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 ….
The table below summarizes the criteria for judging the strengths and weaknesses of a concept:
Evaluating Concepts
Key variables or constructs identified | key variables or constructs omitted or missed |
Clear, well-defined, specific, precise | ambiguous, vague, ill-defined, overly general, imprecise, not sufficiently distinctive overinclusive, too broad, or narrowly defined |
Meaningful, useful | conceptually flawed |
Logical | contradictory |
Relevant | questionable relevance |
Up-to-date | out of date |
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Research suggests that the concept of preoperative fasting is an outdated clinical approach.
The table below summarizes the criteria for judging the strengths and weaknesses of an argument, viewpoint or idea:
Evaluating Arguments, Views or Ideas
Reasons and evidence provided support the argument | the reasons or evidence do not support the argument - overgeneralization |
Substantiated (supported) by factual evidence | insufficient substantiation (support) |
Evidence is relevant and believable | Based on peripheral or irrelevant evidence |
Unbiased: sufficient or important evidence or ideas included and considered. | biased: overlooks, omits, disregards, or is selective with important or relevant evidence or ideas. |
Evidence from reputable or authoritative sources | evidence relies on non reputable or unrecognized sources |
Balanced: considers opposing views | unbalanced: does not consider opposing views |
Clear, not confused, unambiguous | confused, ambiguous |
Logical, consistent | the reasons do not follow logically from and support the arguments; arguments or ideas are inconsistent |
Convincing | unconvincing |
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.
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
Evaluating a Methodology
Research design tests the hypotheses or research questions | research design is inappropriate for the hypotheses or research questions |
Valid and reliable method | dubious, questionable validity |
The method addresses potential sources of bias or measurement error. confounding variables were identified | insufficiently rigorous measurement error produces questionable or unreliable confounding variables not identified or addressed |
The method (sample, measurement tools, procedure) allows results to be generalized or transferred. Sampling was representative to enable generalization | generalizability of the results is limited due to an unrepresentative sample: small sample size or limited sample range |
Sampling of cohort was representative to enable generalization sampling of phenomena under investigation sufficiently wide and representative sampling response rate was sufficiently high | limited generalizability of results due to unrepresentative sample: small sample size or limited sample range of cohort or phenomena under investigation sampling response rate was too low |
Measurement tool(s) / instrument(s), appropriate, reliable and valid measurements were accurate | inappropriate measurement tools; incomplete or ambiguous scale items inaccurate measurement reliability statistics from previous research for measurement tool not reported measurement instrument items are ambiguous, unclear, contradictory |
Procedure reliable and valid | Measurement error from administration of the measurement tool(s) |
Method was clearly explained and sufficiently detailed to allow replication | Explanation of the methodology (or parts of it, for example the Procedure) is unclear, confused, imprecise, ambiguous, inconsistent or contradictory |
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.
The table below provides the criteria for judging the strengths and weaknesses of research results and conclusions:
Evaluating the Results and Conclusions
Chose and used appropriate statistics | inappropriate choice or use of statistics |
Results interpreted correctly or accurately | incorrect interpretation of results the results have been over-interpreted For example: correlation measures have been incorrectly interpreted to suggest causation rather than association |
All results were explained, including inconsistent or misleading results | inconsistent or misleading results not explained |
Alternative explanations for results were considered | unbalanced explanations: alternative explanations for results not explored |
Significance of all results were considered | incomplete consideration of results |
Results considered according to consistency with other research or viewpoints Results are conclusive because they have been replicated by other studies | consistency of results with other research not considered results are suggestive rather than conclusive because they have not been replicated by other studies |
Results add significantly to existing understanding or knowledge | results do not significantly add to existing understanding knowledge |
Limitations of the research design or method are acknowledged | limitations of the research design or method not considered |
Results were clearly explained, sufficiently detailed, consistent | results were unclear, insufficiently detailed, inconsistent, confusing, ambiguous, contradictory |
Conclusions were consistent with and supported by the results | conclusions were not consistent with or not supported by the results |
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A critical essay is a form of academic writing that analyzes, interprets, and/or evaluates a text. In a critical essay, an author makes a claim about how particular ideas or themes are conveyed in a text, then supports that claim with evidence from primary and/or secondary sources.
In casual conversation, we often associate the word "critical" with a negative perspective. However, in the context of a critical essay, the word "critical" simply means discerning and analytical. Critical essays analyze and evaluate the meaning and significance of a text, rather than making a judgment about its content or quality.
Imagine you've just watched the movie "Willy Wonka and the Chocolate Factory." If you were chatting with friends in the movie theater lobby, you might say something like, "Charlie was so lucky to find a Golden Ticket. That ticket changed his life." A friend might reply, "Yeah, but Willy Wonka shouldn't have let those raucous kids into his chocolate factory in the first place. They caused a big mess."
These comments make for an enjoyable conversation, but they do not belong in a critical essay. Why? Because they respond to (and pass judgment on) the raw content of the movie, rather than analyzing its themes or how the director conveyed those themes.
On the other hand, a critical essay about "Willy Wonka and the Chocolate Factory" might take the following topic as its thesis: "In 'Willy Wonka and the Chocolate Factory,' director Mel Stuart intertwines money and morality through his depiction of children: the angelic appearance of Charlie Bucket, a good-hearted boy of modest means, is sharply contrasted against the physically grotesque portrayal of the wealthy, and thus immoral, children."
This thesis includes a claim about the themes of the film, what the director seems to be saying about those themes, and what techniques the director employs in order to communicate his message. In addition, this thesis is both supportable and disputable using evidence from the film itself, which means it's a strong central argument for a critical essay .
Critical essays are written across many academic disciplines and can have wide-ranging textual subjects: films, novels, poetry, video games, visual art, and more. However, despite their diverse subject matter, all critical essays share the following characteristics.
Writing a critical essay requires rigorous analysis and a meticulous argument-building process. If you're struggling with a critical essay assignment, these tips will help you get started.
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!
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!
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.
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.
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.
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.
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:
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:
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:
And finally, check your essay upon completion and make sure it follows these guidelines. If it does, you’re set:
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Critical analysis: home.
Analysis is a word that is also often used when taking a critical approach to something. It could be that you look at some evidence and if you think it is good quality, you may choose to include that in your essay or writing to help support your argument. When you have analysed different sets of evidence you may synthesize all the ideas gathered from multiple sources bringing together the relevant information into a different argument or idea.
To evaluate something or someone, you think and consider it or them in order to make a judgment about it/them; this could be as simple as how good or bad they are. When you critically evaluate something or someone you consider how judgments vary from different perspectives and how some judgments are stronger than others. This often means creating an objective, reasoned argument for your overall case, based on the evaluation from different perspectives.
Taking a critical approach when you are studying involves constantly asking questions and keeping an open mind.
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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 .
Simply pick a topic, send us your requirements and choose a writer. That’s all we need to write you an original paper.
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.
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:
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:
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:
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:
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.
Here are some tips for critical reading that can help you with your critical analysis paper:
Here are some tips for critical analysis writing, with examples:
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 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.
There are several techniques used in literary criticism to analyze and evaluate a work of literature. Here are some of the most common techniques:
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.
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!
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How to write a critical analysis essay, what is a critical analysis essay.
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Definition of critical essay, evolution of the critical essay, examples of critical essay in literature, example #1: jack and gill: a mock criticism (by joseph dennie).
“The personages being now seen, their situation is next to be discovered. Of this we are immediately informed in the subsequent line, when we are told, Jack and Gill Went up a hill. Here the imagery is distinct, yet the description concise. We instantly figure to ourselves the two persons traveling up an ascent, which we may accommodate to our own ideas of declivity, barrenness, rockiness, sandiness, etc. all which, as they exercise the imagination, are beauties of a high order. The reader will pardon my presumption, if I here attempt to broach a new principle which no critic, with whom I am acquainted, has ever mentioned. It is this, that poetic beauties may be divided into negative and positive, the former consisting of mere absence of fault, the latter in the presence of excellence; the first of an inferior order, but requiring considerable critical acumen to discover them, the latter of a higher rank, but obvious to the meanest capacity.”
“But to return from this digression , my understanding could furnish no reason why the knocking at the gate in Macbeth should produce any effect, direct or reflected. In fact, my understanding said positively that it could not produce any effect. But I knew better; I felt that it did; and I waited and clung to the problem until further knowledge should enable me to solve it. At length, in 1812, Mr. Williams made his debut on the stage of Ratcliffe Highway, and executed those unparalleled murders which have procured for him such a brilliant and undying reputation. On which murders, by the way, I must observe, that in one respect they have had an ill effect, by making the connoisseur in murder very fastidious in his taste, and dissatisfied by anything that has been since done in that line.”
“To keep Jake Barnes drunk, fed, clean, mobile, and distracted in The Sun Also Rises , Ernest Hemingway employs a large retinue of minor functionaries: maids, cab drivers, bartenders, porters, tailors, bootblacks, barbers, policemen, and one village idiot. But of all the retainers seen working quietly in the background of the novel , the most familiar figure by far is the waiter. In cafés from Paris to Madrid, from one sunrise to the next, over two dozen waiters deliver drinks and relay messages to Barnes and his compatriots. As frequently in attendance and as indistinguishable from one another as they are, these various waiters seem to merge into a single emblematic figure as the novel progresses. A detached observer of human vanity, this figure does more than serve food and drink: he serves to illuminate the character of Jake Barnes.”
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In the months and years since ChatGPT burst on the scene in November 2022, generative AI (gen AI) has come a long way. Every month sees the launch of new tools, rules, or iterative technological advancements. While many have reacted to ChatGPT (and AI and machine learning more broadly) with fear, machine learning clearly has the potential for good. In the years since its wide deployment, machine learning has demonstrated impact in a number of industries, accomplishing things like medical imaging analysis and high-resolution weather forecasts. A 2022 McKinsey survey shows that AI adoption has more than doubled over the past five years, and investment in AI is increasing apace. It’s clear that generative AI tools like ChatGPT (the GPT stands for generative pretrained transformer) and image generator DALL-E (its name a mashup of the surrealist artist Salvador Dalí and the lovable Pixar robot WALL-E) have the potential to change how a range of jobs are performed. The full scope of that impact, though, is still unknown—as are the risks.
Aamer Baig is a senior partner in McKinsey’s Chicago office; Lareina Yee is a senior partner in the Bay Area office; and senior partners Alex Singla and Alexander Sukharevsky , global leaders of QuantumBlack, AI by McKinsey, are based in the Chicago and London offices, respectively.
Still, organizations of all stripes have raced to incorporate gen AI tools into their business models, looking to capture a piece of a sizable prize. McKinsey research indicates that gen AI applications stand to add up to $4.4 trillion to the global economy—annually. Indeed, it seems possible that within the next three years, anything in the technology, media, and telecommunications space not connected to AI will be considered obsolete or ineffective .
But before all that value can be raked in, we need to get a few things straight: What is gen AI, how was it developed, and what does it mean for people and organizations? Read on to get the download.
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QuantumBlack, McKinsey’s AI arm, helps companies transform using the power of technology, technical expertise, and industry experts. With thousands of practitioners at QuantumBlack (data engineers, data scientists, product managers, designers, and software engineers) and McKinsey (industry and domain experts), we are working to solve the world’s most important AI challenges. QuantumBlack Labs is our center of technology development and client innovation, which has been driving cutting-edge advancements and developments in AI through locations across the globe.
Artificial intelligence is pretty much just what it sounds like—the practice of getting machines to mimic human intelligence to perform tasks. You’ve probably interacted with AI even if you don’t realize it—voice assistants like Siri and Alexa are founded on AI technology, as are customer service chatbots that pop up to help you navigate websites.
Machine learning is a type of artificial intelligence. Through machine learning, practitioners develop artificial intelligence through models that can “learn” from data patterns without human direction. The unmanageably huge volume and complexity of data (unmanageable by humans, anyway) that is now being generated has increased machine learning’s potential , as well as the need for it.
Machine learning is founded on a number of building blocks, starting with classical statistical techniques developed between the 18th and 20th centuries for small data sets. In the 1930s and 1940s, the pioneers of computing—including theoretical mathematician Alan Turing—began working on the basic techniques for machine learning. But these techniques were limited to laboratories until the late 1970s, when scientists first developed computers powerful enough to mount them.
Until recently, machine learning was largely limited to predictive models, used to observe and classify patterns in content. For example, a classic machine learning problem is to start with an image or several images of, say, adorable cats. The program would then identify patterns among the images, and then scrutinize random images for ones that would match the adorable cat pattern. Generative AI was a breakthrough. Rather than simply perceive and classify a photo of a cat, machine learning is now able to create an image or text description of a cat on demand.
How do text-based machine learning models work how are they trained.
ChatGPT may be getting all the headlines now, but it’s not the first text-based machine learning model to make a splash. OpenAI’s GPT-3 and Google’s BERT both launched in recent years to some fanfare. But before ChatGPT, which by most accounts works pretty well most of the time (though it’s still being evaluated), AI chatbots didn’t always get the best reviews. GPT-3 is “by turns super impressive and super disappointing,” said New York Times tech reporter Cade Metz in a video where he and food writer Priya Krishna asked GPT-3 to write recipes for a (rather disastrous) Thanksgiving dinner .
The first machine learning models to work with text were trained by humans to classify various inputs according to labels set by researchers. One example would be a model trained to label social media posts as either positive or negative. This type of training is known as supervised learning because a human is in charge of “teaching” the model what to do.
The next generation of text-based machine learning models rely on what’s known as self-supervised learning. This type of training involves feeding a model a massive amount of text so it becomes able to generate predictions. For example, some models can predict, based on a few words, how a sentence will end. With the right amount of sample text—say, a broad swath of the internet—these text models become quite accurate. We’re seeing just how accurate with the success of tools like ChatGPT.
Building a generative AI model has for the most part been a major undertaking, to the extent that only a few well-resourced tech heavyweights have made an attempt . OpenAI, the company behind ChatGPT, former GPT models, and DALL-E, has billions in funding from bold-face-name donors. DeepMind is a subsidiary of Alphabet, the parent company of Google, and even Meta has dipped a toe into the generative AI model pool with its Make-A-Video product. These companies employ some of the world’s best computer scientists and engineers.
But it’s not just talent. When you’re asking a model to train using nearly the entire internet, it’s going to cost you. OpenAI hasn’t released exact costs, but estimates indicate that GPT-3 was trained on around 45 terabytes of text data—that’s about one million feet of bookshelf space, or a quarter of the entire Library of Congress—at an estimated cost of several million dollars. These aren’t resources your garden-variety start-up can access.
As you may have noticed above, outputs from generative AI models can be indistinguishable from human-generated content, or they can seem a little uncanny. The results depend on the quality of the model—as we’ve seen, ChatGPT’s outputs so far appear superior to those of its predecessors—and the match between the model and the use case, or input.
ChatGPT can produce what one commentator called a “ solid A- ” essay comparing theories of nationalism from Benedict Anderson and Ernest Gellner—in ten seconds. It also produced an already famous passage describing how to remove a peanut butter sandwich from a VCR in the style of the King James Bible. Image-generating AI models like DALL-E 2 can create strange, beautiful images on demand, like a Raphael painting of a Madonna and child, eating pizza . Other generative AI models can produce code, video, audio, or business simulations .
But the outputs aren’t always accurate—or appropriate. When Priya Krishna asked DALL-E 2 to come up with an image for Thanksgiving dinner, it produced a scene where the turkey was garnished with whole limes, set next to a bowl of what appeared to be guacamole. For its part, ChatGPT seems to have trouble counting, or solving basic algebra problems—or, indeed, overcoming the sexist and racist bias that lurks in the undercurrents of the internet and society more broadly.
Generative AI outputs are carefully calibrated combinations of the data used to train the algorithms. Because the amount of data used to train these algorithms is so incredibly massive—as noted, GPT-3 was trained on 45 terabytes of text data—the models can appear to be “creative” when producing outputs. What’s more, the models usually have random elements, which means they can produce a variety of outputs from one input request—making them seem even more lifelike.
The opportunity for businesses is clear. Generative AI tools can produce a wide variety of credible writing in seconds, then respond to criticism to make the writing more fit for purpose. This has implications for a wide variety of industries, from IT and software organizations that can benefit from the instantaneous, largely correct code generated by AI models to organizations in need of marketing copy. In short, any organization that needs to produce clear written materials potentially stands to benefit. Organizations can also use generative AI to create more technical materials, such as higher-resolution versions of medical images. And with the time and resources saved here, organizations can pursue new business opportunities and the chance to create more value.
We’ve seen that developing a generative AI model is so resource intensive that it is out of the question for all but the biggest and best-resourced companies. Companies looking to put generative AI to work have the option to either use generative AI out of the box or fine-tune them to perform a specific task. If you need to prepare slides according to a specific style, for example, you could ask the model to “learn” how headlines are normally written based on the data in the slides, then feed it slide data and ask it to write appropriate headlines.
Because they are so new, we have yet to see the long tail effect of generative AI models. This means there are some inherent risks involved in using them—some known and some unknown.
The outputs generative AI models produce may often sound extremely convincing. This is by design. But sometimes the information they generate is just plain wrong. Worse, sometimes it’s biased (because it’s built on the gender, racial, and myriad other biases of the internet and society more generally) and can be manipulated to enable unethical or criminal activity. For example, ChatGPT won’t give you instructions on how to hotwire a car, but if you say you need to hotwire a car to save a baby, the algorithm is happy to comply. Organizations that rely on generative AI models should reckon with reputational and legal risks involved in unintentionally publishing biased, offensive, or copyrighted content.
These risks can be mitigated, however, in a few ways. For one, it’s crucial to carefully select the initial data used to train these models to avoid including toxic or biased content. Next, rather than employing an off-the-shelf generative AI model, organizations could consider using smaller, specialized models. Organizations with more resources could also customize a general model based on their own data to fit their needs and minimize biases. Organizations should also keep a human in the loop (that is, to make sure a real human checks the output of a generative AI model before it is published or used) and avoid using generative AI models for critical decisions, such as those involving significant resources or human welfare.
It can’t be emphasized enough that this is a new field. The landscape of risks and opportunities is likely to change rapidly in coming weeks, months, and years. New use cases are being tested monthly, and new models are likely to be developed in the coming years. As generative AI becomes increasingly, and seamlessly, incorporated into business, society, and our personal lives, we can also expect a new regulatory climate to take shape. As organizations begin experimenting—and creating value—with these tools, leaders will do well to keep a finger on the pulse of regulation and risk.
Articles referenced include:
This article was updated in April 2024; it was originally published in January 2023.
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By Glenn Kramon
Mr. Kramon is a lecturer at Stanford Business School.
Wheeled into the operating room last January, staring up at the massive arms of the robot with which a surgeon would remove my cancerous gland, I was hit with an unusual realization: I owe a debt of gratitude to President Lyndon Johnson and the Immigration and Nationality Act of 1965.
Why? Without that legislation, the surgeon who operated on me probably wouldn’t be here. Nor might the doctor who pioneered the procedure. Nor the philanthropist who financed the research. Nor many workers at the company that makes these robots or those at a different company that designed the chips that enable the robot.
As my ordeal with cancer shows, immigration has become critical to our health. Immigrants account for more than a quarter of physicians, surgeons and personal care aides and about a fifth of nursing assistants.
I’m not sure we realize that immigrants help keep us alive: Just look at West Virginia , a state hostile to immigration where aging residents have died before getting off the wait list for home health aides.
While many Americans — including politicians this election year — dwell on stories like the Venezuelan migrant accused of killing a Georgia nursing student, they often forget the critical ways immigration has historically benefited us. A century ago this spring, the United States slammed the door on large sections of the world, and we could be on the verge of doing so again.
That I am so cognizant of the importance of immigrants is the result of two coincidences. The first is that I teach a class on practical writing at Stanford Business School. Frustrated by the cynicism that has pervaded my 3,000 students, many of whom were only teenagers when Donald Trump was elected and are skeptical of the government, I began showing a slide documenting the benefits they enjoy from legislation that originated in the 1960s. For one, many Stanford Business School students — I would guess roughly a quarter — come from families that would not be in this country if not for Mr. Johnson’s Immigration and Nationality Act.
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How to Write a Critical Analysis Essay. Written by MasterClass. Last updated: Jun 7, 2021 • 3 min read. Critical analysis essays can be a daunting form of academic writing, but crafting a good critical analysis paper can be straightforward if you have the right approach. Critical analysis essays can be a daunting form of academic writing, but ...
A Critical Analysis Essay is a form of academic writing that requires students to extract information and critically analyze a specific topic. The task may seem daunting, but with the right approach, it can become an exciting task. Critical Analysis Essays help students improve their analytical skills and foster principles of logic.
A critical analysis essay requires you to analyze a subject and determine its meaning, backing it with evidence and ideas of your own. We've got examples to help you write one.
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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.
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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 ...
Critical Analysis Essay Definition. A critical analysis essay is an in-depth analysis of a book, poem, painting, film, or any other work. Overview of Critical Analysis Essay. A critical analysis is different from other essays because it evaluates the effectiveness of the work.
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 ...
In composition, critical analysis is a careful examination and evaluation of a text, image, or other work or performance. Performing a critical analysis does not necessarily involve finding fault with a work. On the contrary, a thoughtful critical analysis may help us understand the interaction of the particular elements that contribute to a ...
A critical analysis essay involves reading a text critically and stating your evaluation, or opinion, of what the author was meaning. In order to write this kind of essay, there are two steps: reading critically and writing critically. When writing a critical analysis, your teacher has usually assigned a short piece of work like a poem or short ...
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 ...
A critical essay is a form of academic writing that analyzes, interprets, and/or evaluates a text. In a critical essay, an author makes a claim about how particular ideas or themes are conveyed in a text, then supports that claim with evidence from primary and/or secondary sources. In casual conversation, we often associate the word "critical ...
Critical analysis of an article aims to analyze the writing strategies and techniques an author uses to develop their argument. The process is a little different than persuading the reader to accept a particular point of view. Here is a sample outline: Introduction. Introduce the author and the work under analysis.
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 ...
Analysis is a word that is also often used when taking a critical approach to something. It could be that you look at some evidence and if you think it is good quality, you may choose to include that in your essay or writing to help support your argument.
Learn how to write a compelling critical analysis essay in this educational YouTube video. We'll guide you through the step-by-step process, from crafting an...
Here are a few reasons why students should consider critical analysis when writing essays. 1. It widens the scope of research: When an essay is written with the intention of engaging in critical analysis, new avenues of research open up for the writer to explore. The writer needs a good amount of information on various topics and subtopics to ...
Learning how to write a critical analysis essay is an important skill for college students. You'll need to learn how to critique what you read and how to wri...
A critical analysis essay is a type of academic writing that evaluates and interprets a text, artwork, or phenomenon. It involves analyzing the subject's structure, themes, language, and techniques to uncover deeper meanings and implications. A critical analysis essay goes beyond mere description or summary, instead offering a thoughtful and ...
Researching, mind mapping and making notes will help sort and prioritise your ideas. If you are writing a critical essay, planning will help you decide which parts of the text to focus on and what ...
Definition of Critical Essay. Contrary to the literal name of "critical," this type of essay is not only an interpretation, but also an evaluation of a literary piece. It is written for a specific audience, who are academically mature enough to understand the points raised in such essays.A literary essay could revolve around major motifs, themes, literary devices and terms, directions ...
Conclusion. Kerry Dirk's essay, "Navigating Genre," offers a transformative perspective on the concept of genre, challenging readers to move beyond simplistic classifications and appreciate the complexity and dynamism of rhetorical contexts.
TVO ILC ENG4C Critical Analysis Project Outline (for submission) Critical analysis project outline (for submission) Short story: The Pedestrian Literary lens: Physiological Lens Outline Your input Teacher feedback Summarize your chosen literary lens in your own words. using the physiological lens I can analyze the text by focusing on the ...
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Organizations should also keep a human in the loop (that is, to make sure a real human checks the output of a generative AI model before it is published or used) and avoid using generative AI models for critical decisions, such as those involving significant resources or human welfare. It can't be emphasized enough that this is a new field.
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Mr. Kramon is a lecturer at Stanford Business School. Wheeled into the operating room last January, staring up at the massive arms of the robot with which a surgeon would remove my cancerous gland ...