledge and grasp of material you have read.
offer exposition and evidence to develop your argument.
use relevant examples and authoritative quotes.

If your question has more than one part, structure the body into section that deal with each part of the question.

3. Conclusion - The conclusion moves from specific to general. It should:

restate your answer to the question;
re-summarize the main points and;
include a final, broad statement (about possible implication, future directions for research, to qualify the conclusion, etc.)

However, NEVER introduce new information or idea in the conclusion - its purpose is to round off your essay by summing up.

Because each section of a critical analysis builds on the section before it and supports the section to follow, the structure of this genre is usually fairly standard. The introduction and summary set the stage and the analysis communicates the critic's views which are then summarized and restated in the conclusion.

-- Text taken from The University of New South Wales. "Essay Writing: the Basics." Retrieved 17 August, 2012 from http://www.lc.unsw.edu.au/onlib/essay3.html.

Writing critically requires an author to engage on an analytical level with a written work, whether it is an article, a book, or a portion of a book. In other words, to write critically is to present and explain an idea that one has had about someone else’s written work. A critical analysis may include supportive references like you would find in a research paper, but will generally have a much stronger emphasis on its author’s interpretation than you would find in an objective research paper.

Introduction – will include general information about the work being analyzed and a statement of the critical writer’s viewpoint or evaluation of the larger work.

Summarization – the thematic/background information that a reader will need to understand the critic’s analysis and the key point from the original work that is being addressed.

Critical Analysis – a review of the original author’s argument within the critical context of the analysis, with supporting evidence from the original text.

Conclusion – a restatement of the critic’s thesis and the key points of the analysis.

Although the page linked below focuses on writing critically, it also features information on reading critically, an invaluable skill in identfying different types of academic writing.

Writing a Critical Analysis (Critique) A guide to reading and writing critically. Document prepared by the Academic Skills Center of the Shoreline Community College.
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Write a Critical Review of a Scientific Journal Article

1. identify how and why the research was carried out, 2. establish the research context, 3. evaluate the research, 4. establish the significance of the research.

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Read the article(s) carefully and use the questions below to help you identify how and why the research was carried out. Look at the following sections:

Introduction

What was the objective of the study?
What methods were used to accomplish this purpose (e.g., systematic recording of observations, analysis and evaluation of published research, assessment of theory, etc.)?
What techniques were used and how was each technique performed?
What kind of data can be obtained using each technique?
How are such data interpreted?
What kind of information is produced by using the technique?
What objective evidence was obtained from the authors’ eﬀorts (observations, measurements, etc.)?
What were the results of the study?
How was each technique used to obtain each result?
What statistical tests were used to evaluate the signiﬁcance of the conclusions based on numeric or graphic data?
How did each result contribute to answering the question or testing the hypothesis raised in the introduction?
How were the results interpreted? How were they related to the original problem (authors’ view of evidence rather than objective ﬁndings)?
Were the authors able to answer the question (test the hypothesis) raised?
Did the research provide new factual information, a new understanding of a phenomenon in the ﬁeld, or a new research technique?
How was the signiﬁcance of the work described?
Do the authors relate the findings of the study to literature in the field?
Did the reported observations or interpretations support or refute observations or interpretations made by other researchers?

These questions were adapted from the following sources: Kuyper, B.J. (1991). Bringing up scientists in the art of critiquing research. Bioscience 41(4), 248-250. Wood, J.M. (2003). Research Lab Guide. MICR*3260 Microbial Adaptation and Development Web Site . Retrieved July 31, 2006.

Once you are familiar with the article, you can establish the research context by asking the following questions:

Who conducted the research? What were/are their interests?
When and where was the research conducted?
Why did the authors do this research?
Was this research pertinent only within the authors’ geographic locale, or did it have broader (even global) relevance?
Were many other laboratories pursuing related research when the reported work was done? If so, why?
For experimental research, what funding sources met the costs of the research?
On what prior observations was the research based? What was and was not known at the time?
How important was the research question posed by the researchers?

Remember that simply disagreeing with the material is not considered to be a critical assessment of the material. For example, stating that the sample size is insufficient is not a critical assessment. Describing why the sample size is insufficient for the claims being made in the study would be a critical assessment.

Use the questions below to help you evaluate the quality of the authors’ research:

Does the title precisely state the subject of the paper?
Read the statement of purpose in the abstract. Does it match the one in the introduction?

Acknowledgments

Could the source of the research funding have influenced the research topic or conclusions?
Check the sequence of statements in the introduction. Does all the information lead coherently to the purpose of the study?
Review all methods in relation to the objective(s) of the study. Are the methods valid for studying the problem?
Check the methods for essential information. Could the study be duplicated from the methods and information given?
Check the methods for ﬂaws. Is the sample selection adequate? Is the experimental design sound?
Check the sequence of statements in the methods. Does all the information belong there? Is the sequence of methods clear and pertinent?
Was there mention of ethics? Which research ethics board approved the study?
Carefully examine the data presented in the tables and diagrams. Does the title or legend accurately describe the content?
Are column headings and labels accurate?
Are the data organized for ready comparison and interpretation? (A table should be self-explanatory, with a title that accurately and concisely describes content and column headings that accurately describe information in the cells.)
Review the results as presented in the text while referring to the data in the tables and diagrams. Does the text complement, and not simply repeat data? Are there discrepancies between the results in the text and those in the tables?
Check all calculations and presentation of data.
Review the results in light of the stated objectives. Does the study reveal what the researchers intended?
Does the discussion clearly address the objectives and hypotheses?
Check the interpretation against the results. Does the discussion merely repeat the results?
Does the interpretation arise logically from the data or is it too far-fetched?
Have the faults, ﬂaws, or shortcomings of the research been addressed?
Is the interpretation supported by other research cited in the study?
Does the study consider key studies in the ﬁeld?
What is the significance of the research? Do the authors mention wider implications of the findings?
Is there a section on recommendations for future research? Are there other research possibilities or directions suggested?

Consider the article as a whole

Reread the abstract. Does it accurately summarize the article?
Check the structure of the article (ﬁrst headings and then paragraphing). Is all the material organized under the appropriate headings? Are sections divided logically into subsections or paragraphs?
Are stylistic concerns, logic, clarity, and economy of expression addressed?

After you have evaluated the research, consider whether the research has been successful. Has it led to new questions being asked, or new ways of using existing knowledge? Are other researchers citing this paper?

You should consider the following questions:

How did other researchers view the signiﬁcance of the research reported by your authors?
Did the research reported in your article result in the formulation of new questions or hypotheses (by the authors or by other researchers)?
Have other researchers subsequently supported or refuted the observations or interpretations of these authors?
Did the research make a signiﬁcant contribution to human knowledge?
Did the research produce any practical applications?
What are the social, political, technological, medical implications of this research?
How do you evaluate the signiﬁcance of the research?

To answer these questions, look at review articles to ﬁnd out how reviewers view this piece of research. Look at research articles and databases like Web of Science to see how other people have used this work. What range of journals have cited this article?

These questions were adapted from the following sources:

Kuyper, B.J. (1991). Bringing up scientists in the art of critiquing research. Bioscience 41(4), 248-250. Wood, J.M. (2003). Research Lab Guide. MICR*3260 Microbial Adaptation and Development Web Site . Retrieved July 31, 2006.

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Critical Reading and Writing for Postgraduates

Student resources.

Critical analysis template

Use the templates as a guide to help you hone your ability to critique texts perfectly.

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What Is a Critical Analysis Essay: Definition

Have you ever had to read a book or watch a movie for school and then write an essay about it? Well, a critical analysis essay is a type of essay where you do just that! So, when wondering what is a critical analysis essay, know that it's a fancy way of saying that you're going to take a closer look at something and analyze it.

So, let's say you're assigned to read a novel for your literature class. A critical analysis essay would require you to examine the characters, plot, themes, and writing style of the book. You would need to evaluate its strengths and weaknesses and provide your own thoughts and opinions on the text.

Similarly, if you're tasked with writing a critical analysis essay on a scientific article, you would need to analyze the methodology, results, and conclusions presented in the article and evaluate its significance and potential impact on the field.

The key to a successful critical analysis essay is to approach the subject matter with an open mind and a willingness to engage with it on a deeper level. By doing so, you can gain a greater appreciation and understanding of the subject matter and develop your own informed opinions and perspectives. Considering this, we bet you want to learn how to write critical analysis essay easily and efficiently, so keep on reading to find out more!

Meanwhile, if you'd rather have your own sample critical analysis essay crafted by professionals from our custom writings , contact us to buy essays online .

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Critical Analysis Essay Topics by Category

If you're looking for an interesting and thought-provoking topic for your critical analysis essay, you've come to the right place! Critical analysis essays can cover many subjects and topics, with endless possibilities. To help you get started, we've compiled a list of critical analysis essay topics by category. We've got you covered whether you're interested in literature, science, social issues, or something else. So, grab a notebook and pen, and get ready to dive deep into your chosen topic. In the following sections, we will provide you with various good critical analysis paper topics to choose from, each with its unique angle and approach.

Critical Analysis Essay Topics on Mass Media

From television and radio to social media and advertising, mass media is everywhere, shaping our perceptions of the world around us. As a result, it's no surprise that critical analysis essays on mass media are a popular choice for students and scholars alike. To help you get started, here are ten critical essay example topics on mass media:

The Influence of Viral Memes on Pop Culture: An In-Depth Analysis.
The Portrayal of Mental Health in Television: Examining Stigmatization and Advocacy.
The Power of Satirical News Shows: Analyzing the Impact of Political Commentary.
Mass Media and Consumer Behavior: Investigating Advertising and Persuasion Techniques.
The Ethics of Deepfake Technology: Implications for Trust and Authenticity in Media.
Media Framing and Public Perception: A Critical Analysis of News Coverage.
The Role of Social Media in Shaping Political Discourse and Activism.
Fake News in the Digital Age: Identifying Disinformation and Its Effects.
The Representation of Gender and Diversity in Hollywood Films: A Critical Examination.
Media Ownership and Its Impact on Journalism and News Reporting: A Comprehensive Study.

Critical Analysis Essay Topics on Sports

Sports are a ubiquitous aspect of our culture, and they have the power to unite and inspire people from all walks of life. Whether you're an athlete, a fan, or just someone who appreciates the beauty of competition, there's no denying the significance of sports in our society. If you're looking for an engaging and thought-provoking topic for your critical analysis essay, sports offer a wealth of possibilities:

The Role of Sports in Diplomacy: Examining International Relations Through Athletic Events.
Sports and Identity: How Athletic Success Shapes National and Cultural Pride.
The Business of Sports: Analyzing the Economics and Commercialization of Athletics.
Athlete Activism: Exploring the Impact of Athletes' Social and Political Engagement.
Sports Fandom and Online Communities: The Impact of Social Media on Fan Engagement.
The Representation of Athletes in the Media: Gender, Race, and Stereotypes.
The Psychology of Sports: Exploring Mental Toughness, Motivation, and Peak Performance.
The Evolution of Sports Equipment and Technology: From Innovation to Regulation.
The Legacy of Sports Legends: Analyzing Their Impact Beyond Athletic Achievement.
Sports and Social Change: How Athletic Movements Shape Societal Attitudes and Policies.

Critical Analysis Essay Topics on Literature and Arts

Literature and arts can inspire, challenge, and transform our perceptions of the world around us. From classic novels to contemporary art, the realm of literature and arts offers many possibilities for critical analysis essays. Here are ten original critic essay example topics on literature and arts:

The Use of Symbolism in Contemporary Poetry: Analyzing Hidden Meanings and Significance.
The Intersection of Art and Identity: How Self-Expression Shapes Artists' Works.
The Role of Nonlinear Narrative in Postmodern Novels: Techniques and Interpretation.
The Influence of Jazz on African American Literature: A Comparative Study.
The Complexity of Visual Storytelling: Graphic Novels and Their Narrative Power.
The Art of Literary Translation: Challenges, Impact, and Interpretation.
The Evolution of Music Videos: From Promotional Tools to a Unique Art Form.
The Literary Techniques of Magical Realism: Exploring Reality and Fantasy.
The Impact of Visual Arts in Advertising: Analyzing the Connection Between Art and Commerce.
Art in Times of Crisis: How Artists Respond to Societal and Political Challenges.

Critical Analysis Essay Topics on Culture

Culture is a dynamic and multifaceted aspect of our society, encompassing everything from language and religion to art and music. As a result, there are countless possibilities for critical analysis essays on culture. Whether you're interested in exploring the complexities of globalization or delving into the nuances of cultural identity, there's a wealth of topics to choose from:

The Influence of K-Pop on Global Youth Culture: A Comparative Study.
Cultural Significance of Street Art in Urban Spaces: Beyond Vandalism.
The Role of Mythology in Shaping Indigenous Cultures and Belief Systems.
Nollywood: Analyzing the Cultural Impact of Nigerian Cinema on the African Diaspora.
The Language of Hip-Hop Lyrics: A Semiotic Analysis of Cultural Expression.
Digital Nomads and Cultural Adaptation: Examining the Subculture of Remote Work.
The Cultural Significance of Tattooing Among Indigenous Tribes in Oceania.
The Art of Culinary Fusion: Analyzing Cross-Cultural Food Trends and Innovation.
The Impact of Cultural Festivals on Local Identity and Economy.
The Influence of Internet Memes on Language and Cultural Evolution.

How to Write a Critical Analysis: Easy Steps

When wondering how to write a critical analysis essay, remember that it can be a challenging but rewarding process. Crafting a critical analysis example requires a careful and thoughtful examination of a text or artwork to assess its strengths and weaknesses and broader implications. The key to success is to approach the task in a systematic and organized manner, breaking it down into two distinct steps: critical reading and critical writing. Here are some tips for each step of the process to help you write a critical essay.

Step 1: Critical Reading

Here are some tips for critical reading that can help you with your critical analysis paper:

Read actively : Don't just read the text passively, but actively engage with it by highlighting or underlining important points, taking notes, and asking questions.
Identify the author's main argument: Figure out what the author is trying to say and what evidence they use to support their argument.
Evaluate the evidence: Determine whether the evidence is reliable, relevant, and sufficient to support the author's argument.
Analyze the author's tone and style: Consider the author's tone and style and how it affects the reader's interpretation of the text.
Identify assumptions: Identify any underlying assumptions the author makes and consider whether they are valid or questionable.
Consider alternative perspectives: Consider alternative perspectives or interpretations of the text and consider how they might affect the author's argument.
Assess the author's credibility : Evaluate the author's credibility by considering their expertise, biases, and motivations.
Consider the context: Consider the historical, social, cultural, and political context in which the text was written and how it affects its meaning.
Pay attention to language: Pay attention to the author's language, including metaphors, symbolism, and other literary devices.
Synthesize your analysis: Use your analysis of the text to develop a well-supported argument in your critical analysis essay.

Step 2: Critical Analysis Writing

Here are some tips for critical analysis writing, with examples:

Start with a strong thesis statement: A strong critical analysis thesis is the foundation of any critical analysis essay. It should clearly state your argument or interpretation of the text. You can also consult us on how to write a thesis statement . Meanwhile, here is a clear example:
Weak thesis statement: 'The author of this article is wrong.'
Strong thesis statement: 'In this article, the author's argument fails to consider the socio-economic factors that contributed to the issue, rendering their analysis incomplete.'
Use evidence to support your argument: Use evidence from the text to support your thesis statement, and make sure to explain how the evidence supports your argument. For example:
Weak argument: 'The author of this article is biased.'
Strong argument: 'The author's use of emotional language and selective evidence suggests a bias towards one particular viewpoint, as they fail to consider counterarguments and present a balanced analysis.'
Analyze the evidence : Analyze the evidence you use by considering its relevance, reliability, and sufficiency. For example:
Weak analysis: 'The author mentions statistics in their argument.'
Strong analysis: 'The author uses statistics to support their argument, but it is important to note that these statistics are outdated and do not take into account recent developments in the field.'
Use quotes and paraphrases effectively: Use quotes and paraphrases to support your argument and properly cite your sources. For example:
Weak use of quotes: 'The author said, 'This is important.'
Strong use of quotes: 'As the author points out, 'This issue is of utmost importance in shaping our understanding of the problem' (p. 25).'
Use clear and concise language: Use clear and concise language to make your argument easy to understand, and avoid jargon or overly complicated language. For example:
Weak language: 'The author's rhetorical devices obfuscate the issue.'
Strong language: 'The author's use of rhetorical devices such as metaphor and hyperbole obscures the key issues at play.'
Address counterarguments: Address potential counterarguments to your argument and explain why your interpretation is more convincing. For example:
Weak argument: 'The author is wrong because they did not consider X.'
Strong argument: 'While the author's analysis is thorough, it overlooks the role of X in shaping the issue. However, by considering this factor, a more nuanced understanding of the problem emerges.'
Consider the audience: Consider your audience during your writing process. Your language and tone should be appropriate for your audience and should reflect the level of knowledge they have about the topic. For example:
Weak language: 'As any knowledgeable reader can see, the author's argument is flawed.'
Strong language: 'Through a critical analysis of the author's argument, it becomes clear that there are gaps in their analysis that require further consideration.'

Master the art of critical analysis with EssayPro . Our team is ready to guide you in dissecting texts, theories, or artworks with depth and sophistication. Let us help you deliver a critical analysis essay that showcases your analytical prowess.

Creating a Detailed Critical Analysis Essay Outline

Creating a detailed outline is essential when writing a critical analysis essay. It helps you organize your thoughts and arguments, ensuring your essay flows logically and coherently. Here is a detailed critical analysis outline from our dissertation writers :

I. Introduction

A. Background information about the text and its author

B. Brief summary of the text

C. Thesis statement that clearly states your argument

II. Analysis of the Text

A. Overview of the text's main themes and ideas

B. Examination of the author's writing style and techniques

C. Analysis of the text's structure and organization

III. Evaluation of the Text

A. Evaluation of the author's argument and evidence

B. Analysis of the author's use of language and rhetorical strategies

C. Assessment of the text's effectiveness and relevance to the topic

IV. Discussion of the Context

A. Exploration of the historical, cultural, and social context of the text

B. Examination of the text's influence on its audience and society

C. Analysis of the text's significance and relevance to the present day

V. Counter Arguments and Responses

A. Identification of potential counterarguments to your argument

B. Refutation of counterarguments and defense of your position

C. Acknowledgement of the limitations and weaknesses of your argument

VI. Conclusion

A. Recap of your argument and main points

B. Evaluation of the text's significance and relevance

C. Final thoughts and recommendations for further research or analysis.

This outline can be adjusted to fit the specific requirements of your essay. Still, it should give you a solid foundation for creating a detailed and well-organized critical analysis essay.

Useful Techniques Used in Literary Criticism

There are several techniques used in literary criticism to analyze and evaluate a work of literature. Here are some of the most common techniques:

Close reading: This technique involves carefully analyzing a text to identify its literary devices, themes, and meanings.
Historical and cultural context: This technique involves examining the historical and cultural context of a work of literature to understand the social, political, and cultural influences that shaped it.
Structural analysis: This technique involves analyzing the structure of a text, including its plot, characters, and narrative techniques, to identify patterns and themes.
Formalism: This technique focuses on the literary elements of a text, such as its language, imagery, and symbolism, to analyze its meaning and significance.
Psychological analysis: This technique examines the psychological and emotional aspects of a text, including the motivations and desires of its characters, to understand the deeper meanings and themes.
Feminist and gender analysis: This technique focuses on the representation of gender and sexuality in a text, including how gender roles and stereotypes are reinforced or challenged.
Marxist and social analysis: This technique examines the social and economic structures portrayed in a text, including issues of class, power, and inequality.

By using these and other techniques, literary critics can offer insightful and nuanced analyses of works of literature, helping readers to understand and appreciate the complexity and richness of the texts.

Sample Critical Analysis Essay

Now that you know how to write a critical analysis, take a look at the critical analysis essay sample provided by our research paper writers and better understand this kind of paper!

Final Words

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If you need help with any of the STEPS ABOVE

Feel free to use EssayPro Outline Help

What Type Of Language Should Be Used In A Critical Analysis Essay?

How to write a critical analysis essay, what is a critical analysis essay.

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Education and Communications
Critical Reviews

How to Write a Critical Analysis

Last Updated: March 27, 2024 Fact Checked

This article was co-authored by Jake Adams . Jake Adams is an academic tutor and the owner of Simplifi EDU, a Santa Monica, California based online tutoring business offering learning resources and online tutors for academic subjects K-College, SAT & ACT prep, and college admissions applications. With over 14 years of professional tutoring experience, Jake is dedicated to providing his clients the very best online tutoring experience and access to a network of excellent undergraduate and graduate-level tutors from top colleges all over the nation. Jake holds a BS in International Business and Marketing from Pepperdine University. This article has been fact-checked, ensuring the accuracy of any cited facts and confirming the authority of its sources. This article has been viewed 1,463,548 times.

Reading Critically

Step 1 Read the source or sources carefully and take notes.

You may need to read the text more than once, especially if it is dense or complicated.

Step 2 Identify the author's thesis statement.

It might be easier to find the thesis in an academic article than in a creative work, movie, or painting. If you’re critiquing a work of fiction or creative nonfiction, in either written form or film form, identify one of the main themes of the story instead. For a painting, identify what the painter may be trying to get across with their work of art.

Step 3 Note the author’s main ideas as you read.

In an academic article, identify the topic sentences of each paragraph or section.
For works of fiction or paintings, look for scenes and imagery that seem to support the thesis.

If the text was a film or work of art, write a brief 1 to 2 paragraph synopsis of the film or description of the painting.

Analyzing the Text

Step 1 Think about your response to the text.

For example, if the text made you angry, what was it about the text that made you angry?
If you found yourself laughing at the text, what about it was laughable?

Step 2 Consider the author’s background and any implications of that.

For example, if the author is an outspoken proponent of healthcare reform, then this would likely explain any bias in an argumentative essay on universal healthcare.
The author’s background may also include credentials, such as a doctorate or medical degree. This is part of the ethos of the text since having credentials may help to bolster an author’s credibility.

Step 3 Determine how well the author defines concepts in the text.

For example, if the author’s explanation of greenhouse gasses is long, full of jargon, and confusing, then you might focus on this as part of your critique.

Tip : Keep in mind that you can also have a positive critique of the text if you think it was effective. For example, if the author’s description of greenhouse gasses was written in simple, easy to understand language, you might note this as part of your analysis.

Step 4 Examine the author’s use of evidence to see if it’s effective.

For example, if the author has used a website that is known for being biased in favor of their argument, then this would weaken their position. However, if the author used sources that were fair and unbiased, then this would strengthen their position.
Not all texts will incorporate evidence. For example, if you’re doing a critical analysis of a film or work of art, it probably won’t include secondary sources.

Drafting the Analysis

For example, in the first sentence of your essay, provide the basic information on the text. Then, describe text’s argument in about 1 to 2 sentences.

For example, you might write, “Darcy Gibbons’ essay on the environmental impact of consumerism provides a thorough and valuable overview of the problem.”
Or, you might write, “Shannon Duperty’s mixed media painting, “Dove on Heroin,” falls short of its attempt at edgy political commentary.”

Step 3 Summarize the text in 1 paragraph.

Keep in mind that the summary paragraph is the only place in your essay where you may include summary. The rest of the essay should provide analysis of the essay.

Organization. How did the author organize their argument? Was this a good strategy or not? Why?
Style. What style did the author use to get their point across? How did the style hurt or help their argument?
Effectiveness. In general, was the text effective at getting its point across? Why or why not?
Fairness or bias. Did the author demonstrate a fair or biased perspective on their topic? How could you tell?
Appeal to a specific audience. Did the author seem to have a specific audience in mind? If so, who were they and how well did the author meet their needs?

Step 5 Provide evidence from the text to support your analysis.

Tip : Check with your teacher for details on how to cite sources. They may want you to use a specific citation style, such as MLA, Chicago, or APA.

For example, you might conclude by talking about how the author made a good effort in some regards, but ultimately their argument was ineffective, and then explain why in 2 to 3 sentences.

Sample Analyses

Expert Q&A

↑ Jake Adams. Academic Tutor & Test Prep Specialist. Expert Interview. 20 May 2020.
↑ https://www.tru.ca/__shared/assets/Critical_Analysis_Template30565.pdf
↑ https://depts.washington.edu/pswrite/Handouts/CriticalAnalysisPapers.pdf
↑ https://content.nroc.org/DevelopmentalEnglish/unit09/Foundations/creating-a-thesis-and-an-outline-for-a-critical-analysis-essay.html
↑ https://writingcenter.fas.harvard.edu/pages/ending-essay-conclusions

About This Article

To write a critical analysis, first introduce the work you’re analyzing, including information about the work’s author and their purpose in writing it. As part of the introduction, briefly state your overall evaluation of the work. Then, summarize the author’s key points before you use the bulk of your paper to provide your full critique of the work. Try to put each point you want to make in a separate paragraph for clarity. Finally, write a concluding paragraph that restates your opinion of the work and offers any suggestions for improvement. To learn how to balance positive and negative comments in your critical analysis, keep reading! Did this summary help you? Yes No

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How To Write a Critical Analysis Essay?

13 April, 2020

8 minutes read

Author: Tomas White

All works of art are subject to criticism. That criticism comes in the form of this essay type. Every time you read or watch a review or a discussion on a piece, you are exposing yourself to a critical analysis. Handmadewriting team has prepared this guide for You to learn how to write a critical analysis essay. Let's rock!

What is a Critical Analysis Essay?

A critical analysis essay puts you, the writer, in the position of judging creative work. Generally, these essays cover what you believe the work did well and what it did wrong while adding some personal insight. You will use examples from the piece to support your claims.

Having problems with your critical analysis? Our essay writer help provides services 24\7!

How to Start A Critical Analysis Essay

Before you start the writing portion of your essay, you’ll need to spend some time with the creative work and get a good idea of the messages it attempts to portray.

Identify the Author’s Thesis

What is the main message behind the creative piece? Identify what the author is trying to argue. Which side of the argument do they fall on? Do they offer solutions to the argument or simply present to show awareness? This isn’t always clear in the work, and some outside research may be needed to fully understand the message.

Outline the Main Ideas

Go through the piece and note down any overarching messages. How does the creator appeal to your emotions? Is it done effectively, or could it have been done better? In most creative works, all of the main ideas come together to form the thesis statement.

A good way of searching for these is to work backwards from the previously established thesis. View the piece with the thesis in mind, and jot down each and every point that contributes to it.

Evaluate the Author’s Points

Summarize these points and state how well they support the thesis. Are they the strongest possible arguments for the thesis? What examples does the creator present against the thesis? Are they fair and objective, or do they lean heavily to one side? Like a good critical analysis, a good creative piece evaluates all sides of the presented argument and supports each side with evidence.

Check this guide in case you need to learn more about a rhetorical analysis .

Organizing your research into an outline is the best way to prepare for the writing. A proper outline will allow your writing to flow and give you a structure to adhere to.

How to write a Critical Analysis Essay Outline:

Introduction.

When starting a critical analysis essay, you need to state the name of the creative work, the creator, and any relevant publication/distribution details. Then, outline what parts of the work you’re going to discuss. This is when you should introduce the creator’s thesis and how they supported that thesis.

Once that’s done, end the introduction with your thesis statement . Your thesis should consist of your original thoughts and reactions to the creation and its message. Come up with a main idea about the work and use different examples from it to support your statement.

This is your opinion and it should not be the same as the creator’s thesis. A good thesis example would state what the creator’s argument is, and then what it does well/badly and how it accomplishes that.

Here, you’re going to go more in-depth on the main ideas you outlined in your introduction. Break down what the piece is about. Talk about the characters, the themes, how the creator utilizes these to show their vision and argue their points.

Pretend the reader hasn’t been exposed to the piece of creative work. Don’t hold back, show them what the piece is so they can understand where you are coming from.

The part you’ve waited for. The analysis is broken into multiple body paragraphs, much like other types of essays. Break down your ideas that you stated in your thesis, giving each their own paragraph. Do your best to state both positive and negative parts of the creative work. If you really feel strongly one way or the other, highlight the opposite feeling early on before getting into your opinions. If you hate the film, discuss what it did well at the beginning of your analysis, then get into what it did wrong.

When breaking down your ideas, be sure to discuss the three different types of appeals:

Ethos: How the creator shows their credibility in their art. Why should they be trusted, or how did they fail to establish credibility?
Pathos: All art is based on emotion. How did the creators work to appeal to your emotions specifically? Did you agree with how the creator wanted you to feel, or did they miss the mark completely?
Logos: How does the creator use logic to get you on their side?

At the end of your analysis paragraphs, your paper should clearly state your thoughts and opinions on the creation, have those thoughts supported with examples from the piece, and address whether or not the creator achieved their goal.

Restate your thesis. Say it in a different, but similar, way to reaffirm it. Summarize the main point of each body paragraph, strengthening your thesis even more. Finally, your conclusion should show what the reader shall take away from the creation:

You shouldn’t watch this movie because it’s offensive to all genders.
You should read this book because it is an incredibly informative retelling of the Watergate scandal

While working on the planning and pre-planning stages of your essay, be sure to keep these tips in mind for a stronger end product:

Useful advice for critical analysis essay

Critical Analysis Essay Writing Tips from HandmadeWriting

Provoke your reader to rethink their opinions on the piece. Strive to make your opinion so sound that they have no choice but to consider it.
Be fair. If you’re just whining or mindlessly praising the piece, no one is going to take your analysis seriously. Provide a quality argument with strong examples. Create a strong foundation for your opinion.
Have fun. You’re speaking your mind on a creation. Really get into why you feel the way you do. If you’re having fun, it will show, and the reader will too. Check out our paper writing guide to learn how to write other essay types.

And finally, check your essay upon completion and make sure it follows these guidelines. If it does, you’re set:

Do’s and Don’ts From Our Writing Team

Take the time to find strong examples both for and against your argument.
Ensure the reader has a clear vision on what the piece is about before you get into the analysis.
Be honest. Share your emotions with the reader. It will build a stronger argument, and an apt reader will see right through you being fake.
Research the piece. Reading up on it will give you some insight you may not have considered, leading to a stronger argument.
Lean too far one way without discussing the other.
Write “My thoughts” or “My opinion is”. Just state your opinions.
Use first or second pronouns. Say “the audience” or “the reader”.
Spend too much time on the summary. Your analysis should be the biggest part of your paper.

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A systematic literature review of empirical research on ChatGPT in education

Open access
Published: 26 May 2024
Volume 3 , article number 60 , ( 2024 )

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Yazid Albadarin ORCID: orcid.org/0009-0005-8068-8902 1 ,
Mohammed Saqr 1 ,
Nicolas Pope 1 &
Markku Tukiainen 1

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Over the last four decades, studies have investigated the incorporation of Artificial Intelligence (AI) into education. A recent prominent AI-powered technology that has impacted the education sector is ChatGPT. This article provides a systematic review of 14 empirical studies incorporating ChatGPT into various educational settings, published in 2022 and before the 10th of April 2023—the date of conducting the search process. It carefully followed the essential steps outlined in the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA 2020) guidelines, as well as Okoli’s (Okoli in Commun Assoc Inf Syst, 2015) steps for conducting a rigorous and transparent systematic review. In this review, we aimed to explore how students and teachers have utilized ChatGPT in various educational settings, as well as the primary findings of those studies. By employing Creswell’s (Creswell in Educational research: planning, conducting, and evaluating quantitative and qualitative research [Ebook], Pearson Education, London, 2015) coding techniques for data extraction and interpretation, we sought to gain insight into their initial attempts at ChatGPT incorporation into education. This approach also enabled us to extract insights and considerations that can facilitate its effective and responsible use in future educational contexts. The results of this review show that learners have utilized ChatGPT as a virtual intelligent assistant, where it offered instant feedback, on-demand answers, and explanations of complex topics. Additionally, learners have used it to enhance their writing and language skills by generating ideas, composing essays, summarizing, translating, paraphrasing texts, or checking grammar. Moreover, learners turned to it as an aiding tool to facilitate their directed and personalized learning by assisting in understanding concepts and homework, providing structured learning plans, and clarifying assignments and tasks. However, the results of specific studies (n = 3, 21.4%) show that overuse of ChatGPT may negatively impact innovative capacities and collaborative learning competencies among learners. Educators, on the other hand, have utilized ChatGPT to create lesson plans, generate quizzes, and provide additional resources, which helped them enhance their productivity and efficiency and promote different teaching methodologies. Despite these benefits, the majority of the reviewed studies recommend the importance of conducting structured training, support, and clear guidelines for both learners and educators to mitigate the drawbacks. This includes developing critical evaluation skills to assess the accuracy and relevance of information provided by ChatGPT, as well as strategies for integrating human interaction and collaboration into learning activities that involve AI tools. Furthermore, they also recommend ongoing research and proactive dialogue with policymakers, stakeholders, and educational practitioners to refine and enhance the use of AI in learning environments. This review could serve as an insightful resource for practitioners who seek to integrate ChatGPT into education and stimulate further research in the field.

Empowering learners with ChatGPT: insights from a systematic literature exploration

Incorporating AI in foreign language education: An investigation into ChatGPT’s effect on foreign language learners

Large language models in education: A focus on the complementary relationship between human teachers and ChatGPT

Avoid common mistakes on your manuscript.

1 Introduction

Educational technology, a rapidly evolving field, plays a crucial role in reshaping the landscape of teaching and learning [ 82 ]. One of the most transformative technological innovations of our era that has influenced the field of education is Artificial Intelligence (AI) [ 50 ]. Over the last four decades, AI in education (AIEd) has gained remarkable attention for its potential to make significant advancements in learning, instructional methods, and administrative tasks within educational settings [ 11 ]. In particular, a large language model (LLM), a type of AI algorithm that applies artificial neural networks (ANNs) and uses massively large data sets to understand, summarize, generate, and predict new content that is almost difficult to differentiate from human creations [ 79 ], has opened up novel possibilities for enhancing various aspects of education, from content creation to personalized instruction [ 35 ]. Chatbots that leverage the capabilities of LLMs to understand and generate human-like responses have also presented the capacity to enhance student learning and educational outcomes by engaging students, offering timely support, and fostering interactive learning experiences [ 46 ].

The ongoing and remarkable technological advancements in chatbots have made their use more convenient, increasingly natural and effortless, and have expanded their potential for deployment across various domains [ 70 ]. One prominent example of chatbot applications is the Chat Generative Pre-Trained Transformer, known as ChatGPT, which was introduced by OpenAI, a leading AI research lab, on November 30th, 2022. ChatGPT employs a variety of deep learning techniques to generate human-like text, with a particular focus on recurrent neural networks (RNNs). Long short-term memory (LSTM) allows it to grasp the context of the text being processed and retain information from previous inputs. Also, the transformer architecture, a neural network architecture based on the self-attention mechanism, allows it to analyze specific parts of the input, thereby enabling it to produce more natural-sounding and coherent output. Additionally, the unsupervised generative pre-training and the fine-tuning methods allow ChatGPT to generate more relevant and accurate text for specific tasks [ 31 , 62 ]. Furthermore, reinforcement learning from human feedback (RLHF), a machine learning approach that combines reinforcement learning techniques with human-provided feedback, has helped improve ChatGPT’s model by accelerating the learning process and making it significantly more efficient.

This cutting-edge natural language processing (NLP) tool is widely recognized as one of today's most advanced LLMs-based chatbots [ 70 ], allowing users to ask questions and receive detailed, coherent, systematic, personalized, convincing, and informative human-like responses [ 55 ], even within complex and ambiguous contexts [ 63 , 77 ]. ChatGPT is considered the fastest-growing technology in history: in just three months following its public launch, it amassed an estimated 120 million monthly active users [ 16 ] with an estimated 13 million daily queries [ 49 ], surpassing all other applications [ 64 ]. This remarkable growth can be attributed to the unique features and user-friendly interface that ChatGPT offers. Its intuitive design allows users to interact seamlessly with the technology, making it accessible to a diverse range of individuals, regardless of their technical expertise [ 78 ]. Additionally, its exceptional performance results from a combination of advanced algorithms, continuous enhancements, and extensive training on a diverse dataset that includes various text sources such as books, articles, websites, and online forums [ 63 ], have contributed to a more engaging and satisfying user experience [ 62 ]. These factors collectively explain its remarkable global growth and set it apart from predecessors like Bard, Bing Chat, ERNIE, and others.

In this context, several studies have explored the technological advancements of chatbots. One noteworthy recent research effort, conducted by Schöbel et al. [ 70 ], stands out for its comprehensive analysis of more than 5,000 studies on communication agents. This study offered a comprehensive overview of the historical progression and future prospects of communication agents, including ChatGPT. Moreover, other studies have focused on making comparisons, particularly between ChatGPT and alternative chatbots like Bard, Bing Chat, ERNIE, LaMDA, BlenderBot, and various others. For example, O’Leary [ 53 ] compared two chatbots, LaMDA and BlenderBot, with ChatGPT and revealed that ChatGPT outperformed both. This superiority arises from ChatGPT’s capacity to handle a wider range of questions and generate slightly varied perspectives within specific contexts. Similarly, ChatGPT exhibited an impressive ability to formulate interpretable responses that were easily understood when compared with Google's feature snippet [ 34 ]. Additionally, ChatGPT was compared to other LLMs-based chatbots, including Bard and BERT, as well as ERNIE. The findings indicated that ChatGPT exhibited strong performance in the given tasks, often outperforming the other models [ 59 ].

Furthermore, in the education context, a comprehensive study systematically compared a range of the most promising chatbots, including Bard, Bing Chat, ChatGPT, and Ernie across a multidisciplinary test that required higher-order thinking. The study revealed that ChatGPT achieved the highest score, surpassing Bing Chat and Bard [ 64 ]. Similarly, a comparative analysis was conducted to compare ChatGPT with Bard in answering a set of 30 mathematical questions and logic problems, grouped into two question sets. Set (A) is unavailable online, while Set (B) is available online. The results revealed ChatGPT's superiority in Set (A) over Bard. Nevertheless, Bard's advantage emerged in Set (B) due to its capacity to access the internet directly and retrieve answers, a capability that ChatGPT does not possess [ 57 ]. However, through these varied assessments, ChatGPT consistently highlights its exceptional prowess compared to various alternatives in the ever-evolving chatbot technology.

The widespread adoption of chatbots, especially ChatGPT, by millions of students and educators, has sparked extensive discussions regarding its incorporation into the education sector [ 64 ]. Accordingly, many scholars have contributed to the discourse, expressing both optimism and pessimism regarding the incorporation of ChatGPT into education. For example, ChatGPT has been highlighted for its capabilities in enriching the learning and teaching experience through its ability to support different learning approaches, including adaptive learning, personalized learning, and self-directed learning [ 58 , 60 , 91 ]), deliver summative and formative feedback to students and provide real-time responses to questions, increase the accessibility of information [ 22 , 40 , 43 ], foster students’ performance, engagement and motivation [ 14 , 44 , 58 ], and enhance teaching practices [ 17 , 18 , 64 , 74 ].

On the other hand, concerns have been also raised regarding its potential negative effects on learning and teaching. These include the dissemination of false information and references [ 12 , 23 , 61 , 85 ], biased reinforcement [ 47 , 50 ], compromised academic integrity [ 18 , 40 , 66 , 74 ], and the potential decline in students' skills [ 43 , 61 , 64 , 74 ]. As a result, ChatGPT has been banned in multiple countries, including Russia, China, Venezuela, Belarus, and Iran, as well as in various educational institutions in India, Italy, Western Australia, France, and the United States [ 52 , 90 ].

Clearly, the advent of chatbots, especially ChatGPT, has provoked significant controversy due to their potential impact on learning and teaching. This indicates the necessity for further exploration to gain a deeper understanding of this technology and carefully evaluate its potential benefits, limitations, challenges, and threats to education [ 79 ]. Therefore, conducting a systematic literature review will provide valuable insights into the potential prospects and obstacles linked to its incorporation into education. This systematic literature review will primarily focus on ChatGPT, driven by the aforementioned key factors outlined above.

However, the existing literature lacks a systematic literature review of empirical studies. Thus, this systematic literature review aims to address this gap by synthesizing the existing empirical studies conducted on chatbots, particularly ChatGPT, in the field of education, highlighting how ChatGPT has been utilized in educational settings, and identifying any existing gaps. This review may be particularly useful for researchers in the field and educators who are contemplating the integration of ChatGPT or any chatbot into education. The following research questions will guide this study:

What are students' and teachers' initial attempts at utilizing ChatGPT in education?

What are the main findings derived from empirical studies that have incorporated ChatGPT into learning and teaching?

2 Methodology

To conduct this study, the authors followed the essential steps of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA 2020) and Okoli’s [ 54 ] steps for conducting a systematic review. These included identifying the study’s purpose, drafting a protocol, applying a practical screening process, searching the literature, extracting relevant data, evaluating the quality of the included studies, synthesizing the studies, and ultimately writing the review. The subsequent section provides an extensive explanation of how these steps were carried out in this study.

2.1 Identify the purpose

Given the widespread adoption of ChatGPT by students and teachers for various educational purposes, often without a thorough understanding of responsible and effective use or a clear recognition of its potential impact on learning and teaching, the authors recognized the need for further exploration of ChatGPT's impact on education in this early stage. Therefore, they have chosen to conduct a systematic literature review of existing empirical studies that incorporate ChatGPT into educational settings. Despite the limited number of empirical studies due to the novelty of the topic, their goal is to gain a deeper understanding of this technology and proactively evaluate its potential benefits, limitations, challenges, and threats to education. This effort could help to understand initial reactions and attempts at incorporating ChatGPT into education and bring out insights and considerations that can inform the future development of education.

2.2 Draft the protocol

The next step is formulating the protocol. This protocol serves to outline the study process in a rigorous and transparent manner, mitigating researcher bias in study selection and data extraction [ 88 ]. The protocol will include the following steps: generating the research question, predefining a literature search strategy, identifying search locations, establishing selection criteria, assessing the studies, developing a data extraction strategy, and creating a timeline.

2.3 Apply practical screen

The screening step aims to accurately filter the articles resulting from the searching step and select the empirical studies that have incorporated ChatGPT into educational contexts, which will guide us in answering the research questions and achieving the objectives of this study. To ensure the rigorous execution of this step, our inclusion and exclusion criteria were determined based on the authors' experience and informed by previous successful systematic reviews [ 21 ]. Table 1 summarizes the inclusion and exclusion criteria for study selection.

2.4 Literature search

We conducted a thorough literature search to identify articles that explored, examined, and addressed the use of ChatGPT in Educational contexts. We utilized two research databases: Dimensions.ai, which provides access to a large number of research publications, and lens.org, which offers access to over 300 million articles, patents, and other research outputs from diverse sources. Additionally, we included three databases, Scopus, Web of Knowledge, and ERIC, which contain relevant research on the topic that addresses our research questions. To browse and identify relevant articles, we used the following search formula: ("ChatGPT" AND "Education"), which included the Boolean operator "AND" to get more specific results. The subject area in the Scopus and ERIC databases were narrowed to "ChatGPT" and "Education" keywords, and in the WoS database was limited to the "Education" category. The search was conducted between the 3rd and 10th of April 2023, which resulted in 276 articles from all selected databases (111 articles from Dimensions.ai, 65 from Scopus, 28 from Web of Science, 14 from ERIC, and 58 from Lens.org). These articles were imported into the Rayyan web-based system for analysis. The duplicates were identified automatically by the system. Subsequently, the first author manually reviewed the duplicated articles ensured that they had the same content, and then removed them, leaving us with 135 unique articles. Afterward, the titles, abstracts, and keywords of the first 40 manuscripts were scanned and reviewed by the first author and were discussed with the second and third authors to resolve any disagreements. Subsequently, the first author proceeded with the filtering process for all articles and carefully applied the inclusion and exclusion criteria as presented in Table 1 . Articles that met any one of the exclusion criteria were eliminated, resulting in 26 articles. Afterward, the authors met to carefully scan and discuss them. The authors agreed to eliminate any empirical studies solely focused on checking ChatGPT capabilities, as these studies do not guide us in addressing the research questions and achieving the study's objectives. This resulted in 14 articles eligible for analysis.

2.5 Quality appraisal

The examination and evaluation of the quality of the extracted articles is a vital step [ 9 ]. Therefore, the extracted articles were carefully evaluated for quality using Fink’s [ 24 ] standards, which emphasize the necessity for detailed descriptions of methodology, results, conclusions, strengths, and limitations. The process began with a thorough assessment of each study's design, data collection, and analysis methods to ensure their appropriateness and comprehensive execution. The clarity, consistency, and logical progression from data to results and conclusions were also critically examined. Potential biases and recognized limitations within the studies were also scrutinized. Ultimately, two articles were excluded for failing to meet Fink’s criteria, particularly in providing sufficient detail on methodology, results, conclusions, strengths, or limitations. The review process is illustrated in Fig. 1 .

The study selection process

2.6 Data extraction

The next step is data extraction, the process of capturing the key information and categories from the included studies. To improve efficiency, reduce variation among authors, and minimize errors in data analysis, the coding categories were constructed using Creswell's [ 15 ] coding techniques for data extraction and interpretation. The coding process involves three sequential steps. The initial stage encompasses open coding , where the researcher examines the data, generates codes to describe and categorize it, and gains a deeper understanding without preconceived ideas. Following open coding is axial coding , where the interrelationships between codes from open coding are analyzed to establish more comprehensive categories or themes. The process concludes with selective coding , refining and integrating categories or themes to identify core concepts emerging from the data. The first coder performed the coding process, then engaged in discussions with the second and third authors to finalize the coding categories for the first five articles. The first coder then proceeded to code all studies and engaged again in discussions with the other authors to ensure the finalization of the coding process. After a comprehensive analysis and capturing of the key information from the included studies, the data extraction and interpretation process yielded several themes. These themes have been categorized and are presented in Table 2 . It is important to note that open coding results were removed from Table 2 for aesthetic reasons, as it included many generic aspects, such as words, short phrases, or sentences mentioned in the studies.

2.7 Synthesize studies

In this stage, we will gather, discuss, and analyze the key findings that emerged from the selected studies. The synthesis stage is considered a transition from an author-centric to a concept-centric focus, enabling us to map all the provided information to achieve the most effective evaluation of the data [ 87 ]. Initially, the authors extracted data that included general information about the selected studies, including the author(s)' names, study titles, years of publication, educational levels, research methodologies, sample sizes, participants, main aims or objectives, raw data sources, and analysis methods. Following that, all key information and significant results from the selected studies were compiled using Creswell’s [ 15 ] coding techniques for data extraction and interpretation to identify core concepts and themes emerging from the data, focusing on those that directly contributed to our research questions and objectives, such as the initial utilization of ChatGPT in learning and teaching, learners' and educators' familiarity with ChatGPT, and the main findings of each study. Finally, the data related to each selected study were extracted into an Excel spreadsheet for data processing. The Excel spreadsheet was reviewed by the authors, including a series of discussions to ensure the finalization of this process and prepare it for further analysis. Afterward, the final result being analyzed and presented in various types of charts and graphs. Table 4 presents the extracted data from the selected studies, with each study labeled with a capital 'S' followed by a number.

This section consists of two main parts. The first part provides a descriptive analysis of the data compiled from the reviewed studies. The second part presents the answers to the research questions and the main findings of these studies.

3.1 Part 1: descriptive analysis

This section will provide a descriptive analysis of the reviewed studies, including educational levels and fields, participants distribution, country contribution, research methodologies, study sample size, study population, publication year, list of journals, familiarity with ChatGPT, source of data, and the main aims and objectives of the studies. Table 4 presents a comprehensive overview of the extracted data from the selected studies.

3.1.1 The number of the reviewed studies and publication years

The total number of the reviewed studies was 14. All studies were empirical studies and published in different journals focusing on Education and Technology. One study was published in 2022 [S1], while the remaining were published in 2023 [S2]-[S14]. Table 3 illustrates the year of publication, the names of the journals, and the number of reviewed studies published in each journal for the studies reviewed.

3.1.2 Educational levels and fields

The majority of the reviewed studies, 11 studies, were conducted in higher education institutions [S1]-[S10] and [S13]. Two studies did not specify the educational level of the population [S12] and [S14], while one study focused on elementary education [S11]. However, the reviewed studies covered various fields of education. Three studies focused on Arts and Humanities Education [S8], [S11], and [S14], specifically English Education. Two studies focused on Engineering Education, with one in Computer Engineering [S2] and the other in Construction Education [S3]. Two studies focused on Mathematics Education [S5] and [S12]. One study focused on Social Science Education [S13]. One study focused on Early Education [S4]. One study focused on Journalism Education [S9]. Finally, three studies did not specify the field of education [S1], [S6], and [S7]. Figure 2 represents the educational levels in the reviewed studies, while Fig. 3 represents the context of the reviewed studies.

Educational levels in the reviewed studies

Context of the reviewed studies

3.1.3 Participants distribution and countries contribution

The reviewed studies have been conducted across different geographic regions, providing a diverse representation of the studies. The majority of the studies, 10 in total, [S1]-[S3], [S5]-[S9], [S11], and [S14], primarily focused on participants from single countries such as Pakistan, the United Arab Emirates, China, Indonesia, Poland, Saudi Arabia, South Korea, Spain, Tajikistan, and the United States. In contrast, four studies, [S4], [S10], [S12], and [S13], involved participants from multiple countries, including China and the United States [S4], China, the United Kingdom, and the United States [S10], the United Arab Emirates, Oman, Saudi Arabia, and Jordan [S12], Turkey, Sweden, Canada, and Australia [ 13 ]. Figures 4 and 5 illustrate the distribution of participants, whether from single or multiple countries, and the contribution of each country in the reviewed studies, respectively.

The reviewed studies conducted in single or multiple countries

The Contribution of each country in the studies

3.1.4 Study population and sample size

Four study populations were included: university students, university teachers, university teachers and students, and elementary school teachers. Six studies involved university students [S2], [S3], [S5] and [S6]-[S8]. Three studies focused on university teachers [S1], [S4], and [S6], while one study specifically targeted elementary school teachers [S11]. Additionally, four studies included both university teachers and students [S10] and [ 12 , 13 , 14 ], and among them, study [S13] specifically included postgraduate students. In terms of the sample size of the reviewed studies, nine studies included a small sample size of less than 50 participants [S1], [S3], [S6], [S8], and [S10]-[S13]. Three studies had 50–100 participants [S2], [S9], and [S14]. Only one study had more than 100 participants [S7]. It is worth mentioning that study [S4] adopted a mixed methods approach, including 10 participants for qualitative analysis and 110 participants for quantitative analysis.

3.1.5 Participants’ familiarity with using ChatGPT

The reviewed studies recruited a diverse range of participants with varying levels of familiarity with ChatGPT. Five studies [S2], [S4], [S6], [S8], and [S12] involved participants already familiar with ChatGPT, while eight studies [S1], [S3], [S5], [S7], [S9], [S10], [S13] and [S14] included individuals with differing levels of familiarity. Notably, one study [S11] had participants who were entirely unfamiliar with ChatGPT. It is important to note that four studies [S3], [S5], [S9], and [S11] provided training or guidance to their participants before conducting their studies, while ten studies [S1], [S2], [S4], [S6]-[S8], [S10], and [S12]-[S14] did not provide training due to the participants' existing familiarity with ChatGPT.

3.1.6 Research methodology approaches and source(S) of data

The reviewed studies adopted various research methodology approaches. Seven studies adopted qualitative research methodology [S1], [S4], [S6], [S8], [S10], [S11], and [S12], while three studies adopted quantitative research methodology [S3], [S7], and [S14], and four studies employed mixed-methods, which involved a combination of both the strengths of qualitative and quantitative methods [S2], [S5], [S9], and [S13].

In terms of the source(s) of data, the reviewed studies obtained their data from various sources, such as interviews, questionnaires, and pre-and post-tests. Six studies relied on interviews as their primary source of data collection [S1], [S4], [S6], [S10], [S11], and [S12], four studies relied on questionnaires [S2], [S7], [S13], and [S14], two studies combined the use of pre-and post-tests and questionnaires for data collection [S3] and [S9], while two studies combined the use of questionnaires and interviews to obtain the data [S5] and [S8]. It is important to note that six of the reviewed studies were quasi-experimental [S3], [S5], [S8], [S9], [S12], and [S14], while the remaining ones were experimental studies [S1], [S2], [S4], [S6], [S7], [S10], [S11], and [S13]. Figures 6 and 7 illustrate the research methodologies and the source (s) of data used in the reviewed studies, respectively.

Research methodologies in the reviewed studies

Source of data in the reviewed studies

3.1.7 The aim and objectives of the studies

The reviewed studies encompassed a diverse set of aims, with several of them incorporating multiple primary objectives. Six studies [S3], [S6], [S7], [S8], [S11], and [S12] examined the integration of ChatGPT in educational contexts, and four studies [S4], [S5], [S13], and [S14] investigated the various implications of its use in education, while three studies [S2], [S9], and [S10] aimed to explore both its integration and implications in education. Additionally, seven studies explicitly explored attitudes and perceptions of students [S2] and [S3], educators [S1] and [S6], or both [S10], [S12], and [S13] regarding the utilization of ChatGPT in educational settings.

3.2 Part 2: research questions and main findings of the reviewed studies

This part will present the answers to the research questions and the main findings of the reviewed studies, classified into two main categories (learning and teaching) according to AI Education classification by [ 36 ]. Figure 8 summarizes the main findings of the reviewed studies in a visually informative diagram. Table 4 provides a detailed list of the key information extracted from the selected studies that led to generating these themes.

The main findings in the reviewed studies

4 Students' initial attempts at utilizing ChatGPT in learning and main findings from students' perspective

4.1 virtual intelligent assistant.

Nine studies demonstrated that ChatGPT has been utilized by students as an intelligent assistant to enhance and support their learning. Students employed it for various purposes, such as answering on-demand questions [S2]-[S5], [S8], [S10], and [S12], providing valuable information and learning resources [S2]-[S5], [S6], and [S8], as well as receiving immediate feedback [S2], [S4], [S9], [S10], and [S12]. In this regard, students generally were confident in the accuracy of ChatGPT's responses, considering them relevant, reliable, and detailed [S3], [S4], [S5], and [S8]. However, some students indicated the need for improvement, as they found that answers are not always accurate [S2], and that misleading information may have been provided or that it may not always align with their expectations [S6] and [S10]. It was also observed by the students that the accuracy of ChatGPT is dependent on several factors, including the quality and specificity of the user's input, the complexity of the question or topic, and the scope and relevance of its training data [S12]. Many students felt that ChatGPT's answers were not always accurate and most of them believed that it requires good background knowledge to work with.

4.2 Writing and language proficiency assistant

Six of the reviewed studies highlighted that ChatGPT has been utilized by students as a valuable assistant tool to improve their academic writing skills and language proficiency. Among these studies, three mainly focused on English education, demonstrating that students showed sufficient mastery in using ChatGPT for generating ideas, summarizing, paraphrasing texts, and completing writing essays [S8], [S11], and [S14]. Furthermore, ChatGPT helped them in writing by making students active investigators rather than passive knowledge recipients and facilitated the development of their writing skills [S11] and [S14]. Similarly, ChatGPT allowed students to generate unique ideas and perspectives, leading to deeper analysis and reflection on their journalism writing [S9]. In terms of language proficiency, ChatGPT allowed participants to translate content into their home languages, making it more accessible and relevant to their context [S4]. It also enabled them to request changes in linguistic tones or flavors [S8]. Moreover, participants used it to check grammar or as a dictionary [S11].

4.3 Valuable resource for learning approaches

Five studies demonstrated that students used ChatGPT as a valuable complementary resource for self-directed learning. It provided learning resources and guidance on diverse educational topics and created a supportive home learning environment [S2] and [S4]. Moreover, it offered step-by-step guidance to grasp concepts at their own pace and enhance their understanding [S5], streamlined task and project completion carried out independently [S7], provided comprehensive and easy-to-understand explanations on various subjects [S10], and assisted in studying geometry operations, thereby empowering them to explore geometry operations at their own pace [S12]. Three studies showed that students used ChatGPT as a valuable learning resource for personalized learning. It delivered age-appropriate conversations and tailored teaching based on a child's interests [S4], acted as a personalized learning assistant, adapted to their needs and pace, which assisted them in understanding mathematical concepts [S12], and enabled personalized learning experiences in social sciences by adapting to students' needs and learning styles [S13]. On the other hand, it is important to note that, according to one study [S5], students suggested that using ChatGPT may negatively affect collaborative learning competencies between students.

4.4 Enhancing students' competencies

Six of the reviewed studies have shown that ChatGPT is a valuable tool for improving a wide range of skills among students. Two studies have provided evidence that ChatGPT led to improvements in students' critical thinking, reasoning skills, and hazard recognition competencies through engaging them in interactive conversations or activities and providing responses related to their disciplines in journalism [S5] and construction education [S9]. Furthermore, two studies focused on mathematical education have shown the positive impact of ChatGPT on students' problem-solving abilities in unraveling problem-solving questions [S12] and enhancing the students' understanding of the problem-solving process [S5]. Lastly, one study indicated that ChatGPT effectively contributed to the enhancement of conversational social skills [S4].

4.5 Supporting students' academic success

Seven of the reviewed studies highlighted that students found ChatGPT to be beneficial for learning as it enhanced learning efficiency and improved the learning experience. It has been observed to improve students' efficiency in computer engineering studies by providing well-structured responses and good explanations [S2]. Additionally, students found it extremely useful for hazard reporting [S3], and it also enhanced their efficiency in solving mathematics problems and capabilities [S5] and [S12]. Furthermore, by finding information, generating ideas, translating texts, and providing alternative questions, ChatGPT aided students in deepening their understanding of various subjects [S6]. It contributed to an increase in students' overall productivity [S7] and improved efficiency in composing written tasks [S8]. Regarding learning experiences, ChatGPT was instrumental in assisting students in identifying hazards that they might have otherwise overlooked [S3]. It also improved students' learning experiences in solving mathematics problems and developing abilities [S5] and [S12]. Moreover, it increased students' successful completion of important tasks in their studies [S7], particularly those involving average difficulty writing tasks [S8]. Additionally, ChatGPT increased the chances of educational success by providing students with baseline knowledge on various topics [S10].

5 Teachers' initial attempts at utilizing ChatGPT in teaching and main findings from teachers' perspective

5.1 valuable resource for teaching.

The reviewed studies showed that teachers have employed ChatGPT to recommend, modify, and generate diverse, creative, organized, and engaging educational contents, teaching materials, and testing resources more rapidly [S4], [S6], [S10] and [S11]. Additionally, teachers experienced increased productivity as ChatGPT facilitated quick and accurate responses to questions, fact-checking, and information searches [S1]. It also proved valuable in constructing new knowledge [S6] and providing timely answers to students' questions in classrooms [S11]. Moreover, ChatGPT enhanced teachers' efficiency by generating new ideas for activities and preplanning activities for their students [S4] and [S6], including interactive language game partners [S11].

5.2 Improving productivity and efficiency

The reviewed studies showed that participants' productivity and work efficiency have been significantly enhanced by using ChatGPT as it enabled them to allocate more time to other tasks and reduce their overall workloads [S6], [S10], [S11], [S13], and [S14]. However, three studies [S1], [S4], and [S11], indicated a negative perception and attitude among teachers toward using ChatGPT. This negativity stemmed from a lack of necessary skills to use it effectively [S1], a limited familiarity with it [S4], and occasional inaccuracies in the content provided by it [S10].

5.3 Catalyzing new teaching methodologies

Five of the reviewed studies highlighted that educators found the necessity of redefining their teaching profession with the assistance of ChatGPT [S11], developing new effective learning strategies [S4], and adapting teaching strategies and methodologies to ensure the development of essential skills for future engineers [S5]. They also emphasized the importance of adopting new educational philosophies and approaches that can evolve with the introduction of ChatGPT into the classroom [S12]. Furthermore, updating curricula to focus on improving human-specific features, such as emotional intelligence, creativity, and philosophical perspectives [S13], was found to be essential.

5.4 Effective utilization of CHATGPT in teaching

According to the reviewed studies, effective utilization of ChatGPT in education requires providing teachers with well-structured training, support, and adequate background on how to use ChatGPT responsibly [S1], [S3], [S11], and [S12]. Establishing clear rules and regulations regarding its usage is essential to ensure it positively impacts the teaching and learning processes, including students' skills [S1], [S4], [S5], [S8], [S9], and [S11]-[S14]. Moreover, conducting further research and engaging in discussions with policymakers and stakeholders is indeed crucial for the successful integration of ChatGPT in education and to maximize the benefits for both educators and students [S1], [S6]-[S10], and [S12]-[S14].

6 Discussion

The purpose of this review is to conduct a systematic review of empirical studies that have explored the utilization of ChatGPT, one of today’s most advanced LLM-based chatbots, in education. The findings of the reviewed studies showed several ways of ChatGPT utilization in different learning and teaching practices as well as it provided insights and considerations that can facilitate its effective and responsible use in future educational contexts. The results of the reviewed studies came from diverse fields of education, which helped us avoid a biased review that is limited to a specific field. Similarly, the reviewed studies have been conducted across different geographic regions. This kind of variety in geographic representation enriched the findings of this review.

In response to RQ1 , "What are students' and teachers' initial attempts at utilizing ChatGPT in education?", the findings from this review provide comprehensive insights. Chatbots, including ChatGPT, play a crucial role in supporting student learning, enhancing their learning experiences, and facilitating diverse learning approaches [ 42 , 43 ]. This review found that this tool, ChatGPT, has been instrumental in enhancing students' learning experiences by serving as a virtual intelligent assistant, providing immediate feedback, on-demand answers, and engaging in educational conversations. Additionally, students have benefited from ChatGPT’s ability to generate ideas, compose essays, and perform tasks like summarizing, translating, paraphrasing texts, or checking grammar, thereby enhancing their writing and language competencies. Furthermore, students have turned to ChatGPT for assistance in understanding concepts and homework, providing structured learning plans, and clarifying assignments and tasks, which fosters a supportive home learning environment, allowing them to take responsibility for their own learning and cultivate the skills and approaches essential for supportive home learning environment [ 26 , 27 , 28 ]. This finding aligns with the study of Saqr et al. [ 68 , 69 ] who highlighted that, when students actively engage in their own learning process, it yields additional advantages, such as heightened motivation, enhanced achievement, and the cultivation of enthusiasm, turning them into advocates for their own learning.

Moreover, students have utilized ChatGPT for tailored teaching and step-by-step guidance on diverse educational topics, streamlining task and project completion, and generating and recommending educational content. This personalization enhances the learning environment, leading to increased academic success. This finding aligns with other recent studies [ 26 , 27 , 28 , 60 , 66 ] which revealed that ChatGPT has the potential to offer personalized learning experiences and support an effective learning process by providing students with customized feedback and explanations tailored to their needs and abilities. Ultimately, fostering students' performance, engagement, and motivation, leading to increase students' academic success [ 14 , 44 , 58 ]. This ultimate outcome is in line with the findings of Saqr et al. [ 68 , 69 ], which emphasized that learning strategies are important catalysts of students' learning, as students who utilize effective learning strategies are more likely to have better academic achievement.

Teachers, too, have capitalized on ChatGPT's capabilities to enhance productivity and efficiency, using it for creating lesson plans, generating quizzes, providing additional resources, generating and preplanning new ideas for activities, and aiding in answering students’ questions. This adoption of technology introduces new opportunities to support teaching and learning practices, enhancing teacher productivity. This finding aligns with those of Day [ 17 ], De Castro [ 18 ], and Su and Yang [ 74 ] as well as with those of Valtonen et al. [ 82 ], who revealed that emerging technological advancements have opened up novel opportunities and means to support teaching and learning practices, and enhance teachers’ productivity.

In response to RQ2 , "What are the main findings derived from empirical studies that have incorporated ChatGPT into learning and teaching?", the findings from this review provide profound insights and raise significant concerns. Starting with the insights, chatbots, including ChatGPT, have demonstrated the potential to reshape and revolutionize education, creating new, novel opportunities for enhancing the learning process and outcomes [ 83 ], facilitating different learning approaches, and offering a range of pedagogical benefits [ 19 , 43 , 72 ]. In this context, this review found that ChatGPT could open avenues for educators to adopt or develop new effective learning and teaching strategies that can evolve with the introduction of ChatGPT into the classroom. Nonetheless, there is an evident lack of research understanding regarding the potential impact of generative machine learning models within diverse educational settings [ 83 ]. This necessitates teachers to attain a high level of proficiency in incorporating chatbots, such as ChatGPT, into their classrooms to create inventive, well-structured, and captivating learning strategies. In the same vein, the review also found that teachers without the requisite skills to utilize ChatGPT realized that it did not contribute positively to their work and could potentially have adverse effects [ 37 ]. This concern could lead to inequity of access to the benefits of chatbots, including ChatGPT, as individuals who lack the necessary expertise may not be able to harness their full potential, resulting in disparities in educational outcomes and opportunities. Therefore, immediate action is needed to address these potential issues. A potential solution is offering training, support, and competency development for teachers to ensure that all of them can leverage chatbots, including ChatGPT, effectively and equitably in their educational practices [ 5 , 28 , 80 ], which could enhance accessibility and inclusivity, and potentially result in innovative outcomes [ 82 , 83 ].

Additionally, chatbots, including ChatGPT, have the potential to significantly impact students' thinking abilities, including retention, reasoning, analysis skills [ 19 , 45 ], and foster innovation and creativity capabilities [ 83 ]. This review found that ChatGPT could contribute to improving a wide range of skills among students. However, it found that frequent use of ChatGPT may result in a decrease in innovative capacities, collaborative skills and cognitive capacities, and students' motivation to attend classes, as well as could lead to reduced higher-order thinking skills among students [ 22 , 29 ]. Therefore, immediate action is needed to carefully examine the long-term impact of chatbots such as ChatGPT, on learning outcomes as well as to explore its incorporation into educational settings as a supportive tool without compromising students' cognitive development and critical thinking abilities. In the same vein, the review also found that it is challenging to draw a consistent conclusion regarding the potential of ChatGPT to aid self-directed learning approach. This finding aligns with the recent study of Baskara [ 8 ]. Therefore, further research is needed to explore the potential of ChatGPT for self-directed learning. One potential solution involves utilizing learning analytics as a novel approach to examine various aspects of students' learning and support them in their individual endeavors [ 32 ]. This approach can bridge this gap by facilitating an in-depth analysis of how learners engage with ChatGPT, identifying trends in self-directed learning behavior, and assessing its influence on their outcomes.

Turning to the significant concerns, on the other hand, a fundamental challenge with LLM-based chatbots, including ChatGPT, is the accuracy and quality of the provided information and responses, as they provide false information as truth—a phenomenon often referred to as "hallucination" [ 3 , 49 ]. In this context, this review found that the provided information was not entirely satisfactory. Consequently, the utilization of chatbots presents potential concerns, such as generating and providing inaccurate or misleading information, especially for students who utilize it to support their learning. This finding aligns with other findings [ 6 , 30 , 35 , 40 ] which revealed that incorporating chatbots such as ChatGPT, into education presents challenges related to its accuracy and reliability due to its training on a large corpus of data, which may contain inaccuracies and the way users formulate or ask ChatGPT. Therefore, immediate action is needed to address these potential issues. One possible solution is to equip students with the necessary skills and competencies, which include a background understanding of how to use it effectively and the ability to assess and evaluate the information it generates, as the accuracy and the quality of the provided information depend on the input, its complexity, the topic, and the relevance of its training data [ 28 , 49 , 86 ]. However, it's also essential to examine how learners can be educated about how these models operate, the data used in their training, and how to recognize their limitations, challenges, and issues [ 79 ].

Furthermore, chatbots present a substantial challenge concerning maintaining academic integrity [ 20 , 56 ] and copyright violations [ 83 ], which are significant concerns in education. The review found that the potential misuse of ChatGPT might foster cheating, facilitate plagiarism, and threaten academic integrity. This issue is also affirmed by the research conducted by Basic et al. [ 7 ], who presented evidence that students who utilized ChatGPT in their writing assignments had more plagiarism cases than those who did not. These findings align with the conclusions drawn by Cotton et al. [ 13 ], Hisan and Amri [ 33 ] and Sullivan et al. [ 75 ], who revealed that the integration of chatbots such as ChatGPT into education poses a significant challenge to the preservation of academic integrity. Moreover, chatbots, including ChatGPT, have increased the difficulty in identifying plagiarism [ 47 , 67 , 76 ]. The findings from previous studies [ 1 , 84 ] indicate that AI-generated text often went undetected by plagiarism software, such as Turnitin. However, Turnitin and other similar plagiarism detection tools, such as ZeroGPT, GPTZero, and Copyleaks, have since evolved, incorporating enhanced techniques to detect AI-generated text, despite the possibility of false positives, as noted in different studies that have found these tools still not yet fully ready to accurately and reliably identify AI-generated text [ 10 , 51 ], and new novel detection methods may need to be created and implemented for AI-generated text detection [ 4 ]. This potential issue could lead to another concern, which is the difficulty of accurately evaluating student performance when they utilize chatbots such as ChatGPT assistance in their assignments. Consequently, the most LLM-driven chatbots present a substantial challenge to traditional assessments [ 64 ]. The findings from previous studies indicate the importance of rethinking, improving, and redesigning innovative assessment methods in the era of chatbots [ 14 , 20 , 64 , 75 ]. These methods should prioritize the process of evaluating students' ability to apply knowledge to complex cases and demonstrate comprehension, rather than solely focusing on the final product for assessment. Therefore, immediate action is needed to address these potential issues. One possible solution would be the development of clear guidelines, regulatory policies, and pedagogical guidance. These measures would help regulate the proper and ethical utilization of chatbots, such as ChatGPT, and must be established before their introduction to students [ 35 , 38 , 39 , 41 , 89 ].

In summary, our review has delved into the utilization of ChatGPT, a prominent example of chatbots, in education, addressing the question of how ChatGPT has been utilized in education. However, there remain significant gaps, which necessitate further research to shed light on this area.

7 Conclusions

This systematic review has shed light on the varied initial attempts at incorporating ChatGPT into education by both learners and educators, while also offering insights and considerations that can facilitate its effective and responsible use in future educational contexts. From the analysis of 14 selected studies, the review revealed the dual-edged impact of ChatGPT in educational settings. On the positive side, ChatGPT significantly aided the learning process in various ways. Learners have used it as a virtual intelligent assistant, benefiting from its ability to provide immediate feedback, on-demand answers, and easy access to educational resources. Additionally, it was clear that learners have used it to enhance their writing and language skills, engaging in practices such as generating ideas, composing essays, and performing tasks like summarizing, translating, paraphrasing texts, or checking grammar. Importantly, other learners have utilized it in supporting and facilitating their directed and personalized learning on a broad range of educational topics, assisting in understanding concepts and homework, providing structured learning plans, and clarifying assignments and tasks. Educators, on the other hand, found ChatGPT beneficial for enhancing productivity and efficiency. They used it for creating lesson plans, generating quizzes, providing additional resources, and answers learners' questions, which saved time and allowed for more dynamic and engaging teaching strategies and methodologies.

However, the review also pointed out negative impacts. The results revealed that overuse of ChatGPT could decrease innovative capacities and collaborative learning among learners. Specifically, relying too much on ChatGPT for quick answers can inhibit learners' critical thinking and problem-solving skills. Learners might not engage deeply with the material or consider multiple solutions to a problem. This tendency was particularly evident in group projects, where learners preferred consulting ChatGPT individually for solutions over brainstorming and collaborating with peers, which negatively affected their teamwork abilities. On a broader level, integrating ChatGPT into education has also raised several concerns, including the potential for providing inaccurate or misleading information, issues of inequity in access, challenges related to academic integrity, and the possibility of misusing the technology.

Accordingly, this review emphasizes the urgency of developing clear rules, policies, and regulations to ensure ChatGPT's effective and responsible use in educational settings, alongside other chatbots, by both learners and educators. This requires providing well-structured training to educate them on responsible usage and understanding its limitations, along with offering sufficient background information. Moreover, it highlights the importance of rethinking, improving, and redesigning innovative teaching and assessment methods in the era of ChatGPT. Furthermore, conducting further research and engaging in discussions with policymakers and stakeholders are essential steps to maximize the benefits for both educators and learners and ensure academic integrity.

It is important to acknowledge that this review has certain limitations. Firstly, the limited inclusion of reviewed studies can be attributed to several reasons, including the novelty of the technology, as new technologies often face initial skepticism and cautious adoption; the lack of clear guidelines or best practices for leveraging this technology for educational purposes; and institutional or governmental policies affecting the utilization of this technology in educational contexts. These factors, in turn, have affected the number of studies available for review. Secondly, the utilization of the original version of ChatGPT, based on GPT-3 or GPT-3.5, implies that new studies utilizing the updated version, GPT-4 may lead to different findings. Therefore, conducting follow-up systematic reviews is essential once more empirical studies on ChatGPT are published. Additionally, long-term studies are necessary to thoroughly examine and assess the impact of ChatGPT on various educational practices.

Despite these limitations, this systematic review has highlighted the transformative potential of ChatGPT in education, revealing its diverse utilization by learners and educators alike and summarized the benefits of incorporating it into education, as well as the forefront critical concerns and challenges that must be addressed to facilitate its effective and responsible use in future educational contexts. This review could serve as an insightful resource for practitioners who seek to integrate ChatGPT into education and stimulate further research in the field.

Data availability

The data supporting our findings are available upon request.

Abbreviations

Artificial intelligence

AI in education

Large language model

Artificial neural networks

Chat Generative Pre-Trained Transformer

Recurrent neural networks

Long short-term memory

Reinforcement learning from human feedback

Natural language processing

Preferred Reporting Items for Systematic Reviews and Meta-Analyses

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Wagner MW, Ertl-Wagner BB. Accuracy of information and references using ChatGPT-3 for retrieval of clinical radiological information. Can Assoc Radiol J. 2023. https://doi.org/10.1177/08465371231171125 .

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Xiao Y, Watson ME. Guidance on conducting a systematic literature review. J Plan Educ Res. 2017;39(1):93–112. https://doi.org/10.1177/0739456x17723971 .

Yan D. Impact of ChatGPT on learners in a L2 writing practicum: an exploratory investigation. Educ Inf Technol. 2023. https://doi.org/10.1007/s10639-023-11742-4 .

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The paper is co-funded by the Academy of Finland (Suomen Akatemia) Research Council for Natural Sciences and Engineering for the project Towards precision education: Idiographic learning analytics (TOPEILA), Decision Number 350560.

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YA contributed to the literature search, data analysis, discussion, and conclusion. Additionally, YA contributed to the manuscript’s writing, editing, and finalization. MS contributed to the study’s design, conceptualization, acquisition of funding, project administration, allocation of resources, supervision, validation, literature search, and analysis of results. Furthermore, MS contributed to the manuscript's writing, revising, and approving it in its finalized state. NP contributed to the results, and discussions, and provided supervision. NP also contributed to the writing process, revisions, and the final approval of the manuscript in its finalized state. MT contributed to the study's conceptualization, resource management, supervision, writing, revising the manuscript, and approving it.

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See Table 4

The process of synthesizing the data presented in Table 4 involved identifying the relevant studies through a search process of databases (ERIC, Scopus, Web of Knowledge, Dimensions.ai, and lens.org) using specific keywords "ChatGPT" and "education". Following this, inclusion/exclusion criteria were applied, and data extraction was performed using Creswell's [ 15 ] coding techniques to capture key information and identify common themes across the included studies.

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Albadarin, Y., Saqr, M., Pope, N. et al. A systematic literature review of empirical research on ChatGPT in education. Discov Educ 3 , 60 (2024). https://doi.org/10.1007/s44217-024-00138-2

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It is important to adopt a flexible approach when choosing a topic to investigate. The goal when writing any paper is to choose a research problem that is focused and time-limited. However, your starting point should not be so narrowly defined that you unnecessarily constrict your opportunity to investigate the topic thoroughly. A research problem that is too narrowly defined leads to any of the following problems :

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Ravitch, Sharon M. and Matthew Riggan. Reason and Rigor: How Conceptual Frameworks Guide Research . Los Angeles, CA: SAGE, 2017.

Strategies for Broadening the Research Topic

In general, an indication that a research problem is too narrowly defined is that you can't find any relevant or meaningful information about it. If this happens, don't immediately abandon your efforts to investigate the problem because it could very well be an excellent topic of study. A good way to begin is to look for parallels and opportunities for broader associations that apply to the initial research problem. A strategy for doing this is to ask yourself the basic six questions of who, what, where, when, how, and why.

Here is an example of how to apply the six questions strategy to broadening your topic. Let's use the research topic of how to investigate ways to improve trade relations between Peru and Bolivia as an example. Ask yourself:

Who? -- are there other countries involved in the relations between these two countries that might want to challenge or encourage this relationship? Are there particular individuals or special interest groups [e.g., politicians, union leaders, etc.] promoting trade relations or trying to inhibit it? [remember to ask either the individual who question, the collective who question, or the institutional who question].
What? -- what are the specific trading commodities you are examining? Are there commodities not currently traded between Peru and Bolivia that could be? What commodities are being traded but should be traded in greater volume? What barriers exist that may help or hinder the import-exports of specific commodities?
Where? -- where are examples of other bi-lateral trade agreements that could model the potential for closer trade relations between Peru and Bolivia? Where are the benefits most likely to be felt within each country? Note that the question of where can also relate to specific spatial and geographical issues, such as, are there any areas impeding transportation of goods in the region?
When? -- how long have these countries had or not had trade relations? How far into the future might a trade relationship last given other factors? The question of when can apply to either past issues or future areas of interest.
How? -- how might Peru and Bolivia forge these ties in relation to, for example, long-standing internal conflicts within each country? Note that the how question can also be framed as, "In what way might...." [e.g., In what way might improved trade relations lead to other forms of economic exchanges between the two countries?].
Why? -- what advantages can each country gain by pursuing active trade relations? Why might other countries be concerned about closer ties between these two countries? Asking why can illuminate the " So What? " question applied to your topic and, thus, provide a means of assessing significance.

Reflecting upon these six questions during your initial review of the literature can help you formulate ways to expand the parameters of your initial research problem, providing an opportunity to identify new avenues of investigation and centering your study around gaps in the literature when answers to questions cannot be found. Once you've identified additional directions in which to proceed with your topic, you can try narrowing it down again, if needed.

NOTE: Do not determine on your own that a research problem is too narrowly defined . Always consult with a librarian before making this assumption because librarians are experts in finding information and interpreting it in relation to a research problem. As such, they can help guide you to undiscovered research or suggest ways to design a broader analysis of your research problem using resources you did not even know existed.

Booth, Wayne C. The Craft of Research . Fourth edition. Chicago, IL: The University of Chicago Press, 2016; Coming Up With Your Topic. Institute for Writing Rhetoric. Dartmouth College; Getting Started With Your Research: A Self-Help Guide to Quality Information, Jean and Alexander Heard Library. Vanderbilt University; Strategies for Broadening a Topic. University Libraries. Information Skills Modules. Virginia Tech University.

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Indian J Anaesth
v.60(9); 2016 Sep

Basic statistical tools in research and data analysis

Zulfiqar ali.

Department of Anaesthesiology, Division of Neuroanaesthesiology, Sheri Kashmir Institute of Medical Sciences, Soura, Srinagar, Jammu and Kashmir, India

S Bala Bhaskar

1 Department of Anaesthesiology and Critical Care, Vijayanagar Institute of Medical Sciences, Bellary, Karnataka, India

Statistical methods involved in carrying out a study include planning, designing, collecting data, analysing, drawing meaningful interpretation and reporting of the research findings. The statistical analysis gives meaning to the meaningless numbers, thereby breathing life into a lifeless data. The results and inferences are precise only if proper statistical tests are used. This article will try to acquaint the reader with the basic research tools that are utilised while conducting various studies. The article covers a brief outline of the variables, an understanding of quantitative and qualitative variables and the measures of central tendency. An idea of the sample size estimation, power analysis and the statistical errors is given. Finally, there is a summary of parametric and non-parametric tests used for data analysis.

INTRODUCTION

Statistics is a branch of science that deals with the collection, organisation, analysis of data and drawing of inferences from the samples to the whole population.[ 1 ] This requires a proper design of the study, an appropriate selection of the study sample and choice of a suitable statistical test. An adequate knowledge of statistics is necessary for proper designing of an epidemiological study or a clinical trial. Improper statistical methods may result in erroneous conclusions which may lead to unethical practice.[ 2 ]

Variable is a characteristic that varies from one individual member of population to another individual.[ 3 ] Variables such as height and weight are measured by some type of scale, convey quantitative information and are called as quantitative variables. Sex and eye colour give qualitative information and are called as qualitative variables[ 3 ] [ Figure 1 ].

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Classification of variables

Quantitative variables

Quantitative or numerical data are subdivided into discrete and continuous measurements. Discrete numerical data are recorded as a whole number such as 0, 1, 2, 3,… (integer), whereas continuous data can assume any value. Observations that can be counted constitute the discrete data and observations that can be measured constitute the continuous data. Examples of discrete data are number of episodes of respiratory arrests or the number of re-intubations in an intensive care unit. Similarly, examples of continuous data are the serial serum glucose levels, partial pressure of oxygen in arterial blood and the oesophageal temperature.

A hierarchical scale of increasing precision can be used for observing and recording the data which is based on categorical, ordinal, interval and ratio scales [ Figure 1 ].

Categorical or nominal variables are unordered. The data are merely classified into categories and cannot be arranged in any particular order. If only two categories exist (as in gender male and female), it is called as a dichotomous (or binary) data. The various causes of re-intubation in an intensive care unit due to upper airway obstruction, impaired clearance of secretions, hypoxemia, hypercapnia, pulmonary oedema and neurological impairment are examples of categorical variables.

Ordinal variables have a clear ordering between the variables. However, the ordered data may not have equal intervals. Examples are the American Society of Anesthesiologists status or Richmond agitation-sedation scale.

Interval variables are similar to an ordinal variable, except that the intervals between the values of the interval variable are equally spaced. A good example of an interval scale is the Fahrenheit degree scale used to measure temperature. With the Fahrenheit scale, the difference between 70° and 75° is equal to the difference between 80° and 85°: The units of measurement are equal throughout the full range of the scale.

Ratio scales are similar to interval scales, in that equal differences between scale values have equal quantitative meaning. However, ratio scales also have a true zero point, which gives them an additional property. For example, the system of centimetres is an example of a ratio scale. There is a true zero point and the value of 0 cm means a complete absence of length. The thyromental distance of 6 cm in an adult may be twice that of a child in whom it may be 3 cm.

STATISTICS: DESCRIPTIVE AND INFERENTIAL STATISTICS

Descriptive statistics[ 4 ] try to describe the relationship between variables in a sample or population. Descriptive statistics provide a summary of data in the form of mean, median and mode. Inferential statistics[ 4 ] use a random sample of data taken from a population to describe and make inferences about the whole population. It is valuable when it is not possible to examine each member of an entire population. The examples if descriptive and inferential statistics are illustrated in Table 1 .

Example of descriptive and inferential statistics

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Descriptive statistics

The extent to which the observations cluster around a central location is described by the central tendency and the spread towards the extremes is described by the degree of dispersion.

Measures of central tendency

The measures of central tendency are mean, median and mode.[ 6 ] Mean (or the arithmetic average) is the sum of all the scores divided by the number of scores. Mean may be influenced profoundly by the extreme variables. For example, the average stay of organophosphorus poisoning patients in ICU may be influenced by a single patient who stays in ICU for around 5 months because of septicaemia. The extreme values are called outliers. The formula for the mean is

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where x = each observation and n = number of observations. Median[ 6 ] is defined as the middle of a distribution in a ranked data (with half of the variables in the sample above and half below the median value) while mode is the most frequently occurring variable in a distribution. Range defines the spread, or variability, of a sample.[ 7 ] It is described by the minimum and maximum values of the variables. If we rank the data and after ranking, group the observations into percentiles, we can get better information of the pattern of spread of the variables. In percentiles, we rank the observations into 100 equal parts. We can then describe 25%, 50%, 75% or any other percentile amount. The median is the 50 th percentile. The interquartile range will be the observations in the middle 50% of the observations about the median (25 th -75 th percentile). Variance[ 7 ] is a measure of how spread out is the distribution. It gives an indication of how close an individual observation clusters about the mean value. The variance of a population is defined by the following formula:

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where σ 2 is the population variance, X is the population mean, X i is the i th element from the population and N is the number of elements in the population. The variance of a sample is defined by slightly different formula:

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where s 2 is the sample variance, x is the sample mean, x i is the i th element from the sample and n is the number of elements in the sample. The formula for the variance of a population has the value ‘ n ’ as the denominator. The expression ‘ n −1’ is known as the degrees of freedom and is one less than the number of parameters. Each observation is free to vary, except the last one which must be a defined value. The variance is measured in squared units. To make the interpretation of the data simple and to retain the basic unit of observation, the square root of variance is used. The square root of the variance is the standard deviation (SD).[ 8 ] The SD of a population is defined by the following formula:

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where σ is the population SD, X is the population mean, X i is the i th element from the population and N is the number of elements in the population. The SD of a sample is defined by slightly different formula:

An external file that holds a picture, illustration, etc.
Object name is IJA-60-662-g007.jpg

where s is the sample SD, x is the sample mean, x i is the i th element from the sample and n is the number of elements in the sample. An example for calculation of variation and SD is illustrated in Table 2 .

Example of mean, variance, standard deviation

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Normal distribution or Gaussian distribution

Most of the biological variables usually cluster around a central value, with symmetrical positive and negative deviations about this point.[ 1 ] The standard normal distribution curve is a symmetrical bell-shaped. In a normal distribution curve, about 68% of the scores are within 1 SD of the mean. Around 95% of the scores are within 2 SDs of the mean and 99% within 3 SDs of the mean [ Figure 2 ].

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Normal distribution curve

Skewed distribution

It is a distribution with an asymmetry of the variables about its mean. In a negatively skewed distribution [ Figure 3 ], the mass of the distribution is concentrated on the right of Figure 1 . In a positively skewed distribution [ Figure 3 ], the mass of the distribution is concentrated on the left of the figure leading to a longer right tail.

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Curves showing negatively skewed and positively skewed distribution

Inferential statistics

In inferential statistics, data are analysed from a sample to make inferences in the larger collection of the population. The purpose is to answer or test the hypotheses. A hypothesis (plural hypotheses) is a proposed explanation for a phenomenon. Hypothesis tests are thus procedures for making rational decisions about the reality of observed effects.

Probability is the measure of the likelihood that an event will occur. Probability is quantified as a number between 0 and 1 (where 0 indicates impossibility and 1 indicates certainty).

In inferential statistics, the term ‘null hypothesis’ ( H 0 ‘ H-naught ,’ ‘ H-null ’) denotes that there is no relationship (difference) between the population variables in question.[ 9 ]

Alternative hypothesis ( H 1 and H a ) denotes that a statement between the variables is expected to be true.[ 9 ]

The P value (or the calculated probability) is the probability of the event occurring by chance if the null hypothesis is true. The P value is a numerical between 0 and 1 and is interpreted by researchers in deciding whether to reject or retain the null hypothesis [ Table 3 ].

P values with interpretation

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If P value is less than the arbitrarily chosen value (known as α or the significance level), the null hypothesis (H0) is rejected [ Table 4 ]. However, if null hypotheses (H0) is incorrectly rejected, this is known as a Type I error.[ 11 ] Further details regarding alpha error, beta error and sample size calculation and factors influencing them are dealt with in another section of this issue by Das S et al .[ 12 ]

Illustration for null hypothesis

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PARAMETRIC AND NON-PARAMETRIC TESTS

Numerical data (quantitative variables) that are normally distributed are analysed with parametric tests.[ 13 ]

Two most basic prerequisites for parametric statistical analysis are:

The assumption of normality which specifies that the means of the sample group are normally distributed
The assumption of equal variance which specifies that the variances of the samples and of their corresponding population are equal.

However, if the distribution of the sample is skewed towards one side or the distribution is unknown due to the small sample size, non-parametric[ 14 ] statistical techniques are used. Non-parametric tests are used to analyse ordinal and categorical data.

Parametric tests

The parametric tests assume that the data are on a quantitative (numerical) scale, with a normal distribution of the underlying population. The samples have the same variance (homogeneity of variances). The samples are randomly drawn from the population, and the observations within a group are independent of each other. The commonly used parametric tests are the Student's t -test, analysis of variance (ANOVA) and repeated measures ANOVA.

Student's t -test

Student's t -test is used to test the null hypothesis that there is no difference between the means of the two groups. It is used in three circumstances:

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where X = sample mean, u = population mean and SE = standard error of mean

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where X 1 − X 2 is the difference between the means of the two groups and SE denotes the standard error of the difference.

To test if the population means estimated by two dependent samples differ significantly (the paired t -test). A usual setting for paired t -test is when measurements are made on the same subjects before and after a treatment.

The formula for paired t -test is:

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where d is the mean difference and SE denotes the standard error of this difference.

The group variances can be compared using the F -test. The F -test is the ratio of variances (var l/var 2). If F differs significantly from 1.0, then it is concluded that the group variances differ significantly.

Analysis of variance

The Student's t -test cannot be used for comparison of three or more groups. The purpose of ANOVA is to test if there is any significant difference between the means of two or more groups.

In ANOVA, we study two variances – (a) between-group variability and (b) within-group variability. The within-group variability (error variance) is the variation that cannot be accounted for in the study design. It is based on random differences present in our samples.

However, the between-group (or effect variance) is the result of our treatment. These two estimates of variances are compared using the F-test.

A simplified formula for the F statistic is:

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where MS b is the mean squares between the groups and MS w is the mean squares within groups.

Repeated measures analysis of variance

As with ANOVA, repeated measures ANOVA analyses the equality of means of three or more groups. However, a repeated measure ANOVA is used when all variables of a sample are measured under different conditions or at different points in time.

As the variables are measured from a sample at different points of time, the measurement of the dependent variable is repeated. Using a standard ANOVA in this case is not appropriate because it fails to model the correlation between the repeated measures: The data violate the ANOVA assumption of independence. Hence, in the measurement of repeated dependent variables, repeated measures ANOVA should be used.

Non-parametric tests

When the assumptions of normality are not met, and the sample means are not normally, distributed parametric tests can lead to erroneous results. Non-parametric tests (distribution-free test) are used in such situation as they do not require the normality assumption.[ 15 ] Non-parametric tests may fail to detect a significant difference when compared with a parametric test. That is, they usually have less power.

As is done for the parametric tests, the test statistic is compared with known values for the sampling distribution of that statistic and the null hypothesis is accepted or rejected. The types of non-parametric analysis techniques and the corresponding parametric analysis techniques are delineated in Table 5 .

Analogue of parametric and non-parametric tests

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Median test for one sample: The sign test and Wilcoxon's signed rank test

The sign test and Wilcoxon's signed rank test are used for median tests of one sample. These tests examine whether one instance of sample data is greater or smaller than the median reference value.

This test examines the hypothesis about the median θ0 of a population. It tests the null hypothesis H0 = θ0. When the observed value (Xi) is greater than the reference value (θ0), it is marked as+. If the observed value is smaller than the reference value, it is marked as − sign. If the observed value is equal to the reference value (θ0), it is eliminated from the sample.

If the null hypothesis is true, there will be an equal number of + signs and − signs.

The sign test ignores the actual values of the data and only uses + or − signs. Therefore, it is useful when it is difficult to measure the values.

Wilcoxon's signed rank test

There is a major limitation of sign test as we lose the quantitative information of the given data and merely use the + or – signs. Wilcoxon's signed rank test not only examines the observed values in comparison with θ0 but also takes into consideration the relative sizes, adding more statistical power to the test. As in the sign test, if there is an observed value that is equal to the reference value θ0, this observed value is eliminated from the sample.

Wilcoxon's rank sum test ranks all data points in order, calculates the rank sum of each sample and compares the difference in the rank sums.

Mann-Whitney test

It is used to test the null hypothesis that two samples have the same median or, alternatively, whether observations in one sample tend to be larger than observations in the other.

Mann–Whitney test compares all data (xi) belonging to the X group and all data (yi) belonging to the Y group and calculates the probability of xi being greater than yi: P (xi > yi). The null hypothesis states that P (xi > yi) = P (xi < yi) =1/2 while the alternative hypothesis states that P (xi > yi) ≠1/2.

Kolmogorov-Smirnov test

The two-sample Kolmogorov-Smirnov (KS) test was designed as a generic method to test whether two random samples are drawn from the same distribution. The null hypothesis of the KS test is that both distributions are identical. The statistic of the KS test is a distance between the two empirical distributions, computed as the maximum absolute difference between their cumulative curves.

Kruskal-Wallis test

The Kruskal–Wallis test is a non-parametric test to analyse the variance.[ 14 ] It analyses if there is any difference in the median values of three or more independent samples. The data values are ranked in an increasing order, and the rank sums calculated followed by calculation of the test statistic.

Jonckheere test

In contrast to Kruskal–Wallis test, in Jonckheere test, there is an a priori ordering that gives it a more statistical power than the Kruskal–Wallis test.[ 14 ]

Friedman test

The Friedman test is a non-parametric test for testing the difference between several related samples. The Friedman test is an alternative for repeated measures ANOVAs which is used when the same parameter has been measured under different conditions on the same subjects.[ 13 ]

Tests to analyse the categorical data

Chi-square test, Fischer's exact test and McNemar's test are used to analyse the categorical or nominal variables. The Chi-square test compares the frequencies and tests whether the observed data differ significantly from that of the expected data if there were no differences between groups (i.e., the null hypothesis). It is calculated by the sum of the squared difference between observed ( O ) and the expected ( E ) data (or the deviation, d ) divided by the expected data by the following formula:

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A Yates correction factor is used when the sample size is small. Fischer's exact test is used to determine if there are non-random associations between two categorical variables. It does not assume random sampling, and instead of referring a calculated statistic to a sampling distribution, it calculates an exact probability. McNemar's test is used for paired nominal data. It is applied to 2 × 2 table with paired-dependent samples. It is used to determine whether the row and column frequencies are equal (that is, whether there is ‘marginal homogeneity’). The null hypothesis is that the paired proportions are equal. The Mantel-Haenszel Chi-square test is a multivariate test as it analyses multiple grouping variables. It stratifies according to the nominated confounding variables and identifies any that affects the primary outcome variable. If the outcome variable is dichotomous, then logistic regression is used.

SOFTWARES AVAILABLE FOR STATISTICS, SAMPLE SIZE CALCULATION AND POWER ANALYSIS

Numerous statistical software systems are available currently. The commonly used software systems are Statistical Package for the Social Sciences (SPSS – manufactured by IBM corporation), Statistical Analysis System ((SAS – developed by SAS Institute North Carolina, United States of America), R (designed by Ross Ihaka and Robert Gentleman from R core team), Minitab (developed by Minitab Inc), Stata (developed by StataCorp) and the MS Excel (developed by Microsoft).

There are a number of web resources which are related to statistical power analyses. A few are:

StatPages.net – provides links to a number of online power calculators
G-Power – provides a downloadable power analysis program that runs under DOS
Power analysis for ANOVA designs an interactive site that calculates power or sample size needed to attain a given power for one effect in a factorial ANOVA design
SPSS makes a program called SamplePower. It gives an output of a complete report on the computer screen which can be cut and paste into another document.

It is important that a researcher knows the concepts of the basic statistical methods used for conduct of a research study. This will help to conduct an appropriately well-designed study leading to valid and reliable results. Inappropriate use of statistical techniques may lead to faulty conclusions, inducing errors and undermining the significance of the article. Bad statistics may lead to bad research, and bad research may lead to unethical practice. Hence, an adequate knowledge of statistics and the appropriate use of statistical tests are important. An appropriate knowledge about the basic statistical methods will go a long way in improving the research designs and producing quality medical research which can be utilised for formulating the evidence-based guidelines.

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The following examples are essays where student writers focused on close-reading a literary work.

While reading these examples, ask yourself the following questions:

What is the essay's thesis statement, and how do you know it is the thesis statement?
What is the main idea or topic sentence of each body paragraph, and how does it relate back to the thesis statement?
Where and how does each essay use evidence (quotes or paraphrase from the literature)?
What are some of the literary devices or structures the essays analyze or discuss?
How does each author structure their conclusion, and how does their conclusion differ from their introduction?

Example 1: Poetry

Victoria Morillo

Instructor Heather Ringo

3 August 2022

How Nguyen’s Structure Solidifies the Impact of Sexual Violence in “The Study”

Stripped of innocence, your body taken from you. No matter how much you try to block out the instance in which these two things occurred, memories surface and come back to haunt you. How does a person, a young boy , cope with an event that forever changes his life? Hieu Minh Nguyen deconstructs this very way in which an act of sexual violence affects a survivor. In his poem, “The Study,” the poem's speaker recounts the year in which his molestation took place, describing how his memory filters in and out. Throughout the poem, Nguyen writes in free verse, permitting a structural liberation to become the foundation for his message to shine through. While he moves the readers with this poignant narrative, Nguyen effectively conveys the resulting internal struggles of feeling alone and unseen.

The speaker recalls his experience with such painful memory through the use of specific punctuation choices. Just by looking at the poem, we see that the first period doesn’t appear until line 14. It finally comes after the speaker reveals to his readers the possible, central purpose for writing this poem: the speaker's molestation. In the first half, the poem makes use of commas, em dashes, and colons, which lends itself to the idea of the speaker stringing along all of these details to make sense of this time in his life. If reading the poem following the conventions of punctuation, a sense of urgency is present here, as well. This is exemplified by the lack of periods to finalize a thought; and instead, Nguyen uses other punctuation marks to connect them. Serving as another connector of thoughts, the two em dashes give emphasis to the role memory plays when the speaker discusses how “no one [had] a face” during that time (Nguyen 9-11). He speaks in this urgent manner until the 14th line, and when he finally gets it off his chest, the pace of the poem changes, as does the more frequent use of the period. This stream-of-consciousness-like section when juxtaposed with the latter half of the poem, causes readers to slow down and pay attention to the details. It also splits the poem in two: a section that talks of the fogginess of memory then transitions into one that remembers it all.

In tandem with the fluctuating nature of memory, the utilization of line breaks and word choice help reflect the damage the molestation has had. Within the first couple of lines of the poem, the poem demands the readers’ attention when the line breaks from “floating” to “dead” as the speaker describes his memory of Little Billy (Nguyen 1-4). This line break averts the readers’ expectation of the direction of the narrative and immediately shifts the tone of the poem. The break also speaks to the effect his trauma has ingrained in him and how “[f]or the longest time,” his only memory of that year revolves around an image of a boy’s death. In a way, the speaker sees himself in Little Billy; or perhaps, he’s representative of the tragic death of his boyhood, how the speaker felt so “dead” after enduring such a traumatic experience, even referring to himself as a “ghost” that he tries to evict from his conscience (Nguyen 24). The feeling that a part of him has died is solidified at the very end of the poem when the speaker describes himself as a nine-year-old boy who’s been “fossilized,” forever changed by this act (Nguyen 29). By choosing words associated with permanence and death, the speaker tries to recreate the atmosphere (for which he felt trapped in) in order for readers to understand the loneliness that came as a result of his trauma. With the assistance of line breaks, more attention is drawn to the speaker's words, intensifying their importance, and demanding to be felt by the readers.

Most importantly, the speaker expresses eloquently, and so heartbreakingly, about the effect sexual violence has on a person. Perhaps what seems to be the most frustrating are the people who fail to believe survivors of these types of crimes. This is evident when he describes “how angry” the tenants were when they filled the pool with cement (Nguyen 4). They seem to represent how people in the speaker's life were dismissive of his assault and who viewed his tragedy as a nuisance of some sorts. This sentiment is bookended when he says, “They say, give us details , so I give them my body. / They say, give us proof , so I give them my body,” (Nguyen 25-26). The repetition of these two lines reinforces the feeling many feel in these scenarios, as they’re often left to deal with trying to make people believe them, or to even see them.

It’s important to recognize how the structure of this poem gives the speaker space to express the pain he’s had to carry for so long. As a characteristic of free verse, the poem doesn’t follow any structured rhyme scheme or meter; which in turn, allows him to not have any constraints in telling his story the way he wants to. The speaker has the freedom to display his experience in a way that evades predictability and engenders authenticity of a story very personal to him. As readers, we abandon anticipating the next rhyme, and instead focus our attention to the other ways, like his punctuation or word choice, in which he effectively tells his story. The speaker recognizes that some part of him no longer belongs to himself, but by writing “The Study,” he shows other survivors that they’re not alone and encourages hope that eventually, they will be freed from the shackles of sexual violence.

Works Cited

Nguyen, Hieu Minh. “The Study” Poets.Org. Academy of American Poets, Coffee House Press, 2018, https://poets.org/poem/study-0 .

Example 2: Fiction

Todd Goodwin

Professor Stan Matyshak

Advanced Expository Writing

Sept. 17, 20—

Poe’s “Usher”: A Mirror of the Fall of the House of Humanity

Right from the outset of the grim story, “The Fall of the House of Usher,” Edgar Allan Poe enmeshes us in a dark, gloomy, hopeless world, alienating his characters and the reader from any sort of physical or psychological norm where such values as hope and happiness could possibly exist. He fatalistically tells the story of how a man (the narrator) comes from the outside world of hope, religion, and everyday society and tries to bring some kind of redeeming happiness to his boyhood friend, Roderick Usher, who not only has physically and psychologically wasted away but is entrapped in a dilapidated house of ever-looming terror with an emaciated and deranged twin sister. Roderick Usher embodies the wasting away of what once was vibrant and alive, and his house of “insufferable gloom” (273), which contains his morbid sister, seems to mirror or reflect this fear of death and annihilation that he most horribly endures. A close reading of the story reveals that Poe uses mirror images, or reflections, to contribute to the fatalistic theme of “Usher”: each reflection serves to intensify an already prevalent tone of hopelessness, darkness, and fatalism.

It could be argued that the house of Roderick Usher is a “house of mirrors,” whose unpleasant and grim reflections create a dark and hopeless setting. For example, the narrator first approaches “the melancholy house of Usher on a dark and soundless day,” and finds a building which causes him a “sense of insufferable gloom,” which “pervades his spirit and causes an iciness, a sinking, a sickening of the heart, an undiscerned dreariness of thought” (273). The narrator then optimistically states: “I reflected that a mere different arrangement of the scene, of the details of the picture, would be sufficient to modify, or perhaps annihilate its capacity for sorrowful impression” (274). But the narrator then sees the reflection of the house in the tarn and experiences a “shudder even more thrilling than before” (274). Thus the reader begins to realize that the narrator cannot change or stop the impending doom that will befall the house of Usher, and maybe humanity. The story cleverly plays with the word reflection : the narrator sees a physical reflection that leads him to a mental reflection about Usher’s surroundings.

The narrator’s disillusionment by such grim reflection continues in the story. For example, he describes Roderick Usher’s face as distinct with signs of old strength but lost vigor: the remains of what used to be. He describes the house as a once happy and vibrant place, which, like Roderick, lost its vitality. Also, the narrator describes Usher’s hair as growing wild on his rather obtrusive head, which directly mirrors the eerie moss and straw covering the outside of the house. The narrator continually longs to see these bleak reflections as a dream, for he states: “Shaking off from my spirit what must have been a dream, I scanned more narrowly the real aspect of the building” (276). He does not want to face the reality that Usher and his home are doomed to fall, regardless of what he does.

Although there are almost countless examples of these mirror images, two others stand out as important. First, Roderick and his sister, Madeline, are twins. The narrator aptly states just as he and Roderick are entombing Madeline that there is “a striking similitude between brother and sister” (288). Indeed, they are mirror images of each other. Madeline is fading away psychologically and physically, and Roderick is not too far behind! The reflection of “doom” that these two share helps intensify and symbolize the hopelessness of the entire situation; thus, they further develop the fatalistic theme. Second, in the climactic scene where Madeline has been mistakenly entombed alive, there is a pairing of images and sounds as the narrator tries to calm Roderick by reading him a romance story. Events in the story simultaneously unfold with events of the sister escaping her tomb. In the story, the hero breaks out of the coffin. Then, in the story, the dragon’s shriek as he is slain parallels Madeline’s shriek. Finally, the story tells of the clangor of a shield, matched by the sister’s clanging along a metal passageway. As the suspense reaches its climax, Roderick shrieks his last words to his “friend,” the narrator: “Madman! I tell you that she now stands without the door” (296).

Roderick, who slowly falls into insanity, ironically calls the narrator the “Madman.” We are left to reflect on what Poe means by this ironic twist. Poe’s bleak and dark imagery, and his use of mirror reflections, seem only to intensify the hopelessness of “Usher.” We can plausibly conclude that, indeed, the narrator is the “Madman,” for he comes from everyday society, which is a place where hope and faith exist. Poe would probably argue that such a place is opposite to the world of Usher because a world where death is inevitable could not possibly hold such positive values. Therefore, just as Roderick mirrors his sister, the reflection in the tarn mirrors the dilapidation of the house, and the story mirrors the final actions before the death of Usher. “The Fall of the House of Usher” reflects Poe’s view that humanity is hopelessly doomed.

Poe, Edgar Allan. “The Fall of the House of Usher.” 1839. Electronic Text Center, University of Virginia Library . 1995. Web. 1 July 2012. < http://etext.virginia.edu/toc/modeng/public/PoeFall.html >.

Example 3: Poetry

Amy Chisnell

Professor Laura Neary

Writing and Literature

April 17, 20—

Don’t Listen to the Egg!: A Close Reading of Lewis Carroll’s “Jabberwocky”

“You seem very clever at explaining words, Sir,” said Alice. “Would you kindly tell me the meaning of the poem called ‘Jabberwocky’?”

“Let’s hear it,” said Humpty Dumpty. “I can explain all the poems that ever were invented—and a good many that haven’t been invented just yet.” (Carroll 164)

In Lewis Carroll’s Through the Looking-Glass , Humpty Dumpty confidently translates (to a not so confident Alice) the complicated language of the poem “Jabberwocky.” The words of the poem, though nonsense, aptly tell the story of the slaying of the Jabberwock. Upon finding “Jabberwocky” on a table in the looking-glass room, Alice is confused by the strange words. She is quite certain that “ somebody killed something ,” but she does not understand much more than that. When later she encounters Humpty Dumpty, she seizes the opportunity at having the knowledgeable egg interpret—or translate—the poem. Since Humpty Dumpty professes to be able to “make a word work” for him, he is quick to agree. Thus he acts like a New Critic who interprets the poem by performing a close reading of it. Through Humpty’s interpretation of the first stanza, however, we see the poem’s deeper comment concerning the practice of interpreting poetry and literature in general—that strict analytical translation destroys the beauty of a poem. In fact, Humpty Dumpty commits the “heresy of paraphrase,” for he fails to understand that meaning cannot be separated from the form or structure of the literary work.

Of the 71 words found in “Jabberwocky,” 43 have no known meaning. They are simply nonsense. Yet through this nonsensical language, the poem manages not only to tell a story but also gives the reader a sense of setting and characterization. One feels, rather than concretely knows, that the setting is dark, wooded, and frightening. The characters, such as the Jubjub bird, the Bandersnatch, and the doomed Jabberwock, also appear in the reader’s head, even though they will not be found in the local zoo. Even though most of the words are not real, the reader is able to understand what goes on because he or she is given free license to imagine what the words denote and connote. Simply, the poem’s nonsense words are the meaning.

Therefore, when Humpty interprets “Jabberwocky” for Alice, he is not doing her any favors, for he actually misreads the poem. Although the poem in its original is constructed from nonsense words, by the time Humpty is done interpreting it, it truly does not make any sense. The first stanza of the original poem is as follows:

’Twas brillig, and the slithy toves

Did gyre and gimble in the wabe;

All mimsy were the borogroves,

An the mome raths outgrabe. (Carroll 164)

If we replace, however, the nonsense words of “Jabberwocky” with Humpty’s translated words, the effect would be something like this:

’Twas four o’clock in the afternoon, and the lithe and slimy badger-lizard-corkscrew creatures

Did go round and round and make holes in the grass-plot round the sun-dial:

All flimsy and miserable were the shabby-looking birds

with mop feathers,

And the lost green pigs bellowed-sneezed-whistled.

By translating the poem in such a way, Humpty removes the charm or essence—and the beauty, grace, and rhythm—from the poem. The poetry is sacrificed for meaning. Humpty Dumpty commits the heresy of paraphrase. As Cleanth Brooks argues, “The structure of a poem resembles that of a ballet or musical composition. It is a pattern of resolutions and balances and harmonizations” (203). When the poem is left as nonsense, the reader can easily imagine what a “slithy tove” might be, but when Humpty tells us what it is, he takes that imaginative license away from the reader. The beauty (if that is the proper word) of “Jabberwocky” is in not knowing what the words mean, and yet understanding. By translating the poem, Humpty takes that privilege from the reader. In addition, Humpty fails to recognize that meaning cannot be separated from the structure itself: the nonsense poem reflects this literally—it means “nothing” and achieves this meaning by using “nonsense” words.

Furthermore, the nonsense words Carroll chooses to use in “Jabberwocky” have a magical effect upon the reader; the shadowy sound of the words create the atmosphere, which may be described as a trance-like mood. When Alice first reads the poem, she says it seems to fill her head “with ideas.” The strange-sounding words in the original poem do give one ideas. Why is this? Even though the reader has never heard these words before, he or she is instantly aware of the murky, mysterious mood they set. In other words, diction operates not on the denotative level (the dictionary meaning) but on the connotative level (the emotion(s) they evoke). Thus “Jabberwocky” creates a shadowy mood, and the nonsense words are instrumental in creating this mood. Carroll could not have simply used any nonsense words.

For example, let us change the “dark,” “ominous” words of the first stanza to “lighter,” more “comic” words:

’Twas mearly, and the churly pells

Did bimble and ringle in the tink;

All timpy were the brimbledimps,

And the bip plips outlink.

Shifting the sounds of the words from dark to light merely takes a shift in thought. To create a specific mood using nonsense words, one must create new words from old words that convey the desired mood. In “Jabberwocky,” Carroll mixes “slimy,” a grim idea, “lithe,” a pliable image, to get a new adjective: “slithy” (a portmanteau word). In this translation, brighter words were used to get a lighter effect. “Mearly” is a combination of “morning” and “early,” and “ringle” is a blend of “ring” and "dingle.” The point is that “Jabberwocky’s” nonsense words are created specifically to convey this shadowy or mysterious mood and are integral to the “meaning.”

Consequently, Humpty’s rendering of the poem leaves the reader with a completely different feeling than does the original poem, which provided us with a sense of ethereal mystery, of a dark and foreign land with exotic creatures and fantastic settings. The mysteriousness is destroyed by Humpty’s literal paraphrase of the creatures and the setting; by doing so, he has taken the beauty away from the poem in his attempt to understand it. He has committed the heresy of paraphrase: “If we allow ourselves to be misled by it [this heresy], we distort the relation of the poem to its ‘truth’… we split the poem between its ‘form’ and its ‘content’” (Brooks 201). Humpty Dumpty’s ultimate demise might be seen to symbolize the heretical split between form and content: as a literary creation, Humpty Dumpty is an egg, a well-wrought urn of nonsense. His fall from the wall cracks him and separates the contents from the container, and not even all the King’s men can put the scrambled egg back together again!

Through the odd characters of a little girl and a foolish egg, “Jabberwocky” suggests a bit of sage advice about reading poetry, advice that the New Critics built their theories on. The importance lies not solely within strict analytical translation or interpretation, but in the overall effect of the imagery and word choice that evokes a meaning inseparable from those literary devices. As Archibald MacLeish so aptly writes: “A poem should not mean / But be.” Sometimes it takes a little nonsense to show us the sense in something.

Brooks, Cleanth. The Well-Wrought Urn: Studies in the Structure of Poetry . 1942. San Diego: Harcourt Brace, 1956. Print.

Carroll, Lewis. Through the Looking-Glass. Alice in Wonderland . 2nd ed. Ed. Donald J. Gray. New York: Norton, 1992. Print.

MacLeish, Archibald. “Ars Poetica.” The Oxford Book of American Poetry . Ed. David Lehman. Oxford: Oxford UP, 2006. 385–86. Print.

Attribution

Sample Essay 1 received permission from Victoria Morillo to publish, licensed Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International ( CC BY-NC-SA 4.0 )
Sample Essays 2 and 3 adapted from Cordell, Ryan and John Pennington. "2.5: Student Sample Papers" from Creating Literary Analysis. 2012. Licensed Creative Commons Attribution-NonCommercial-ShareAlike 3.0 Unported ( CC BY-NC-SA 3.0 )

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Critical Analysis
When to Write Critical Analysis. You may want to write a critical analysis in the following situations: Academic Assignments: If you are a student, you may be assigned to write a critical analysis as a part of your coursework. This could include analyzing a piece of literature, a historical event, or a scientific paper.
How To Write a Critical Analysis in 5 Steps (With Tips)
5. Proofread and refine your work. Read through your critical analysis to ensure it sounds as professional as it should. Correct any spelling and grammatical errors and awkward phrasing when you see it. Reading your critical analysis out loud can help you identify more areas for improvement.
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Below are nine organizational and writing tips to help you craft the best possible critical analysis essay. 1. Read Thoroughly and Carefully. You will need to accurately represent an author's point of view and techniques. Be sure you truly understand them before you begin the writing process. 2.
PDF Step'by-step guide to critiquing research. Part 1: quantitative research
critiquing the literature, critical analysis, reviewing the literature, evaluation and appraisal of the literature which are in essence the same thing (Bassett and Bassett, 2003). Terminology in research can be confusing for the novice research reader where a term like 'random' refers to an organized manner of selecting items or participants ...
How to write a critical analysis
Step two: Writing the critical analysis essay. Taking time to organize your ideas before you begin writing can shorten the amount of time that you spend working on your critical analysis essay. As an added bonus, the quality of your essay will likely be higher if you have a plan before writing.
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The analysis shows that you can evaluate the evidence presented in the research and explain why the research could be important. Summary. The summary portion of the paper should be written with enough detail so that a reader would not have to look at the original research to understand all the main points. At the same time, the summary section ...
Writing a Critical Analysis
A critical analysis is an argument about a particular piece of media. There are typically two parts: (1) identify and explain the argument the author is making, and (2), provide your own argument about that argument. Your instructor may have very specific requirements on how you are to write your critical analysis, so make sure you read your ...
PDF Writing Critical Analysis Papers1
Writing Critical Analysis Papers1. A critical analysis paper asks the writer to make an argument about a particular book, essay, movie, etc. The goal is two fold: one, identify and explain the argument that the author is making, and two, provide your own argument about that argument. One of the key directions of these assignments is often to ...
PDF How to Undertake Critical Analysis
How to Undertake Critical Analysis _____ 1 This is a guide to assist students when undertaking a 'critical review' or 'critical analysis' activity based on course readings and materials. However, this may also be a useful resource for students who are looking to improve their critical essay writing skills more generally.
PDF Planning and writing a critical review
A critical review (sometimes called a critique, critical commentary, critical appraisal, critical analysis) is a detailed commentary on and critical evaluation of a text. You might carry out a critical review as a stand-alone exercise, or as part of your research and preparation for writing a literature review. The
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Examples of literature reviews. Step 1 - Search for relevant literature. Step 2 - Evaluate and select sources. Step 3 - Identify themes, debates, and gaps. Step 4 - Outline your literature review's structure. Step 5 - Write your literature review.
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To be critical, or to critique, means to evaluate. Therefore, to write critically in an academic analysis means to: judge the quality, significance or worth of the theories, concepts, viewpoints, methodologies, and research results. evaluate in a fair and balanced manner. avoid extreme or emotional language. You evaluate or judge the quality ...
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Critical Analysis of the Content. Having made an initial appraisal, you should now examine the body of the source. Read the preface to determine the author's intentions for the book. Scan the table of contents and the index to get a broad overview of the material it covers. ... Subjects: Research & Writing. Tags: accessreviewed2019, evaluating ...
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A critical analysis essay is a type of academic writing in which the writer evaluates and interprets a piece of literature, artwork, film, music, or any other work of art. The primary purpose of a critical analysis essay is to assess the effectiveness or merit of the work in question, providing insights into its strengths, weaknesses, and ...
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Remember that simply disagreeing with the material is not considered to be a critical assessment of the material. For example, stating that the sample size is insufficient is not a critical assessment. Describing why the sample size is insufficient for the claims being made in the study would be a critical assessment.
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The research process for conducting a critical analysis literature review has three phases ; (a) the deconstruction phase in which the individually reviewed studies are broken down into separate discreet data points or variables (e.g., breastfeeding duration, study design, sampling methods); (b) the analysis phase that includes both cross-case ...
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Critical analysis template. Use the templates as a guide to help you hone your ability to critique texts perfectly. Click on the following links, which will open in a new window. Critical analysis template.
PDF Critical Analysis Template
Critical Analysis Template In a critical analysis essay, you systematically evaluate a work's effectiveness including what it does well and what it does poorly. It can be used to discuss a book, article or even a film. You must read the piece carefully and may need to look up terms or concepts you are unfamiliar with or research related ...
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Step 2: Critical Analysis Writing. Here are some tips for critical analysis writing, with examples: Start with a strong thesis statement: A strong critical analysis thesis is the foundation of any critical analysis essay. It should clearly state your argument or interpretation of the text.
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Table of contents. Step 1: Reading the text and identifying literary devices. Step 2: Coming up with a thesis. Step 3: Writing a title and introduction. Step 4: Writing the body of the essay. Step 5: Writing a conclusion. Other interesting articles.
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4. Summarize the work in your own words. As a final way to cement the ideas you've read about in the text, write a brief summary of it. Try to keep your summary around 1 paragraph long and describe what the text's focus was about, including the author's main argument.
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Critical Analysis Essay Writing Tips from HandmadeWriting. Provoke your reader to rethink their opinions on the piece. Strive to make your opinion so sound that they have no choice but to consider it. Be fair. If you're just whining or mindlessly praising the piece, no one is going to take your analysis seriously.
A systematic literature review of empirical research on ChatGPT in
2.7 Synthesize studies. In this stage, we will gather, discuss, and analyze the key findings that emerged from the selected studies. The synthesis stage is considered a transition from an author-centric to a concept-centric focus, enabling us to map all the provided information to achieve the most effective evaluation of the data [].Initially, the authors extracted data that included general ...
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Meta-Analysis-- an analysis combining the results of several studies that address a set of related hypotheses. Methodology-- a theory or analysis of how research does and should proceed. Methods-- systematic approaches to the conduct of an operation or process. It includes steps of procedure, application of techniques, systems of reasoning or ...
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Semantic Scholar extracted view of "Towards Combining STPA and Safety-Critical Runtime Monitoring" by Eva Zimmermann ... The proposed hazard analysis approach is effective for the analysis of hazardous factors and is helpful for the formulation of hazard control strategies and has been applied to a new IRDAS operating in Tsuen Wan Line of Hong ...
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Microplastic (MP) pollution is a growing global concern because of its potential to impair human health, particularly with regard to fetal development. However, the origins of prenatal MP exposure and its effects on fetal development have not been well studied. This study aimed to provide a systematic review of the literature regarding the impact of microplastics on pregnancy and fetal ...
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The goal when writing any paper is to choose a research problem that is focused and time-limited. However, your starting point should not be so narrowly defined that you unnecessarily constrict your opportunity to investigate the topic thoroughly. A research problem that is too narrowly defined leads to any of the following problems:
Basic statistical tools in research and data analysis
The article covers a brief outline of the variables, an understanding of quantitative and qualitative variables and the measures of central tendency. An idea of the sample size estimation, power analysis and the statistical errors is given. Finally, there is a summary of parametric and non-parametric tests used for data analysis.
12.14: Sample Student Literary Analysis Essays
Sample Essay 1 received permission from Victoria Morillo to publish, licensed Creative Commons Attribution-NonCommercial-ShareAlike 4.0 International (CC BY-NC-SA 4.0) Sample Essays 2 and 3 adapted from Cordell, Ryan and John Pennington. "2.5: Student Sample Papers" from Creating Literary Analysis. 2012.

Critical Analysis – Types, Examples and Writing Guide

Critical Analysis

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How to critically analyse arguments, viewpoints or ideas

How to critically analyse a methodology

How to critically analyse research results and conclusions

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WRITING FORMATS FOR EDITING OR COACHING

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Critically Analyzing Information Sources: Critical Appraisal and Analysis

Initial Appraisal : Reviewing the source

B. Date of Publication

C. Edition or Revision

D. Publisher

E. Title of Journal

Critical Analysis of the Content

A. Intended Audience

B. Objective Reasoning

C. Coverage

D. Writing Style

E. Evaluative Reviews

Permissions Information

How to Write a Critical Analysis Essay?

What Is Critical Analysis Essay?

Critical Analysis Essay Outline

Critical Analysis Essay Topics

Tips for Writing a Critical Analysis Essay

Focus on Specific Elements

Support Your Analysis with Evidence

Consider the Context

How to Format a Critical Analysis Essay?

Critical Analysis Essay Example