To create correctly formatted source citations, you can use our free Citation Generator.
APA Citation Generator MLA Citation Generator
And if you’re citing in APA Style, consider using Scribbr’s Citation Checker , a unique tool that scans your citations for errors. It can detect inconsistencies between your in-text citations and your reference list, as well as making sure your citations are flawlessly formatted.
Most universities use plagiarism checkers like Turnitin to detect potential plagiarism. Here’s how plagiarism checkers work : they scan your document, compare it to a database of webpages and publications, and highlight passages that appear similar to other texts.
Consider using a plagiarism checker yourself before submitting your paper. This allows you to identify issues that could constitute accidental plagiarism, such as:
Then you can easily fix any instances of potential plagiarism.
There are differences in accuracy and safety between plagiarism checkers. To help students choose, we conducted extensive research comparing the best plagiarism checkers .
Generative AI tools like ChatGPT can be helpful at different stages of the writing and research process. However, these tools can also be used to plagiarize in various ways (whether intentionally or unintentionally). When using these tools, it’s important to avoid the following:
It’s important to use AI tools responsibly and to be aware that AI-generated outputs may be detected by your university’s AI detector .
When using someone else’s exact words, I have properly formatted them as a quote .
When using someone else’s ideas, I have properly paraphrased , expressing the idea completely in my own words.
I have included an in-text citation every time I use words, ideas, or information from a source.
Every source I cited is included in my reference list or bibliography .
I have consistently followed the rules of my required citation style .
I have not committed self-plagiarism by reusing any part of a previous paper.
I have used a reliable plagiarism checker as a final check.
Your document should be free from plagiarism!
Are you a teacher or professor who would like to educate your students about plagiarism? You can download our free lecture slides, available for Google Slides and Microsoft PowerPoint.
Open Google Slides Download PowerPoint
Accidental plagiarism is one of the most common examples of plagiarism . Perhaps you forgot to cite a source, or paraphrased something a bit too closely. Maybe you can’t remember where you got an idea from, and aren’t totally sure if it’s original or not.
These all count as plagiarism, even though you didn’t do it on purpose. When in doubt, make sure you’re citing your sources . Also consider running your work through a plagiarism checker tool prior to submission, which work by using advanced database software to scan for matches between your text and existing texts.
Scribbr’s Plagiarism Checker takes less than 10 minutes and can help you turn in your paper with confidence.
To avoid plagiarism when summarizing an article or other source, follow these two rules:
Plagiarism can be detected by your professor or readers if the tone, formatting, or style of your text is different in different parts of your paper, or if they’re familiar with the plagiarized source.
Many universities also use plagiarism detection software like Turnitin’s, which compares your text to a large database of other sources, flagging any similarities that come up.
It can be easier than you think to commit plagiarism by accident. Consider using a plagiarism checker prior to submitting your paper to ensure you haven’t missed any citations.
Some examples of plagiarism include:
The most surefire way to avoid plagiarism is to always cite your sources . When in doubt, cite!
If you’re concerned about plagiarism, consider running your work through a plagiarism checker tool prior to submission. Scribbr’s Plagiarism Checker takes less than 10 minutes and can help you turn in your paper with confidence.
If you want to cite this source, you can copy and paste the citation or click the “Cite this Scribbr article” button to automatically add the citation to our free Citation Generator.
George, T. (2023, November 21). How to Avoid Plagiarism | Tips on Citing Sources. Scribbr. Retrieved June 11, 2024, from https://www.scribbr.com/plagiarism/how-to-avoid-plagiarism/
Other students also liked, consequences of mild, moderate & severe plagiarism, types of plagiarism and how to recognize them, what is self-plagiarism | definition & how to avoid it, what is your plagiarism score.
In collaboration with, guidelines for science and research abstract submissions.
Read this page carefully before submitting your abstract for WindEurope’s Annual Event 2025.
At the end of the page, you will find the button that will bring you to the abstract submission portal (Oxford Abstracts).
10 June – 6 September 2024 | | December 2024 – March 2025 | |
11 September – 11 October 2024 | Members of WindEurope and the European Academy of Wind Energy (EAWE) will review, evaluate, and score abstracts in their field of expertise. This helps the programme committee to build a high-quality programme and keep commercial content out. | 8-10 April 2025 |
Session chairs and presenters attend a final briefing session in the speakers’ room of the venue before their session starts. |
Early December 2024 | Based on the outcomes of the review, the programme committee creates session proposals for the technical track using the highest scoring abstracts. Notifications of selection will be sent by WindEurope to those selected for an oral presentation or to produce a poster. | April 2025 | General proceedings accessible to full conference delegates on and to WindEurope’s Members in the of the WindEurope website. will be published 4 to 6 weeks after submission, in open access in a dedicated volume of the IOP edited by EAWE. |
Abstracts submitted under the science and research submission group must follow the following structure and rules:
Submitted abstracts should be divided in 5 sections :
All abstracts are anonymously reviewed and collectively assessed by the Conference Scientific Committee from the European Academy of Wind Energy (EAWE) . For each abstract, the committee will provide:
All science and research abstracts are assigned for review to members of the Conference Scientific Committee from the European Academy of Wind Energy (EAWE) and then assessed by the committee at a dedicated meeting.
Science and research content at our events is organised in cooperation with the European Academy of Wind Energy (EAWE) , a world-leading wind energy academic & research community. The Academy will bring delegates leading edge wind energy research results, keeping Europe at the forefront of wind energy innovation. This offers a forum for in-depth presentations and discussions on progress and results of wind-energy related scientific research.
The abstracts will be evaluated against the following criteria:
Reviewers will grade each abstract on a scale of 0-5, keeping the criteria listed above in mind.
The Conference Scientific Committee will make a recommendation on the presentation format for each abstract, intended as a guide for the Programme Committee, using these options:
The Conference Scientific Committee reviewers will explain their grades and recommendations by leaving a comment in the appropriate field. Comments will be available to authors upon request.
After the review is completed, the programme committee members receive the overview of all scored abstracts. Based on the scores, the reviewers’ comments and planned session topics, the programme committee will draft session proposals and select which abstracts are eligible for an oral presentation in a session and which are eligible to produce a poster. These proposals are the base to determine the technical and scientific programme outline for the conference.
For abstracts selected for either an oral presentation or a poster, WindEurope is happy to offer speakers and listed poster a complimentary 3-day Conference and Exhibition pass.
Kindly note that only one presenter per abstract is invited if selected. We cannot allow multiple presenters per abstracts.
Eligibility of scientific paper publications
If you submit an abstract under the science and research track, your abstract may be selected for publication in a specific open access volume of the IOP Journal of Physics: Conference Serie . Selected abstracts will be invited to submit a paper based on their abstract. Selected papers will be published depending on the peer-review outcome.
Selected abstracts eligible for a scientific publication will be contacted individually by the WindEurope Conference Secretariat.
Timeline for scientific papers
Draft papers will be reviewed by EAWE in view of their publication in the IOP Journal of Physics Conference Series
IOP Journal of Physics: Conference Series
Please find some points to keep in mind about the scientific publications. More detailed information, planning for publication and review will be shared in due time by the conference secretariat to eligible candidates.
By submitting an abstract to the WindEurope Annual Event 2025 and if your abstract is selected for a speaking slot or a poster, you implicitly give your permission to WindEurope asbl/vzw to reproduce your presentation file and/or poster file in the conference proceedings of the event. However, this does not forfeit your right to publish your presentation file and/or poster file in any other medium, nor does WindEurope retain any exclusive rights over it.
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Harnessing the power of quantum technologies promises to spur widespread innovation by using the fundamental laws of quantum mechanics to solve problems that are impossible using current technologies. However, building a strong quantum ecosystem takes time and requires significant investments from both national governments and private industry. These efforts also require the cooperation of the academic and government quantum research communities.
Recognizing this need, Keysight and Japan’s National Institute of Advanced Industrial Science and Technology (AIST) have signed a Memorandum of Understanding to collaborate on quantum research and to drive the industrialization of quantum technologies.
“We’re in the early days of quantum, and while there is steady scientific progress, we need sustained collaboration among all members of the quantum community to make this a viable commercial technology,” said Dr. Eric Holland, general manager for Keysight’s Quantum Engineering Solutions group. “By formalizing a quantum collaboration with our long-time partner AIST, Keysight will be able to help quantum move forward as an industry with our unique expertise and solutions.”
Under the terms of the agreement, Keysight and AIST will focus extensively on exploring quantum control technologies, low-temperature electronics device technology, and modeling and simulation, as well as the standardization of these items in fields such as quantum computing and quantum sensing.
At the center of the collaboration will be the Global Research Center for Quantum-AI Fusion Technology Business Development (G-QuAT), a revolutionary research facility that will feature a 1,000-qubit quantum computer. AIST will integrate and link the G-QuAT’s evaluation testbeds, device manufacturing capabilities, and computing infrastructure with Keysight's quantum control technologies and 5G / 6G evaluation technologies.
“Japan has an ambitious 10-year plan to become a leader in quantum and Keysight is synergistically aligned to help deliver on these plans,” said Holland. “Linking our quantum control technologies to the G-QuAT facility will truly make it a world-class quantum research facility.”
The cooperation is expected to drive new technological developments and market creation, helping to help industrialize quantum technologies in Japan and globally.
Spectrum's arbitrary waveform generator precise enough for quantum research, infineon expands quantum computing commitment, takes part in six new research projects, keysight commissioned research finds automated testing remains a significant challenge for organizations, report abusive comment.
71 Journal of Legal Education 387 (2022)
16 Pages Posted: 25 Jan 2023 Last revised: 20 Oct 2023
University of Southern California; University of Southern California Gould School of Law
University of Minnesota - Twin Cities - School of Law
University of Minnesota Law School
Date Written: January 23, 2023
How well can AI models write law school exams without human assistance? To find out, we used the widely publicized AI model ChatGPT to generate answers on four real exams at the University of Minnesota Law School. We then blindly graded these exams as part of our regular grading processes for each class. Over 95 multiple choice questions and 12 essay questions, ChatGPT performed on average at the level of a C+ student, achieving a low but passing grade in all four courses. After detailing these results, we discuss their implications for legal education and lawyering. We also provide example prompts and advice on how ChatGPT can assist with legal writing.
Keywords: ChatGPT, law school, AI, natural language processing, Legal Data, NLP, Legal NLP, Legal Analytics, natural language understanding, evaluation, machine learning, artificial intelligence, artificial intelligence and law
Suggested Citation: Suggested Citation
University of southern california ( email ).
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HOME PAGE: http://www.law.umn.edu/profiles/daniel-schwarcz
Paper statistics, related ejournals, university of minnesota law school legal studies research paper series.
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Empirical legal studies ejournal, experimental legal studies ejournal, legal information, technology & law librarianship ejournal, artificial intelligence ejournal, artificial intelligence - law, policy, & ethics ejournal, generative ai ejournal, innovation in legal education ejournal, legal, medical & applied linguistics ejournal, libraries & information technology ejournal.
Mechanical engineering is an intriguing discipline that holds significant sway in shaping our world. With a focus on crafting inventive machinery and fostering sustainable energy initiatives, mechanical engineers stand as pioneers in driving technological progress. However, to make meaningful contributions to the field, researchers must carefully choose their topics of study. In this blog, we’ll delve into various mechanical engineering research topics, ranging from fundamental principles to emerging trends and interdisciplinary applications.
Table of Contents
Selecting the right mechanical engineering research topics is crucial for driving impactful innovation and addressing pressing challenges. Here’s a step-by-step guide to help you choose the best research topics:
By following these steps and considering various factors, you can effectively select mechanical engineering research topics that align with your interests, goals, and the needs of the field.
Mechanical engineering research encompasses a wide range of topics, from fundamental principles to cutting-edge technologies and interdisciplinary applications. By choosing the right mechanical engineering research topics and addressing key challenges, researchers can contribute to advancements in various industries and address pressing global issues. As we look to the future, the possibilities for innovation and discovery in mechanical engineering are endless, offering exciting opportunities to shape a better world for generations to come.
Digital SAT Suite of Assessments
From free practice tests to a checklist of what to bring on test day, College Board provides everything you need to prepare for the digital SAT.
Download and install the Bluebook app.
Take a full-length practice test in Bluebook.
Complete exam setup in Bluebook and get your admission ticket.
Arrive on time (check your admission ticket).
Practice tests.
Find full-length practice tests on Bluebook™ as well as downloadable linear SAT practice tests.
Official Digital SAT Prep on Khan Academy ® is free, comprehensive, and available to all students.
Get information on how to practice for the digital SAT if you're using assistive technology.
Take full-length digital SAT practice exams by first downloading Bluebook and completing practice tests. Then sign into My Practice to view practice test results and review practice exam items, answers, and explanations.
Find out everything you need to bring and do for the digital SAT.
This guide provides helpful information for students taking the SAT during a weekend administration in Spring 2024.
A guide to the SAT for international students to learn how to prepare for test day. It covers the structure of the digital test, how to download the app and practice, information about policies, and testing rules.
Information about SAT School Day, sample test materials, and test-taking advice and tips.
Learn how to practice for the SAT with this step-by-step guide.
Aprende cómo practicar para el SAT con esta guía de inicio rápido.
This resource informs students about the benefits of practicing for the SAT and provides links to free practice resources.
Este folleto ofrece información sobre los beneficios de practicar para el SAT e incluye enlaces hacia recursos de práctica.
This resource provides parents and guardians with a schedule outline to help their child prepare for the SAT and includes links to free official practice materials.
Sat suite question bank: overview.
Leading the Science of Reading Revolution
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Through a singular focus on literacy and a full spectrum of professional learning, curriculum, and embedded assessment solutions to support it, Lexia® helps more learners read, write, and speak with confidence.
U.S. national reading scores have shown little improvement for decades, leaving people asking: Is real literacy change possible? We know when instruction is grounded in the science of reading, 95% of students can learn to read and Lexia’s solutions are helping school districts achieve meaningful literacy gains.
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This RAND ESSA Moderate Study finds Lexia® Core5® Reading helps students accelerate learning.
Lexia provides science of reading-based professional learning and curriculum solutions to 6.7 million K-12 students and their 360,000 educators at more than 23,000 schools nationwide.
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When Nancy Sindle discovered Lexia® PowerUp Literacy®, she knew it was the program that would make a difference. With a resource hub and real-time data for teachers, and engaging, age-appropriate content for students, see how PowerUp made a difference at Shirley Heim Middle School.
“What’s so great about Lexia PowerUp is the teachers can see where the kids are working. They can see the progress. They can see the lack of progress. They can see where students are struggling. The ability for a teacher to click on a name, and drill into the data, and then address where a student needs help with specific resources, no other program is like it.” Nancy Sindle, Reading Specialist
Our science of reading-based professional learning, curriculum, and embedded assessment literacy solutions can be used together or individually to meet the learning needs for any student as well as teachers who support them.
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Brilliant ideas from brilliant teachers (like you).
Ah, teaching sixth grade. Students fall into that sweet spot of demanding to be taken seriously but aren’t too cool to act out stories or play a group game. The wide range of sixth grade interests, abilities, and skills can be tricky to navigate, so we’ve gathered tips and ideas from our teacher community and around the web. You’ll love these ideas whether you’re a newbie to sixth grade or a longtime veteran.
Here are our favorite ideas for: The First Days of School, Classroom Management, Language Arts, Math, Social Studies, Science, and the Arts. Check it out!
1. introduce yourself creatively.
There’s nothing quite like the very first moment of the first day of school when you’re teaching sixth grade. You stand at the front of the classroom looking at all those expectant faces for the very first time. Then you have your chance to introduce yourself to your students, to let them know who you are and what they can expect over the year to come. We love these creative ways to introduce yourself .
Get to know your students right away—they’re likely new to the school as well as your class. Check out our icebreakers for middle school students .
Sixth graders (and most middle schoolers, for that matter) aren’t known for offering up their opinions or thoughts as readily as younger students. Come prepared with questions that are easy for kids to answer. Check out our favorite introduction questions for middle schoolers .
You’d be surprised at the depth and complexity of your students’ answers to silly questions, like “Would you rather fight 100 duck-sized horses or one horse-sized duck?” Their responses will tell you so much about their personalities in the best ways. You may thank me later. Get a list of fun questions from our icebreaker question list .
Sixth graders often struggle to understand and deal with other kids’ behaviors. Here’s how one teacher handles it: “I often ask my sixth grade students, ‘Did he choose to be like that?’ If they are reasonable, they will say no, and then I say, ‘Well you have a choice about how you will respond to that, and that will show everyone what sort of person you are.’ End of matter.” — Amy K.
Print these free downloadable posters to remind your students that kindness matters most of all.
Teaching sixth grade means building SEL skills. Use these read-alouds to talk about everything from kindness to courage to trying your best.
Even big kids like jobs. And assigning jobs like keeping the classroom library organized or managing the day’s worksheets keeps your classroom operating smoothly. Check out this big list of classic and unique classroom jobs .
Sixth graders are nothing if not squirrelly. But they will fall in line and will enjoy helping you manage the classroom. Here’s how to manage your gaggle of sixth graders.
“It’s the nature of the middle school beast. You just have to get used to having to say the same thing day in and day out. We are two-thirds of the way through the school year and I still say, every day, ‘Turn around, look at the person behind you, take their paper, hand it up.’ Build routine and then stick to routine.” — Tracy S.
Also, check out these must-teach classroom procedures .
Sixth graders seem young, but they’re no strangers to the internet—42% of kids have been bullied online. Make sure you know how to address cyberbullying. One of the best ways to do so is getting kids to report it and address it by being “upstanders.”
We also have a bunch of anti-bullying resources here .
When you’re teaching sixth grade, you’re bound to get a few (read: a zillion) papers with no name on them. Here’s a place to put them!
Learn more: 3 rd Grade Thoughts
OK, this idea comes from a kindergarten blog, but we’ve known enough mischievous sixth graders who like to trade places when there’s a substitute. As part of your sub folder, include student photos along with their names so there’s no confusion about who’s who.
Also, check out these tips for preparing a tough class for a substitute teacher .
When I first started teaching middle school, I’d often get stuck feeling like I had to have the perfect response on the spot. What do you do when you turn around to see a student moving ceiling tiles with a wand he made from attaching 13 markers? (Note: I still don’t know. I think I would just laugh.)
Instead of putting pressure on yourself to respond perfectly in that moment, say something like, “I need to think about how to respond to this. I’ll let you know what I’ve decided at the beginning of class tomorrow.”
Also, check out these logical consequences for the classroom .
“I gave my middle school art students a blank laminated flow chart titled ‘What do I do next?’ They used markers to fill in the instructions while I told them verbally and also filled out one on the board. When they asked what was next, I told them to check the chart. It worked great! They can erase the chart when moving to the next activity.” —Abbie B.
Check out our picks for the best laminators for teachers .
Put all the materials that an absent student will need upon return—homework assignments, worksheets, discussion notes—in one place. Then, when the student returns, they can quickly select the material they missed without disrupting class.
Group students into four equal “Expert Groups” that are strategically organized into heterogeneous groups by ability. Then, give each group a topic to cover or a task to accomplish. After the experts have learned about their topic or completed their task, they move into new groups to share what they learned with one another. This idea comes from Go to Teach .
Waiting their turn, not acting on impulse, and handling setbacks are all important for navigating middle school. Here are the executive functioning skills students should have in each grade .
Speaking of executive functioning, when you’re teaching your sixth grade students a new topic or or having them review, have them practice goal setting and their own progress monitoring. Idea Galaxy Teacher shares one way to have students monitor their progress, not perfection, in math.
If you don’t plan it into the lesson, sixth graders will fidget, squirm, or find an excuse to get out of their seats. Assigning them partners that require them to get up and move, passing out sticky notes that they can record answers on and post them on the wall, or having them stand during math fluency drills are all ways to keep them moving.
Also, here’s a tool kit of free printables to help get your students up and moving during the day.
“Kids will say silly things about a theme being childish, but if you watch them, they love it. Go with your gut if you choose a theme — your kids will love it.” —Laura K.
“My theme for teaching 6th grade was ‘Be More Awesome’ from Kid President . We watched his videos, set goals, and brainstormed ways to be more awesome as individuals, as a group, and in the community. We did service and writing projects, and the kids and parents loved it.” —Sharon R.
If you need inspiration, here are our favorite middle school classroom decorating ideas .
“I make it a habit to celebrate everything. It is easy to become discouraged if your goals have to be ‘meet standards,’ ‘be proficient,’ ‘read at grade level,’ etc. In many classrooms, there are a few (or more!) kids who may not meet those goals during your year together. I tell my students that we celebrate moving forward. I try to recognize kindness and good character whenever possible, and I try to recognize those moments that matter in a different way. Whether it is having a pencil two days in a row, finishing a book, remembering 8 x 7 = 56, or using the word of the week in written or spoken language. In many ways, the encouragement buoys my spirits as much as the students’!” —Joy
Sixth-grade teacher blogger Joy in 6th uses a work basket to keep papers from piling up. Her rule: No double basketing! She makes sure she checks in each paper and takes care of it (grades it, returns it, etc.) so papers don’t get stashed or pile up. Set a consequence or reward for keeping that basket clean, because more papers are always on the way!
Teaching sixth grade will try your patience. Students will exercise their excuses, their lack of rationality, their insistence on fairness, and developing a sense of justice. The best way to deal with it is a healthy dose of humor. To start, find the funny in the things your students say (including the names they give you), and bring in comics and memes to reinforce your lessons and directions. Also, check out these cheesy teacher jokes , as well as math jokes , science jokes , and history jokes .
ELA is a sweet spot for sixth graders, who are young enough to enjoy read-alouds and old enough to have deep discussions.
Sixth graders love literature circles, which encourage strong discussion and ownership over reading. Build choice into your literature circles by providing them with a few novel choices and a blank calendar to plan out their reading. Check out these life-changing books for middle school and classic middle-grade books .
When teaching sixth grade, it can be a challenge to get your students interested in reading. The thought of tackling a thick novel can be overwhelming, especially during distance learning. These short stories for middle school are always a great choice .
Blackout or erasure poetry is not only fun for kids, it’s super easy to scaffold for students who need more of a challenge or a little more help. Check out this blackout poetry how-to guide with examples and ideas . (P.S. It’s also a great second life for your torn and battered books!)
It can be hard to know which poems will spur your sixth graders into deep, meaningful discussion and which will leave them yawning. So we asked experienced teachers to share their favorite poems that always get a reaction, even from tweens. Check out the list of poems for middle school here .
Sixth graders are exposed to more and more academic vocabulary, or words that are related to specific topics. Think: adjacent , metamorphize , isotope , Mesopotamia . Teach these words, then have students work with them using visuals and games, with ideas from MiddleWeb .
Learn more: EAP Foundation
Sixth graders are ready to start more formal discussions of open-ended questions. Socratic seminars require work on the front end to create the questions and prepare students, but they’re worth it when students really get into rich discussion. Here’s an easy way to do Socratic seminar .
Sometimes you’ll want a traditional writing assignment to build students’ analytical skills. Other times, you may want to give students options. “I let my students work in groups and read part of a chapter and then teach it to the class. They do various things such as present graphic organizers, skits, raps, acrostics, etc.” —Brittney R.
Help students apply the same critical thinking and analysis they do during close reading to movies by using short movies and TV clips. Have students watch the movie clips with purpose and spend time analyzing the clips in depth. Here’s more on the idea from MiddleWeb .
Graphic novels are a great way for any sixth grader to get interested in a new story. They’re particularly helpful for students who struggle with reading and can use the pictures to do the high-level thinking required in middle school. “Graphic novels help struggling readers and also help with writing.” —Meaghan G.
Some great graphic novels to use with sixth graders are Bone: Out From Boneville by Jeff Smith, Drama by Raina Telgemeier, and Lewis & Clark by Nick Bertozzi. Also, check out our full list of middle school graphic novels .
Sixth graders still love to hear a read-aloud. Take advantage of this to read aloud a book that inspires your sixth graders to expand their world, and build empathy for characters similar to and different from themselves. Here’s a list of great read-alouds for 6th grade .
Sixth graders need as much math connected to their actual lives as possible. Use these strategies to reactivate their math knowledge and keep them engaged.
Middle schoolers need to see math connected to the real world. Frame math lessons in actual scenarios with these lessons from PBS that will have students using ratios and proportions in a vending machine, or measuring variability with data from wildfires.
Check out these sixth grade math essentials posters from Teachers Pay Teachers (free). To start, project the posters at the start of a lesson. Then have hand-outs ready for students who need reminders.
Check out these graphing dry-erase boards to engage students in graphing work.
Whether your school requires it or not, having your math students write not only builds interdisciplinary connections but helps sharpen literacy skills (which benefits everyone!). One teacher I know has students write children’s books using geometry concepts with accuracy, and then they actually read them to K-2 students.
When teaching sixth grade, math centers are a great way to differentiate your classroom and engage sixth graders in math practice. For example, here’s how Middle School Math Man organizes math centers.
Every sixth grader is wondering what they’d do with a million dollars, so let them try it out with The Million Dollar Project .
Ask your colleagues, staff, and administration how they’re using math in what they’re currently doing or planning. Then have your students help out! “Mr. Reynolds is making a sweet potato casserole for the English department Thanksgiving potluck and wants to make sure he can feed everyone. If he’s using a 9 x 13-inch pan, what size pieces should he cut to feed all 12 teachers in the English department?” Have them make a video with their answer to send to Mr. Reynolds. Word problems feel so different when they’re real .
Sixth grade math covers a lot of ground, so you’ll want a lot of help at your fingertips. “We use Illustrated Math, the Georgia State resources, and EngageNY. Also brush up on ratios.” —Ingrid S.
Check out this list of our favorite math supplies for middle school .
From ancient Mesopotamia to government, sixth grade social studies covers a lot of ground.
Mr. and Mrs. Social Studies help students understand the main elements of ancient civilizations with the acronym GRAPES:
Incorporate the GRAPES structure into your lessons to make sure students have all the essential info.
More than ever, our country is examining the laws that were put in place to protect and guide us. It can be overwhelming, however, to explain exactly how that works. To help you give your lesson plans a boost, we’ve put together this list of resources that help teach kids about the branches of government.
Films are a great way to make history come alive or offer another representation of a favorite novel when you’re teaching sixth grade. Some middle school movie recommendations from our community: Remember the Titans , The Color of Freedom , Pay It Forward , Rudy , Mad Hot Ballroom , October Sky , Stand and Deliver , Wild Hearts Can’t Be Broken , and Mr. Holland’s Opus. All these films clearly present characters and themes that your students will remember long after middle school. Also, check out this big list of educational Netflix shows .
Here’s how one of our community members handled teaching ancient civilizations, a topic that can seem out of touch for sixth graders: “Students created cubes (made of poster board and cut and glued with hot glue) to create an informational cube about Egyptians. Then, students made commercials to get ‘tourists’ to visit their locations and they made brochures. For ancient Egypt, they make a sarcophagus. And for the Renaissance, they make a medieval feast.” —Brittney R.
There are some amazing websites out there for teaching sixth grade social studies lessons. Check out this big list of social studies website favorites .
“We do a debate between the Patriots and the Loyalists (with costumes). The kids LOVED this activity.” —Sherrie R.
Check out this big list of debate topics for middle school .
Sixth graders are budding scientists—curious about everything and just starting to work on more advanced experiments. Just keep a close eye on them when the Bunsen burners are out.
Middle school is likely the first time that students are in a lab. Teach lab safety with some humor and a friendly sponge. Use this SpongeBob science safety lesson from Middle School Science and we’re sure students will refer back to it all year.
Like kids of every age, sixth grade students love hands-on science! Teachers do, too, because when you’re teaching sixth grade, the learning is a lot more meaningful when students see concepts in action. This roundup of sixth grade science projects and activities has a little something for everyone — from biology and ecology to physics and chemistry.
“Try mixing up your teaching style by introducing topics with a lab first. Let the students get a hands-on feel for the material before any type of lecture is used.” —Christie E.
Science is exciting. Unfortunately, students may say they don’t like science because textbook lessons can be a little dry. Whether you’re in the classroom or teaching online, finding the right resources can bring these complex concepts to life! To help you get started, here’s a list of the best science websites for middle school .
“Throw in current events as much as possible! My students love when a topic we cover relates to something happening now … for example, when we touched on viruses, we took a day to discuss the truths and myths of Ebola!” –Christie E.
Sixth graders are all about self-expression. They’re at the start of that middle school journey. Use art to help them understand and express themselves.
“I use a great company called Bad Wolf Press for plays. They sell short musicals (curriculum based). They are funny, and you can be as simple as you like with costumes and scenery.” —Rhona C.
Plus check out these steps to create your own readers theater scripts.
Have students chill out or merge art and music by having them draw along to a score. Spread out butcher paper or give each student their own piece of paper and let the music flow. Here’s our favorite classical music for the classroom .
Instagram in particular is a great resource for collecting ideas when you’re teaching sixth grade art classes. My favorite? Lambie_k on Instagram. I mean, just look at this backpack-wearing narwhal. The ocean swirls! The northern lights!
Even sixth graders like to make crafts like duct tape hearts for Valentine’s Day, flower pens for Mother’s Day, or 3D shaped flip-books in math. Also, it’s even better if crafts overlap with other concepts!
“My sixth graders cannot handle glue or glitter. Found that out the hard way this year.” —Sharon R.
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Peir hossein koulivand.
1 Shefa Neuroscience Research Center, Tehran 1996835911, Iran
2 Klinik und Poliklinik für Neurochirurgie, Universitätsklinikum Münster, 48149 Münster, Germany
3 Razavi Neuroscience Research Center, Mashhad 9198613636, Iran
4 Epilepsy Research Center, Westfälische Wilhelms-Universität Münster, 48149 Münster, Germany
5 Institut für Physiologie I, Westfälische Wilhelms-Universität Münster, 48149 Münster, Germany
6 Department of Neurology, 48149 Münster, Germany
Lavender is traditionally alleged to have a variety of therapeutic and curative properties, ranging from inducing relaxation to treating parasitic infections, burns, insect bites, and spasm. There is growing evidence suggesting that lavender oil may be an effective medicament in treatment of several neurological disorders. Several animal and human investigations suggest anxiolytic, mood stabilizer, sedative, analgesic, and anticonvulsive and neuroprotective properties for lavender. These studies raised the possibility of revival of lavender therapeutic efficacy in neurological disorders. In this paper, a survey on current experimental and clinical state of knowledge about the effect of lavender on the nervous system is given.
The genus Lavandula is native to the lands surrounding the Mediterranean Sea and southern Europe through northern and eastern Africa and Middle Eastern countries to southwest Asia and southeast India. It includes more than 30 species, dozens of subspecies, and hundreds of hybrids and selected cultivars.
The different varieties of this plant range in height from 9 inches to 3 feet, although some may grow taller with age. Lavender are divided into four main categories: L. angustifolia , commonly known as English Lavender, is a frost hardy species that has many pretty cultivars, habit, and blossom color (formerly known as L. vera or L. officinalis ); L. stoechas is a large plant with greenish-grey foliage and late blooming with a very strong odor (sometimes known as French lavender); L. latifolia , a Mediterranean grass-like lavender; and L. intermedia , which is a sterile cross between L. latifolia and L. angustifolia . The various lavenders have similar ethnobotanical properties and major chemical constituents [ 1 ].
The main constituents of lavender are linalool, linalyl acetate, 1,8-cineole B -ocimene, terpinen-4-ol, and camphor. However, the relative level of each of these constituents varies in different species [ 1 , 2 ]. Lavender oil, obtained from the flowers of Lavandula angustifolia (Family: Lamiaceae) by steam distillation, is chiefly composed of linalyl acetate (3,7-dimethyl-1,6-octadien-3yl acetate), linalool (3,7-dimethylocta-1,6-dien-3-ol), lavandulol, 1,8-cineole, lavandulyl acetate, and camphor. Whole lavender oil and its major components linalool and linalyl acetate are used in aromatherapy. The major components of lavender oil were identified as 51% linalyl acetate and 35% linalool measured by gas chromatography and gas chromatography-linked Fourier Transform Infrared analysis [ 1 – 3 ].
Most commonly lavender is recommended for oral administration. However, it is also being employed in aromatherapy (inhalation of lavender; [ 4 , 5 ]), aromatherapy massage, dripping oil [ 6 ], and bathing [ 7 ]. Unlike many other essential oils used in aromatherapy, lavender oil is often applied undiluted to the skin. The study of Jager et al. [ 8 ] suggested that essential oils and their components are rapidly absorbed through the skin. Linalool and linalyl acetate were shown to be rapidly detected in plasma after topical application with massage, reaching peak levels after approximately 19 min [ 8 ]. At least since medieval periods, lavender has been a source of drugs as well as perfumes, soaps, flavorings, and crafts. Lavender has a long history of medicinal use and is suggested to possess anticonvulsant, antidepressive, anxiolytic, sedative, and calming properties [ 1 , 9 – 12 ]. Lavender also prescribed by some medieval physicians such as Ebn-e-sina and Razi for treatment of epilepsy and migraine attacks. Furthermore, lavender is considered beneficial in treatment of pain and tremor [ 9 – 12 ].
In recent years, several animal and human investigations have indeed evaluated traditional medical remedies of lavender using modern scientific methods. These studies raised the possibility of revival of lavender therapeutic efficacy in neurological disorders on the basis of evidence-based medicine [ 12 , 13 ].
Several animal experiments suggest anxiolytic, sedative, analgesic, and anticonvulsive and neuroprotective properties for lavender [ 14 ]. It was shown that lavender possesses an anticonflict effect in mice [ 15 ]. Continuous exposures to lavender essential oils for 7 days significantly inhibited anxiety- and depression-like behaviors tested by elevated plus-maze and forced swimming tests in rats [ 16 ]. Lavender oil produced significant antianxiety effects in the Geller conflict and the Vogel conflict tests in mice. Linalool, a major constituent of lavender oil, produced significant anticonflict effects in the Geller and Vogel tests; findings that were similar to those of lavender oil [ 17 ]. Effects of lavender oil were compared with chlordiazepoxide, as a reference anxiolytic, on open-field behavior in rats. Lavender oil exhibited antianxiety properties similar to those of chlordiazepoxide [ 18 ]. Anxiolytic effect of lavender was also compared with diazepam in elevated plus-maze test in the Mongolian gerbil. Exposure to lavender odor showed an anxiolytic profile similar to diazepam in female gerbils [ 19 ]. Investigation of the effects of inhaled linalool on anxiety, aggressiveness, and social interaction in mice showed anxiolytic properties in the light/dark test, increased social interaction, and decreased aggressive behavior [ 20 ].
Local anesthetic effect of lavender and its constituents (linalool and linalyl acetate) is reported in both in vivo and in vitro animal experiments [ 21 ]. In the rabbit conjunctival reflex test, treatment with a solution of lavender essential oil as well as with linalyl acetate or linalool induced a dose-dependent enhancement in the number of stimuli necessary to provoke the reflex [ 21 ]. The methanolic extract of lavender (200–600 mg/kg) dose-dependently produced sedative effects in mice. This was indicated by the relatively longer time for the reestablishment and number of head dips during the traction and hole-board tests [ 22 ]. To evaluate the sedative effects of lavender, the immobility of overagitated mice induced by caffeine was ascertained after the inhalation of lavender. Lavender odor significantly increased the immobile state in mice treated with caffeine [ 23 ]. Exposure of mice to lavender odor in a dark cage resulted in depression of motor activity, whilst the plasma levels of linalool rose in proportion to the length of exposure [ 24 ]. The intraplantar injection of capsaicin produced an intense and short-lived licking/biting response in mice. The capsaicin-induced nociceptive response was reduced significantly by intraplantar injection of lavender and linalool [ 25 ]. Either oral administration or inhalation of lavender essential oil significantly reduced the chemical and thermal pain without evidence of central adverse effects in adult mice. Opioidergic neurotransmission seems to be involved in lavender-induced analgesia since only naloxone pretreatment prevents its effect in writhing test. Cholinergic neurotransmitter system also appears to play a role in lavender analgesia. The blockade of muscarinic and nicotinic receptors prevented analgesic effects of lavender [ 26 ].
Exposure to lavender effectively improved spatial memory deficits induced by dysfunction of the cholinergic system [ 27 ]. Administration of lavender in animal model of Alzheimer's disease (rat model established by intracerebroventricular injection of A β 1) effectively reversed spatial learning deficits [ 28 ]. Repeated application of lavender in mice demonstrated a more rapid sleep onset with longer duration of sleep [ 29 ]. Anticonvulsant effect for hydroalcoholic extract of lavender was reported against chemoconvulsant-induced seizures in male mice. Lavender inhibited the onset, shortened the duration, and reduced the intensity of seizure attacks [ 30 ]. Anticonvulsant effects of lavender together with diminution in spontaneous activity, when combined with other narcotics, have been reported [ 31 , 32 ]. Inhalation of lavender was also noted to inhibit convulsion induced by pentylenetetrazol, nicotine, or electroshock in mice [ 33 ]. Linalool, one of the major components of lavender oil, has been shown to inhibit the convulsion induced by pentylenetetrazol and transcorneal electroshock in different animal models [ 34 , 35 ], an effect that may induce via a direct interaction with the glutamatergic NMDA subreceptor as well as GABA A receptors [ 36 ]. The neuroprotective effect of lavender oil on cerebral ischemia/reperfusion injury was investigated in mice. Focal cerebral ischemia was induced by the intraluminal occlusion. An aqueous extract of lavender has been shown to diminish glutamate-induced neurotoxicity in rat pups cerebellar granular cell culture [ 37 ]. Lavender oil significantly decreased neurological deficit scores, infarct size, and the levels of mitochondria-generated reactive oxygen species and attenuated neuronal damage in focal cerebral ischemia induced by the intraluminal occlusion in mice [ 38 ].
Several investigations were performed to clarify the mechanism of action of lavender in neuronal tissues. Lavender inhibited lipopolysaccharide-induced inflammatory reaction in human monocyte THP-1 cells effect, which might be associated with the expression of HSP70 [ 39 ]. Antioxidant and relatively weak cholinergic inhibition was reported for lavender [ 38 , 40 ] and linalool [ 41 – 43 ]. Linalool inhibited acetylcholine release and alters ion channel function at the neuromuscular junction [ 44 ]. These findings indicate that several targets relevant to treatment of Alzheimer's disease; anticholinergic, neuroprotective, and antioxidant activities could be found in lavender. The neuroprotective effect of lavender oil against cerebral ischemia/reperfusion injury is suggested to be attributed to its antioxidant effects [ 38 ]. Evaluation of the effects of lavender oil on motor activity and its relationship to dopaminergic neurotransmission revealed that intraperitoneal application of lavender significantly increased rotarod activity and enhanced dopamine receptors subtype D 3 in the olfactory bulbs of mice [ 45 ]. Lavender oil is also suggested to modulate GABAergic neurotransmission, especially on GABA A receptors, and enhance inhibitory tone of the nervous system [ 29 , 36 , 46 ]. Cholinergic system is suggested to play a role in lavender analgesic, antianxiety, antidepression, and anticonvulsant effects of lavender [ 16 , 26 , 33 ].
Fos is a nuclear transcription factor protein encoded by an immediate early gene c-fos, and it is an early marker of neuronal activation. It serves as a transcriptional factor controlling the expression of genes expected to be involved in effective adaptation to certain situations. Lavender oil reduced c-fos expression in paraventricular nucleus of the hypothalamus and dorsomedial hypothalamic nucleus [ 18 ]. Lavender oil inhibited dose-dependently the histamine release and anti-DNP IgE-induced tumor necrosis factor-alpha secretion from peritoneal mast cells in mice [ 47 ]. It has been shown that lavender oil inhibited the sympathetic nerves innervating the white and brown adipose tissues and adrenal gland and excites the parasympathetic gastric nerve [ 48 , 49 ]. Odor of lavender oil, and especially its component linalool, affects autonomic nerves probably through a histaminergic response, decreases lipolysis and heat production (energy consumption), and increases appetite and body weight in rats [ 50 ]. Lavender may inhibit the sympathetic nerve activity and lipolysis through activation of H 3 -receptors. The hypothalamic suprachiasmatic nucleus and histamine neurons are involved in the lipolytic responses to the lavender oil, and tyrosine phosphorylation of BIT (a brain immunoglobulin-like molecule with tyrosine-based activation motifs, a member of the signal-regulator protein family) is implicated in the relevant signaling pathways [ 50 ].
Although there is considerable debate about whether lavender species have a significant clinical potential either alone or as additives to other substances, many human studies support its effectiveness in different neurological and psychological disorders. Lavender was used predominantly in oral administration, aromatherapy, or massage in several clinical studies, and many benefits were claimed for use in such a manner. In addition to psychological effects, aromatherapy is thought to be therapeutically effective due to physiological effects of the inhaled volatile compounds. It is believed that inhaled lavender act via the limbic system, particularly the amygdala and hippocampus [ 1 ]. Linalool and linalyl acetate are rapidly absorbed through the skin after topical application with massage and are thought to be able to cause central nervous system depression [ 8 ].
Lavender was used in the treatment of anxiety disorders and related conditions. Three clinical trials were identified which investigated the efficacy of oral lavender oil preparation (silexan; an essential oil produced from lavender flowers by steam distillation), administered once daily at a dose of 80 mg/day, in subsyndromal (mixed) anxiety disorder and generalized anxiety disorder as well as in restlessness and agitation. Anxiolytic effect of lavender was superior to placebo in 221 patients suffering from anxiety disorder. In addition, lavender improved associated symptoms such as restlessness, disturbed sleep, and somatic complaints and had a beneficial influence on general well-being and quality of life [ 51 , 52 ]. In line with this study, the efficacy of a 6-week-intake of oral lavender oil preparation (Silexan, 80 mg/day), compared to lorazepam, was investigated in adults with generalized anxiety disorder. This study indicates that lavender effectively ameliorates generalized anxiety comparable to 0.5 mg/daily lorazepam [ 53 ]. Alleviation of anxiety and mood improvement were reported in thirty-six patients admitted to an intensive care unit, who received lavender oil (diluted to 1% concentration) aromatherapy [ 54 ]. The same results were reported for fourteen female patients who were being treated with chronic hemodialysis [ 55 ]. A survey in a long-stay neurology in-patient department showed increased mood scores and reduced psychological distress following aromatherapy with lavender accompanied with tea tree and rosemary [ 56 ]. An investigation on the effect of lavender aromatherapy (diluted to 2% concentration) on anxiety and depression in the high risk postpartum woman showed a significant improvement of the Edinburgh Postnatal Depression Scale and Generalized Anxiety Disorder Scale after four consecutive weeks of administration of lavender [ 57 ]. Lavender odor reduced anxiety in dental patients; however, it has no effect on dental anxiety surrounding thoughts of future dental visits [ 58 , 59 ]. Testing visual analog scales to assess anxiety, it is suggested that lavender is a simple, low-risk, cost-effective intervention with the potential to improve preoperative anxiety [ 60 ]. Orally administered lavender capsules contained 100 or 200 μ L of organic Lavandula angustifolia oil were tested on responses to anxiety-provoking film clips. In this study, evaluation of State Trait Anxiety Inventory, mood, positive and negative affect scale, heart rate, and galvanic skin response as well as heart rate variation after administration of lavender suggests that lavender has anxiolytic effects in humans suffering from low anxiety, but these effects may not extend to conditions of severe anxiety [ 61 ]. A clinical investigation points to antidepressive effect of lavender. Adjuvant therapy of lavender tincture (1 : 5 in 50% alcohol; 60 drops/day) and imipramine (100 mg/daily) in treatment of forty-eight adult outpatients suffering from mild-to-moderate depression led to a better and earlier improvement. Anticholinergic side effects of imipramine, such as dry mouth and urinary retention, were observed less often when lavender administered with impramine. These results suggest that lavender is an effective adjuvant therapy in combination with imipramine, resulting in a superior and quicker improvement in depressive symptoms [ 62 ].
Evaluation of brain regional metabolic activity with positron emission tomography in ten healthy women after the lavender odor stimulus demonstrated neuronal enhancement in the orbitofrontal, posterior cingulate gyrus, brainstem, thalamus, and cerebellum and reduction of activity in the pre/post-central gyrus and frontal eye field. These findings indicate that lavender aromatherapy in addition to relaxation effect may enhance arousal level in some subjects [ 63 ]. Using functional magnetic resonance imaging (fMRI), significant activation in major olfactory brain structures, including the primary olfactory cortex, entorhinal cortex, hippocampus and parahippocampal cortex, thalamus, hypothalamus, orbitofrontal cortex, and insular cortex and its extension into the inferior lateral frontal region was reported in nineteen healthy participants after application of 10% lavender diluted in dipropylene glycol [ 64 ]. Cortical perfusion increment after sensorial stimulation with lavender was evaluated by single photon emission computed tomography in ten healthy adults. A significant activation was observed in gyrus rectus, orbitofrontal cortex, and superior temporal cortical areas. A slight perfusion increase also existed in middle temporal and parieto-occipital regions [ 65 ]. Lavender odor was delivered via the orthonasal (odor perceived through the nose) and retronasal (odor perceived through the mouth) routes and brain response was measured with fMRI in 20 subjects. In addition to the activation at the base of the central sulcus by lavender, retronasal stimulation with odor resulted in a significant peak in the ventral insula compare to orthonasal application. In contrast, orthonasal application yielded a peak in the right caudate nucleus that approached significance in comparison to retronasal way [ 66 ].
It has been suggested that some neurological disorders with significant EEG changes, such as epilepsy, may be benefited by aromatherapy [ 10 , 11 ]. Lavender affects human EEG pattern accompanied with its anxiolytic effect. It is reported that inhalation of lavender (diluted to 10% concentration) for 3 minutes increases alpha power of EEG as decreases anxiety and brings the subject to a better mood in 40 healthy adults [ 67 ]. Increases in theta (4–8 Hz) and alpha (8–13 Hz) wave activity may cause a range of general relaxation effects and can be induced by chemical and nonchemical techniques [ 68 ]. It has been shown that during inhalation with lavender (diluted to 10% concentration) in 20 participants, the power of theta and alpha wave activities were significantly increased in all brain regions. This study found relaxing effects with increases of alpha wave activities after administering lavender; indicating the EEG evidence of relaxation by lavender aromatherapy [ 69 ]. Furthermore, lavender aromatherapy is reported to produces EEG patterns characteristics of subjects' feeling comfortable [ 70 ]. Lavender oil administered in an aroma stream shows modest efficacy in the treatment of agitated behavior in patients with severe dementia [ 71 ].
Resting frontal EEG asymmetry is suggested to be a predictor of symptom change and end-state functioning in patients with social anxiety disorder who undergo efficacious psychological treatment [ 72 ]. Evaluation of frontal EEG asymmetry shifting in thirty-nine adult participants and twenty-seven full-term newborns revealed greater relative left frontal EEG activation (associated with greater approach behavior and less depressed affect) after aromatherapy with lavender. Further studies in these volunteers indicate that lavender may induce left frontal EEG shifting in adults and infants, who show greater baselines relative to right frontal EEG activation. It is suggested that both infants and adults with greater relative right frontal EEG activation at baseline may be more affected by lavender application [ 73 ].
Lavender has been suggested as an excellent natural remedy to treat insomnia and improve the sleep quality. Single-blind randomized studies investigated the effectiveness of lavender odor on quality of sleep showed that lavender improved the mean scores of sleep quality in fifteen healthy students [ 74 ], in sixty-four ischemic heart disease patients [ 75 ], and in thirty-four midlife women with insomnia [ 76 ]. Ten individuals with insomnia, verified by a score of 5 or more on the Pittsburgh Sleep Quality Index (PSQI), were treated with lavender odor. Six to eight drops of lavender oil added each night to the cartridge improved the PSQI score by −2.5 points. More notable improvements were seen in females and younger participants. Milder insomnia also improved more than severe ones [ 77 ]. Oral lavender oil preparation (80 mg/day) showed a significant beneficial influence on quality and duration of sleep and improved general mental and physical health without causing any unwanted sedative or other drug specific effects in 221 patients suffering from subsyndromal (mixed) anxiety disorder [ 52 ]. A mixture of essential oils including lavender, basil, juniper, and sweet marjoram is shown to reduce sleep disturbance and improve overall well-being in older patients [ 78 ]. In a clinical study on four benzodiazepine dependent geriatric patients, there was a significant decrease in sleep duration by stopping benzodiazepine treatment, which was restored to previous levels by substitution of aromatherapy with lavender oil. This study suggested that ambient lavender oil might be used as a temporary relief from continued medication for insomnia and reduces the side-effects of these drugs [ 79 ]. In a study on thirty-one hospitalized patients, administration of lavender odor showed a trend towards an improved quality of daytime wakefulness and more sustained sleep at night [ 80 ]. In contrary to these data, it should be noted that the use of aromatherapy massage with lavender oil has no beneficial effect on the sleep patterns of children with autism attending a residential school. It was suggested that this therapy may show greater effects in the home environment or with longer-term interventions [ 81 ].
Lavender reported to be useful in the treatment of acute as well as chronic or intractable pain [ 82 ]. It has been shown that foot massage using lavender essential oil in 100 ICU patients of whom 50% were receiving artificial ventilation was effective in lowering blood pressure, heart rate, respiratory rate, wakefulness, and pain [ 83 ]. Treatment of recurrent aphthous ulceration with lavender oil in 115 patients revealed a significant pain relief mostly from the first dose, ulcer size reduction, increased rate of mucosal repair, and healing within three days of treatment compared to baseline and placebo groups [ 84 ]. Stress level, the bispectral index (a promising parameter for monitoring sedation), and pain intensity of needle insertion were significantly reduced after receiving oxygen with a face mask coated with lavender oil for five minutes compared with the control in thirty volunteers [ 85 ]. Aromatic oil massage with essential oils blended with lavender, clary sage, and marjoram in a 2 : 1 : 1 ratio in forty-eight outpatients with primary dysmenorrhea alleviated the pain and reduced the duration of dysmenorrhea [ 86 ]. Aromatherapy by using lavender essence was also reported as a successful and safe complementary therapy in reduction of pain after the cesarean section in 200 term pregnant women [ 87 ] and after episiotomy in 60 primiparous women [ 88 ] as well as in perineal discomfort following normal childbirth in 635 women [ 89 , 90 ]. It has been shown that lavender aromatherapy through an oxygen face mask with two drops of 2% lavender oil can be used to reduce the demand for opioids in twenty-five patients after immediate postoperative period of breast biopsy surgery [ 91 ] and for other analgesics in fifty-four patients undergoing laparoscopic adjustable gastric banding [ 92 ]. In contrast to these observations, the aroma of essential oil of lavender ease anxiety but not perception of pain during elective cosmetic facial injections of botulinum toxin for the correction of glabellar wrinkle [ 93 ]. A course of eight-session manual acupressure with lavender oil (3% lavender oil; used as the massage lubricant) over a three-week period in patients with nonspecific subacute neck pain (32 patients) or low back pain (61 patients) significantly alleviated the neck and back pain and improved movements of the cervical and lumbar spine [ 94 , 95 ]. Inhalation of lavender essential oil is suggested to be an effective and safe treatment modality in acute management of migraine headaches. Forty-seven patients suffering from migraine attacks reported significant reduction of pain severity and associated symptoms after fifteen minutes inhalation of lavender oil (2-3 drops of the lavender essential oil rubbed onto their upper lip) in the early stages of the attacks [ 5 ]. Aromatherapy massage with lavender accompanied with rose geranium, rose, and jasmine in almond and primrose oils once a week for 8 weeks is reported as an effective treatment of menopausal symptoms such as hot flushes, depression, and pain in climacteric women [ 96 ].
The use of aromas to modulate affect and mood has been reported by several ancient and medieval physicians [ 9 – 12 ]. The positive effects of different medicinal plants as cognition enhancers have been reported [ 97 ]. To assess the olfactory impact of the essential oils of lavender on cognitive performance and mood in healthy volunteers, the Cognitive Drug Research computerized cognitive assessment battery was performed in 144 participants. Analysis of performance revealed that lavender odor (four drops of oil were applied to a diffuser pad) produced a significant decrement in performance of working memory as well as impaired reaction times for both memory and attention. In addition, a significant effect was found for lavender compared to controls for degree of contentedness, indicating that lavender is capable of elevating mood, or at least maintaining good mood during the completion of a challenging test battery under laboratory conditions [ 98 ]. There is an improvement of emotional state in the work environment following the use of the lavender oil burners. Using lavender oil in burners for a 3-month period, nearly 90% of respondents (a total of 66 subjects) believed that there had been an improvement in the work environment following the use of lavender oil [ 99 ]. Aromatherapy consisted of the use of rosemary and lemon essential oils in the morning, and lavender and orange in the evening showed significant improvement in personal orientation related to cognitive function in 28 elderly patients suffering from different forms of dementia [ 100 ]. It has been shown that unconscious perception of lavender odor can significantly affect the rate of errors made in the mathematical and letter counting tests. In the presence of the odor of lavender, 108 subjects made fewer errors than in the presence of no odor or the odor of jasmine [ 101 ]. By comparison, it has been reported lavender to impair arithmetic reasoning, but not memory, when compared to cloves, with no concomitant effect on mood for either odor [ 102 ]. Application of oral lavender (80 mg/day) for six weeks in fifty patients suffering from neurasthenia or post-traumatic stress disorder showed significant improvements of their general mental health status and quality of life [ 103 ].
Although sufficient evidence exists to recommend lavender for short-term treatment of some neurological disorders, long-term trials and observational studies are needed to establish the safety of long-term use as well as overall efficacy in the context of treatment and management of these diseases. The available data suggests that short-term therapy with lavender is relatively safe. However, there are some reports of adverse effects after application of lavender. Gynecomastia coincided with the topical application of products, which contained lavender and tea tree oils was reported in three boys aged between 7 to 10 years. Gynecomastia resolved in all patients shortly after discontinuation of products containing these oils. Furthermore, studies in human cell lines indicated that the lavender oil had estrogenic and antiandrogenic activities [ 104 ]. Lavender should be also used cautiously or avoided in patients with known allergy to lavender [ 105 , 106 ]. In the oral lavender trials, Kasper et al. [ 52 ] reported slightly more adverse events in the lavender group than the placebo group; the most frequently reported adverse effects were related to infections and infestations, followed by gastrointestinal disorders and nervous system disorders. Woelk and Schläfke [ 107 ] reported slightly more adverse events in the lavender group than the lorazepam group but again none were described as serious. Gastrointestinal adverse events, such as nausea and dyspepsia, after receiving silexan were reported [ 107 ]. Ingestion should be avoided during pregnancy (due to emmenagogue effects) [ 108 ] and breastfeeding. Lavender oil has no potential for drug abuse [ 109 ].
A recent increase in the popularity of alternative medicine and natural products has renewed interest in lavender and their essential oils as potential natural remedies [ 2 ]. This review may be useful to increase our knowledge of lavender pharmacological effects and improve our future experimental and clinical research plans. Although it is shown that lavender may have a significant clinical potential either in their own right or as adjuvant therapy in different disorders, however, due to some issues, such as methodological inadequacies, small sample sizes, short duration of lavender application, lack of information regarding dose rationale, variation between efficacy and effectiveness trials, variability of administration methods, the absence of a placebo comparator, or lack of control groups more standard experiments and researches are needed to confirm the beneficial effect of lavender in the neurological disorders [ 109 ]. Methodological and oil identification problems have also hampered the evaluation of the therapeutic significance of some of the research on lavender. The dried lavender flowers used in some trials were sourced from a local herb store (i.e., [ 62 ]). Although taxonomic identification was confirmed in these studies, without quantification of key constituents the quality of the herbal product may be questionable [ 110 ]. Although some studies defined the contents of lavender, it is essential that all future clinical studies specify the exact derivation of the oils used in the study and, preferably, include a profile of the liquid or the percentage composition of the major constituents. In addition, several factors, such as temperature, skin type and quality, and the size of area being treated, which may affect the level and rate of lavender absorption after massage or aromatherapy, were not considered in several investigations. Many discreet compounds in lavender oil have shown a myriad of potential therapeutic effects, and researchers continue to seek novel treatments to different ailments [ 2 ].
Only few clinical investigations on lavender are available using diverse administration methods (i.e., oral, aromatherapy, and as a massage oil). The evidence for oral lavender is promising; however, until independent studies emerge with long-term follow-up data, it remains inconclusive [ 109 ]. The use of more widely used forms of lavender administrations (aromatherapy, inhalation, massage, etc.) is not currently supported by good evidence of efficacy. Future clinical trials, well-reported and adopting rigorous standard methodology, in combination with experimental pharmacological research, would help to clarify the therapeutic value of lavender for neurological and psychological disorders [ 109 , 110 ].
The apparently low reporting of adverse reactions could imply tolerability and safety [ 110 ]. However, most studies failed to provide details which may have masked these and the studies only involved small numbers of participants. It is crucial to get good tolerability and safety data for all modes of lavender application. Thus longer-term follow ups would be required especially for oral lavender before it is recommended for treatment of neurological and/or psychological disorders.
P. H. Koulivand and M. K. Ghadiri contributed equally to this paper.
The authors acknowledge support by Deutsche Forschungsgemeinschaft and Open Access Publication Fund of University of Muenster.
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Today’s state-of-the-art health education curricula reflect the growing body of research that emphasizes:
Less effective curricula often overemphasize teaching scientific facts and increasing student knowledge. An effective health education curriculum has the following characteristics, according to reviews of effective programs and curricula and experts in the field of health education 1-14 :
An effective curriculum has clear health-related goals and behavioral outcomes that are directly related to these goals. Instructional strategies and learning experiences are directly related to the behavioral outcomes.
An effective curriculum has instructional strategies and learning experiences built on theoretical approaches (for example, social cognitive theory and social inoculation theory) that have effectively influenced health-related behaviors among youth. The most promising curriculum goes beyond the cognitive level and addresses health determinants, social factors, attitudes, values, norms, and skills that influence specific health-related behaviors.
An effective curriculum fosters attitudes, values, and beliefs that support positive health behaviors. It provides instructional strategies and learning experiences that motivate students to critically examine personal perspectives, thoughtfully consider new arguments that support health-promoting attitudes and values, and generate positive perceptions about protective behaviors and negative perceptions about risk behaviors.
An effective curriculum provides instructional strategies and learning experiences to help students accurately assess the level of risk-taking behavior among their peers (for example, how many of their peers use illegal drugs), correct misperceptions of peer and social norms, emphasizes the value of good health, and reinforces health-enhancing attitudes and beliefs.
An effective curriculum provides opportunities for students to validate positive health-promoting beliefs, intentions, and behaviors. It provides opportunities for students to assess their vulnerability to health problems, actual risk of engaging in harmful health behaviors, and exposure to unhealthy situations.
An effective curriculum provides opportunities for students to analyze personal and social pressures to engage in risky behaviors, such as media influence, peer pressure, and social barriers.
An effective curriculum builds essential skills — including communication, refusal, assessing accuracy of information, decision-making, planning and goal-setting, self-control, and self-management — that enable students to build their personal confidence, deal with social pressures, and avoid or reduce risk behaviors.
For each skill, students are guided through a series of developmental steps:
An effective curriculum provides accurate, reliable, and credible information for usable purposes so students can assess risk, clarify attitudes and beliefs, correct misperceptions about social norms, identify ways to avoid or minimize risky situations, examine internal and external influences, make behaviorally relevant decisions, and build personal and social competence. A curriculum that provides information for the sole purpose of improving knowledge of factual information will not change behavior.
An effective curriculum includes instructional strategies and learning experiences that are student-centered, interactive, and experiential (for example, group discussions, cooperative learning, problem solving, role playing, and peer-led activities). Learning experiences correspond with students’ cognitive and emotional development, help them personalize information, and maintain their interest and motivation while accommodating diverse capabilities and learning styles. Instructional strategies and learning experiences include methods for
An effective curriculum addresses students’ needs, interests, concerns, developmental and emotional maturity levels, experiences, and current knowledge and skill levels. Learning is relevant and applicable to students’ daily lives. Concepts and skills are covered in a logical sequence.
An effective curriculum has materials that are free of culturally biased information but includes information, activities, and examples that are inclusive of diverse cultures and lifestyles (such as gender, race, ethnicity, religion, age, physical/mental ability, appearance, and sexual orientation). Strategies promote values, attitudes, and behaviors that acknowledge the cultural diversity of students; optimize relevance to students from multiple cultures in the school community; strengthen students’ skills necessary to engage in intercultural interactions; and build on the cultural resources of families and communities.
An effective curriculum provides enough time to promote understanding of key health concepts and practice skills. Behavior change requires an intensive and sustained effort. A short-term or “one shot” curriculum, delivered for a few hours at one grade level, is generally insufficient to support the adoption and maintenance of healthy behaviors.
An effective curriculum builds on previously learned concepts and skills and provides opportunities to reinforce health-promoting skills across health topics and grade levels. This can include incorporating more than one practice application of a skill, adding “skill booster” sessions at subsequent grade levels, or integrating skill application opportunities in other academic areas. A curriculum that addresses age-appropriate determinants of behavior across grade levels and reinforces and builds on learning is more likely to achieve longer-lasting results.
An effective curriculum links students to other influential persons who affirm and reinforce health–promoting norms, attitudes, values, beliefs, and behaviors. Instructional strategies build on protective factors that promote healthy behaviors and enable students to avoid or reduce health risk behaviors by engaging peers, parents, families, and other positive adult role models in student learning.
An effective curriculum is implemented by teachers who have a personal interest in promoting positive health behaviors, believe in what they are teaching, are knowledgeable about the curriculum content, and are comfortable and skilled in implementing expected instructional strategies. Ongoing professional development and training is critical for helping teachers implement a new curriculum or implement strategies that require new skills in teaching or assessment.
Healthy Youth
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Get the SEBI Grade A Syllabus and Exam Pattern for Phases I and II. Check out the latest SEBI Grade A Syllabus and Exam Pattern for Assistant Managers in various Streams here.
Table of Contents
Candidates who are going to prepare for the SEBI Grade A officer post must have a deep understanding of the SEBI Grade A syllabus and the latest exam pattern. SEBI Grade A Examination 2024 will be conducted in 3 stages such as Phase I, II, and Interview . To prepare for Phase 1 and Phase 3, the candidates need to go through the SEBI Grade A Syllabus 2024 for both stages. Here, we have provided the SEBI Grade A exam Pattern 2024 and a detailed subject-wise syllabus syllabus for all streams. Stay tuned with us.
SEBI Grade A Officer Exam comprises three phases that are described in detail below.
Paper I and Paper II of the General Stream will be common to all the streams. All the questions in every phase will be Multiple Choice Questions (MCQs) except the language subject. All question papers (in both Phases, except the test in English) will be set bilingually in Hindi as well as English. The detailed SEBI Grade A Syllabus and exam pattern has explained below.
The SEBI Grade A Syllabus and exam pattern have been released along with the Official notification PDF. Candidates can check the important information in the below article.
SEBI Grade A Syllabus | |
---|---|
Organization | Securities And Exchange Board of India |
Exam Name | SEBI Grade A Recruitment 2024 |
Post | Officer Grade A (Assistant Manager) |
Vacancy | 95 |
Selection Process | Phase I, Phase II, and Interview |
Exam Pattern | Paper 1 and Paper 2 (MCQ) |
Exam Language | Hindi/English |
Official Website | www.sebi.gov.in |
SEBI Grade A Notification 2024 Out – Click Here
The SEBI Grade A Exam has two phases, Phase 1 and Phase 2. We have explained the phase-wise SEBI Grade A Exam Pattern below.
SEBI Grade A Phase I Exam will have two papers: Paper I and Paper II. Both papers will have Multiple Choice Questions (MCQs). Paper 1 will be common for all the streams whereas the exam pattern of Paper 2 will vary according to various disciplines. Both papers will be for 100 marks.
All Streams: Multiple choice questions on the subjects viz. General Awareness (including some questions related to the Financial Sector of easy to moderate difficulty level), English Language, Quantitative Aptitude, and Test of Reasoning. | 100 | 60 minutes | 30% | |
General Stream: Multiple choice questions on subjects Commerce, Accountancy, Management, Finance, Costing, Companies Act, and Economics | 100 | 40 minutes | 40% | |
Legal, Information Technology, & Official Language stream: Multiple choice questions on Specialized subjects related to the stream | 100 | 40 minutes | 40% | |
Research Stream:– Multiple choice questions on subjects of Economics, Econometrics, Statistics, Finance, and Commerce. | ||||
Candidates who secure the cut-off will be eligible to appear for the SEBI Grade A Phase II Exam. SEBI Grade A Phase 2 will have two Papers: Paper I and Paper II of 100 marks each. Paper I and General Stream will be common to all. Candidates need to secure more marks in this phase as this would be taken into account for the final selection.
For candidates who have applied in multiple streams, Paper II will be conducted in various shifts, the timings of which will be intimated in the Hall Ticket.
Paper I | All streams: English (Descriptive Test) to test the drafting skills | 100 | 60 minutes | 30% | 1/3rd |
Paper-II | General Stream: Multiple choice questions on subjects of Commerce, Accountancy, Management, Finance, Costing, and Companies Act and Economics | 100 | 40 minutes | 40% | 2/3rd |
Legal, and Official Language Stream: Multiple choice questions on Specialized subjects related to the stream. | 100 | 40 minutes | 40% | 2/3rd | |
Research Stream: Multiple choice questions on subjects of Economics, Econometrics, Statistics, Finance, and Commerce. | |||||
Information Technology Stream: Coding Test (Languages: C++/ JAVA/Python) | 100 | 180 minutes | 40% | 2/3rd | |
The Exam Pattern for the SEBI Grade A Pase II Legal Stream is given below.
Paper | Stream/Subjects | Max. Marks | Duration | Cut Off | Weightage |
---|---|---|---|---|---|
Paper I | All streams: English (Descriptive Test) to test drafting skills | 100 | 60 minutes | 30% | 1/3rd |
Paper II | 70 Multiple choice questions on a Specialized subject | 100 | 60 minutes | 40% | 2/3rd |
3 Descriptive Questions (10 marks each) on a Specialized subject (Answers to be typed with the help of the keyboard) Candidates opting to type answers in Hindi may type with the help of: – Inscript keyboard layout – Remington (GAIL) keyboard layout | 60 minutes | ||||
Aggregate Cut Off | 50% |
SEBI Grade A Salary 2024 – Click Here
As you have acquainted yourself with the SEBI Grade A Exam Pattern, Now we have the detailed SEBI Grade A Syllabus for both phases. Candidates can check the SEBI Grade A Syllabus for all the streams such as Legal, Management, General, IT, and Commerce streams. The marking scheme and subject-wise topics that are asked in the SEBI Grade A Exam are given here.
SEBI Grade A Syllabus Phase 1 For Paper I will be common for all the candidates. This will have MCQs of 100 marks. Paper, I will have four sections:
Reasoning ability, quantitative aptitude.
The GA section will consist of contemporary events of national & international importance. The general awareness section of SEBI Grade A will revolve around the following aspects.
SEBI Grade A Syllabus for Paper 2 will be common for Phase I & Phase II . The questions will be MCQ’s type of 100 marks for General Stream. The topics for the SEBI Grade A Paper II Syllabus for the General stream are given below.
a) Accounting as a financial information system; b) Accounting Standards with specific reference to Accounting for Depreciation, Inventories, Revenue Recognition, Fixed Assets, Foreign Exchange Transactions, and Investments. c) Cash Flow Statement, Fund flow statement, Financial statement analysis; Ratio analysis; d) Accounting for Share Capital Transactions including Bonus Shares, Right Shares. e) Employees Stock Option and Buy-Back of Securities. f) Preparation and Presentation of Company Final Accounts.
a) Management: its nature and scope; The Management Processes; Planning, Organization, Staffing, Directing, and Controlling; b) The Role of a Manager in an Organization. Leadership: The Tasks of a Leader; c) Leadership Styles; Leadership Theories; A successful Leader versus an effective Leader. d) Human Resource Development: Concept of HRD; Goals of HRD; e) Motivation, Morale, and Incentives: Theories of Motivation; How Managers Motivate; Concept of Morale; Factors determining Morale; Role of Incentives in Building up Morale. f) Communication: Steps in the Communication Process; Communication Channels; Oral versus Written Communication; Verbal versus non-verbal Communication; upward, downward and lateral communication; Barriers to Communication, Role of Information Technology.
1) financial system.
a) Role and Functions of Regulatory bodies in the Financial Sector.
a) Primary and Secondary Markets (Forex, Money, Bond, Equity, etc.), functions, instruments, and recent developments.
a) Basics of Derivatives: Forward, Futures and Swap b) Recent Developments in the Financial Sector c) Financial Inclusion- use of technology d) Alternate source of finance, private and social cost-benefit, Public-Private Partnership e) Direct and Indirect taxes; Non-tax sources of Revenue, GST, Finance Commission, Fiscal Policy, Fiscal Responsibility and Budget Management Act (FRBM), f) Inflation: Definition, trends, estimates, consequences, and remedies (control): WPI, CPI – components and trends.
1. Overview of Cost and Management Accounting – Introduction to Cost and Management Accounting, Objectives and Scope of Cost and Management Accounting. 2. Methods of Costing – Single Output/ Unit Costing, Job Costing, Batch Costing, Contract Costing, Process/ Operation Costing, Costing of Service Sectors. 3. Basics of Cost Control and Analysis – (i) Standard Costing, (ii) Marginal Costing, (iii) Budget and Budgetary Control. 4. Lean System and Innovation:- a) Introduction to Lean System b) Just-in-Time (JIT) c) Kaizen Costing
d) 5 Ss e) Total Productive Maintenance (TPM) f) Cellular Manufacturing/ One-Piece Flow Production Systems g) Six Sigma (SS) h) Introduction to Process Innovation and Business Process Re-engineering (BPR).
The Companies Act, 2013 – Specific reference to Chapter III, Chapter IV, Chapter VIII, Chapter X, Chapter XI, Chapter XII and Chapter XXVII.
a) Demand and Supply, Market Structures, National Income: Concepts and Measurement, Classical & Keynesian Approach Determination of output and employment, Consumption Function, Investment Function, Multiplier and Accelerator, Demand, and Supply for Money, IS-LM, Inflation and Phillips Curve, Business Cycles b) Balance of Payments, Foreign Exchange Markets, Inflation, Monetary and Fiscal Policy, and Non-banking Financial Institutions.
The syllabus for Phase I and Phase II for SEBI Grade A Officer will be common . This paper will be of 100 marks. There will be aggregate cut-off as well as paper-wise cut-off. The syllabus will be based on the Specialized Subject chosen by the candidate. The subjects for the specialization is given below. i.e.
The syllabus for each of the specialized streams is given below.
SEBI Grade A Syllabus Legal: Candidates can check the topics mentioned below for the SEBI Grade A Syllabus for Legal posts. Questions will be asked from these topics only. Candidates can arrange and plan their study materials according to this list for both Phase 1 and Phase 2.
Phase I | Phase II |
---|---|
Phase 1 it stream.
1 | Algorithms | Sorting, Searching, Greedy Algorithms, Dynamic Programming, Backtracking, Divide and Conquer, Pattern Searching | C++/JAVA/Python | 40 |
2 | Data Structure | Array, Linked List, Stack, Queue, Binary Tree, Indexing, Binary Search Tree, Heap, Hashing, Matrix | C++/JAVA/Python | 40 |
3 | String Manipulation | Length, Substring, Regex, Search | C++/JAVA/Python | 20 |
This is common for all the candidates appearing for the SEBI Grade A Phase II Exam. This is the English Descriptive Test to test the drafting skills of the candidates. This test will be for 100 marks of 60 minutes.
The paper on English shall be framed in a manner to assess the writing skills including expression and understanding of the topic including precis writing/ essay writing/ comprehension.
Here, are some of the tips that the candidates can use to pass the SEBI Grade A Exam. Follow these tips to get through the examination process.
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Phase I: On-line screening examination consisting of two papers of 100 marks each Phase II: On-line examination consisting of two papers of 100 marks each Phase III: Interview Marks of Phase II and III will be used for final selection.
There will be two papers each for Phase I and Phase II. All the questions will be MCQ’s except that of language paper. The exam will be of 100 marks for each paper.
Paper I of Phase I & Phase II, and General paper of Phase I & Phase II will be common to all the candidates.
Yes, there is a negative marking of 1/4 for every incorrect answer in the objective questions.
The selection will be made on the marks secured in Phase II and Interview for the final selection for the candidates as a SEBI Grade A Officer.
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The School’s research endeavors aim to improve the public’s health in the U.S. and throughout the world.
Systematic and rigorous inquiry allows us to discover the fundamental mechanisms and causes of disease and disparities. At our Office of Research ( research@BSPH), we translate that knowledge to develop, evaluate, and disseminate treatment and prevention strategies and inform public health practice. Research along this entire spectrum represents a fundamental mission of the Johns Hopkins Bloomberg School of Public Health.
From laboratories at Baltimore’s Wolfe Street building, to Bangladesh maternity wards in densely packed neighborhoods, to field studies in rural Botswana, Bloomberg School faculty lead research that directly addresses the most critical public health issues worldwide. Research spans from molecules to societies and relies on methodologies as diverse as bench science and epidemiology. That research is translated into impact, from discovering ways to eliminate malaria, increase healthy behavior, reduce the toll of chronic disease, improve the health of mothers and infants, or change the biology of aging.
engaged in research activity by BSPH faculty and teams.
of all federal grants and contracts awarded to schools of public health are awarded to BSPH.
citations on publications where BSPH was listed in the authors' affiliation in 2019-2023.
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Our 10 departments offer faculty and students the flexibility to focus on a variety of public health disciplines
Our 80+ Centers and Institutes provide a unique combination of breadth and depth, and rich opportunities for collaboration
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Generosity helps our community think outside the traditional boundaries of public health, working across disciplines and industries, to translate research into innovative health interventions and practices
The research@BSPH ecosystem aims to foster an interdependent sense of community among faculty researchers, their research teams, administration, and staff that leverages knowledge and develops shared responses to challenges. The ultimate goal is to work collectively to reduce administrative and bureaucratic barriers related to conducting experiments, recruiting participants, analyzing data, hiring staff, and more, so that faculty can focus on their core academic pursuits.
In order to provide extensive guidance, infrastructure, and support in pursuit of its research mission, research@BSPH employs three core areas: strategy and development, implementation and impact, and integrity and oversight. Our exceptional research teams comprised of faculty, postdoctoral fellows, students, and committed staff are united in our collaborative, collegial, and entrepreneurial approach to problem solving. T he Bloomberg School ensures that our research is accomplished according to the highest ethical standards and complies with all regulatory requirements. In addition to our institutional review board (IRB) which provides oversight for human subjects research, basic science studies employee techniques to ensure the reproducibility of research.
Four bloomberg school faculty elected to national academy of medicine.
Considered one of the highest honors in the fields of health and medicine, NAM membership recognizes outstanding professional achievements and commitment to service.
Lerner center for public health advocacy announces inaugural sommer klag advocacy impact award winners.
Bloomberg School faculty Nadia Akseer and Cass Crifasi selected winners at Advocacy Impact Awards Pitch Competition
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Are you looking for an easy and reliable way to cite your sources in the MLA format? Look no further because Cite This For Me’s MLA citation generator is designed to remove the hassle of citing. You can use it to save valuable time by auto-generating all of your citations.
The Cite This For Me citation machine accesses information from across the web, assembling all of the relevant material into a fully-formatted works cited MLA format page that clearly maps out all of the sources that have contributed to your paper. Using a generator simplifies the frustrating citing process, allowing you to focus on what’s important: completing your assignment to the best of your ability.
Have you encountered an unusual source, such as a microfiche or a handwritten manuscript, and are unsure how to accurately cite this in the MLA format? Or are you struggling with the dozens of different ways to cite a book? If you need a helping hand with creating your citations, Cite This For Me’s accurate and powerful generator and handy MLA format template for each source type will help to get you one step closer to the finishing line.
Continue reading our handy style guide to learn how to cite like a pro. Find out exactly what a citation generator is, how to implement the MLA style in your writing, and how to organize and present your work according to the guidelines.
Whenever you use someone else’s ideas or words in your own work, even if you have paraphrased or completely reworded the information, you must give credit where credit is due to avoid charges of plagiarism. There are many reasons why.
First, using information from a credible source lends credibility to your own thesis or argument. Your writing will be more convincing if you can connect it to information that has been well-researched or written by a credible author. For example, you could argue that “dogs are smart“ based on your own experiences, but it would be more convincing if you could cite scientific research that tested the intelligence of dogs.
Second, you should cite sources because it demonstrates that you are capable of writing on an academic or professional level. Citations show that your writing was thoughtfully researched and composed, something that you would not find in more casual writing.
Lastly, and most importantly, citing is the ethical thing to do. Imagine that you spent months of your life on a paper: researching it, writing it, and revising it. It came out great and you received many compliments on your thesis and ideas. How would you feel if someone took those ideas (or even the whole paper) and turned them in as their own work without citations? You’d probably feel terrible.
All of the source material that has contributed to your work must be acknowledged with an MLA in-text citation (also known as a parenthetical citation ) and be featured in your works cited list as full references.
Create citations, whether manually or by using the Cite This For Me MLA citation generator, to maintain accuracy and consistency throughout your project.
When writing a research paper, any information used from another source needs to be cited. The only exceptions to this rule are everyday phrases (e.g., all the world’s a stage) and common knowledge (e.g., President Kennedy was killed in 1963).
Also, your own work does not need to be cited. That includes your opinions, ideas, and visuals (e.g., graphs, photos, etc.) you created. However, you do need to cite your own work if you have previously published it or used it in another assignment. Otherwise it’s considered self plagiarism . For example, submitting a paper that you wrote and already turned in for another class is still plagiarism, even though it is your own work.
If you have any doubts about whether or not something you’ve written requires a citation, it’s always better to cite the source. While it may be a tedious process without an MLA citation machine, attributing your research is essential in validating the statements and conclusions you make in your work. What’s more, drawing on numerous sources elevates your understanding of the topic, and accurately citing these sources reflects the impressive research journey that you have embarked on.
The importance of crediting your sources goes far beyond ensuring that you don’t lose points on your assignment for citing incorrectly. Plagiarism, even when done unintentionally, can be a serious offense in both the academic and professional world.
If you’re a student, possible consequences include a failing assignment or class grade, loss of scholarship, academic probation, or even expulsion. If you plagiarize while writing professionally, you may suffer legal ramifications as well, such as fines, penalties, or lawsuits.
The consequences of plagiarism extend beyond just the person who plagiarized: it can result in the spread of misinformation. When work is copied and/or improperly cited, the facts and information presented can get misinterpreted, misconstrued, and mis-paraphrased. It can also be more difficult or impossible for readers and peers to check the information and original sources, making your work less credible.
The MLA format was developed by the Modern Language Association as a consistent way of documenting sources used in academic writing. It is a concise style predominantly used in the liberal arts and humanities, first and foremost in research focused on languages, literature, and culture. The 9th edition of the MLA Handbook has the most current format guidelines. It was updated to reflect the expanding digital world and how researchers and writers cite more online sources. You can find out more here .
It is important to present your work consistently, regardless of the style you are using. Accurately and coherently crediting your source material both demonstrates your attention to detail and enhances the credibility of your written work. The MLA format provides a uniform framework for consistency across a scholarly document, and caters to a large variety of sources. So, whether you are citing a website, an article, or even a podcast, the style guide outlines everything you need to know to correctly format all of your MLA citations.* The style also provides specific guidelines for formatting your research paper, and useful tips on the use of the English language in your writing.
Cite This For Me’s style guide is based on (but not associated with) the 9th edition of the Modern Language Association Handbook for Writers of Research Papers. Our MLA generator also uses the 9th edition – allowing you to shift focus from the formatting of your citations to what’s important – how each source contributes to your work.
MLA has been widely adopted by scholars, professors, journal publishers, and both academic and commercial presses across the world. However, many academic institutions and disciplines prefer a specific style of referencing (or have even developed their own unique format) so be sure to check which style you should be using with your professor. Cite This For Me supports citing in thousands of styles, so the odds are good that we have tools for the citation style you need. Whichever style you’re using, be consistent!
So, if you’re battling to get your citations finished in time, you’ve come to the right MLA citation website. The generator above will can cite any source in 7,000+ styles. So, whether your discipline uses the APA citation style, or your institution requires you to cite in the Chicago style citation , simply go to Cite This For Me’s website to find generators and style guides for ASA , IEEE , AMA and many more.
*You may need to cite a source type that is not covered by the format manual – for these instances we have developed additional guidance and MLA format examples, which we believe stick as closely as possible to the spirit of the style. It is clearly indicated where examples are not covered in the official handbook.
The MLA format is generally simpler than other referencing styles as it was developed to emphasize brevity and clarity. The style uses a straightforward two-part documentation system for citing sources: parenthetical citations in the author-page format that are keyed to an alphabetically ordered works cited page. This means that the author’s last name and the page number(s) from which the quotation or paraphrase is taken must appear in the text as a parenthetical citation, and a complete corresponding reference should appear in your works cited list.
Keep your MLA in-text citations brief, clear and accurate by only including the information needed to identify the sources. Furthermore, each parenthetical citation should be placed close to the idea or quote being cited, where a natural pause occurs – which is usually at the end of the sentence. Essentially you should be aiming to position your parenthetical citations where they minimize interruption to the reading flow, which is particularly important in an extensive piece of written work.
Check out the examples below…
Parenthetical citation examples:
If the author’s name already appears in the sentence itself then it does not need to appear in the parentheses. Only the page number appears in the citation. Here’s an MLA format example:
Sontag has theorized that collecting photographs is a way “to collect the world” (3).
Include the author’s last name and the page number(s) from which the quotation or paraphrase is taken in a parenthetical citation after the quote. This way of citing foregrounds the information being cited.
“To collect photographs is to collect the world” (Sontag 3).
When the author is referred to more than once in the same paragraph, you may use a single MLA in-text citation at the end of the paragraph (as long as the work cannot be confused with others cited).
On Photography posits that “to collect photographs is to collect the world.” It intensifies that sentiment by saying photography “means putting oneself into a certain relation to the world that feels like knowledge—and, therefore, like power.” (Sontag 3, 4)
If you are citing two works by the same author, you should put a comma after the author’s surname and add a shortened title to distinguish between them. Italicize book titles, put article titles within quotation marks. As with the above examples, if you mention the author in the text, they don’t need to be included in the parenthetical MLA citation.
In the line “Ask Benjy ef I did. I aint stud’in dat winder” ( The Sound 276), Faulkner employs spelling and diction to communicate the character background of Dilsey. He’s also seen doing this in other books. For example, “He kilt her.” ( As I Lay 54).
In MLA citing, if there are two authors with the same surname, be sure to include their first initial in your citation to avoid confusion.
Each author’s name will be included in both the parenthetical and the full source reference in your MLA bibliography.
Crowley is in fact, the snake who convinced Eve to eat the apple in the Garden of Eden (Prattchett and Gaiman 4).
For any work with three authors or more, you’ll include the last name of the first author listed and the abbreviation “et al.” which is Latin for “and others.”
“The skills required to master high-stakes interactions are quite easy to spot and moderately easy to learn” (Patterson et al. 28).
The MLA formatting examples below above are for information or quotes that have specified pages, usually from a book. If you are using information from a website or online source, the author rules below still apply but a page number is not needed. Instead, just include the first bit of identifiable information that will be shown in the source’s full reference (e.g., author name, video title, website name, etc.).
“Scientists speculate that this might be due to a large chunk of nickel and iron embedded beneath the crater – perhaps the remnants of the asteroid that created it” (Ravilious).
“There’s a flag on the flag; it’s bad design” (“In Defense of Bad Flags”)
Full citations/references MLA website citation:
One of the most common sources cited are websites, so it’s useful to know how to cite a website in MLA.
Ravilious, Kate. “Terrawatch: The Mysteries of the Moon’s Largest Crater.” The Guardian , 1 Oct 2019, www.theguardian.com/science/2019/oct/01/terrawatch-the-mysteries-of-the-moons-largest-crater.
Format for books:
Franke, Damon. Modernist Heresies: British Literary History, 1883-1924 . Ohio State UP, 2008.
Sontag, Susan. On Photography . Penguin, 2008.
MLA citation format for journal articles:
Stanton, Elizabeth Cady. “Progress of the American Woman.” The North American Review , vol. 171, no. 529, 1900, pp. 904–907. JSTOR , www.jstor.org/stable/25105100.
Format for online videos:
“In Defense of Bad Flags.” YouTube , uploaded by Vlogbrothers, 4 Oct. 2019, www.youtube.com/watch?v=AkpAe3_qmq0.
Works cited / bibliography example:
Unlike an MLA in-text citation, you must include all of the publication information in your works cited entries.
Franke, Damon. Modernist Heresies: British Literary History, 1883-1924. Ohio State UP, 2008.
There’s a lot of formatting needed when you cite. Luckily for you, we know where the commas go, and our MLA citation maker will help you put them there.
If citing is giving you a headache, use Cite This For Me’s free, accurate and intuitive MLA citation generator to add all of your source material to your works cited page with just a click.
A works cited page is a comprehensive list of all the sources that directly contributed to your work – each entry links to the brief parenthetical citations in the main body of your work. An in-text citation MLA only contains enough information to enable readers to find the source in the works cited list, so you’ll need to include the complete publication information for the source in your works cited entries.
Your works cited page in MLA should appear at the end of the main body of text on a separate page. Each entry should start at the left margin and be listed alphabetically by the author’s last name (note that if there is no author, you can alphabetize by title). For entries that run for more than one line, indent the subsequent line(s) – this format is called a ‘hanging indentation.’
The title of the page should be neither italicized nor bold – it is simply center-aligned. Like the rest of your MLA format paper the list should be double-spaced, both between and within entries.
Sometimes your professor will ask you to also list the works that you have read throughout your research process, but didn’t directly cite in your paper. This list should be called ‘Work Cited and Consulted,’ and is an excellent opportunity to demonstrate the full extent of the research you have carried out.
As long as you clearly indicate all of your sources via both parenthetical citations and an MLA format works cited list, it is very unlikely that you will lose points for citing incorrectly.
Works cited examples:
Anderson, Benedict. Imagined Communities. Verso, 1983.
Fox, Claire F. The Fence and the River: Culture and Politics at the U.S.-Mexico Border. U of Minnesota P, 1999.
Sontag, Susan. On Photography. Penguin, 2008.
When you are gathering sources in your research phase, be sure to make note of the following bibliographical items that will later make up your works cited MLA.
If you’re still in your research phase, why not try out Cite This For Me for Chrome? It’s an intuitive and easy-to-use browser extension that enables you to instantly create and edit a citation for any online source while you browse the web.
Racing against the clock? If your deadline has crept up on you and you’re running out of time, the Cite This For Me MLA citation maker will collect and add any source to your bibliography with just a click.
In today’s digital age, source material comes in all shapes and sizes. Thanks to the Cite This For Me citation generator, citing is no longer a chore. The citation generator will help you accurately and easily cite any type of source in a heartbeat, whether it be a musical score, a work of art, or even a comic strip. Cite This For Me helps to elevate a student’s research to the next level by enabling them to cite a wide range of sources.
Accurately citing sources for your assignment doesn’t just prevent the appearance of or accusations of plagiarism – presenting your source material in a clear and consistent way also ensures that your work is accessible to your reader. So, whether you’re following the MLA format citation guidelines or using the Cite This For Me citation generator, be sure to abide by the presentation rules on font type, margins, page headers, and line spacing.
For research papers, an MLA cover page or title page is not required. Still, some instructors request an MLA title page. In these cases, ask your instructor for an example of a title page so you know the format they want.
Instead of a cover page, headings are used on a paper’s first page to indicate details like the author’s name, instructor’s name, the class, and date written. Read on for more details.
General page and header formatting:
To format your research paper according to the MLA guidelines:
For your headings (which replace the need for a cover page), do the following:
You’ll also need to include a running head on each page. It should include your last name and the page number. For example: Johnson 2. Place the running head in the upper right-hand corner of the paper, ½ inches from the top and 1 inch from the page’s right edge.
It is worth bearing in mind that the MLA format is constantly evolving to meet the various challenges facing today’s researchers. Using the Cite This For Me citation generator will help you to stay ahead of the game without having to worry about the ways in which the style has changed.
Below is a list outlining the key ways in which MLA has developed since previous editions.
If you’re frustrated by the time-consuming process of citing, the Cite This For Me multi-platform citation management tool will transform the way you conduct your research. Using this fast, accurate and accessible generator will give you more time to work on the content of your paper, so you can spend less time worrying about tedious references.
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Published October 1, 2015. Updated June 16, 2021.
There are many consequences for not providing a correct citation in MLA style. The biggest consequence is that without proper citations, your paper will lose marks for incorrect citations. In addition, your paper can also be considered plagiarism. The responsibility for using proper citations rests with the author of the paper. Failing to properly cite your sources implies that the information in the paper is solely yours when it is not.
While some instructors might be lenient about incorrect citations, others might not. Ultimately, this could land you in serious trouble with your school, organization, or institution. To avoid such issues, always ensure that you provide proper citations. If you are finding it difficult to provide proper citations, Chegg’s citation generator may help.
When citing multiple works by the same author, include the title (or a shortened version of the title) along with the author’s last name and page number in in-text citations.
You can include the author’s name and/or the title in the prose, or you can include all three pieces of information in the parenthetical citation.
(Last Name, Shortened Title page number)
(Sam, Notes to Live By 42)
(Sam, Pointers From a Friend 85)
If you’d like to shorten a title in parenthetical citations, the title can be condensed to the first noun phrase. In the examples above, the titles would be shortened to Notes and Pointers in the parenthetical citations.
When using MLA style to cite a source with two authors, the last names of both authors and the page number being referenced should be included in in-text citations. The names should be listed in the same order in which they appear on the works cited list and be separated by the word “and” in parenthetical citations. If mentioning the authors in the prose, be sure to use both authors’ first and last names on first reference.
Below are a template and example for how to create an in-text citation for a source with two authors in MLA style.
(Last Name 1 and Last Name 2 page number)
(Prusty and Patel 75)
When using MLA style to cite a source with more than two authors, include the last name of the first author listed on your works cited page along with “et. al” and the page number in your in-text citations.
You should only use “et. al” in your works cited list and parenthetical citations. If you include the authors’ names in your prose instead, you can list all the authors’ names or the name of the first author and a phrase like “and her co-authors,” “and others,” etc.
Below are a template and example for how to create an in-text citation for a source with more than two authors in MLA style.
(Author 1 Last Name et al. page number)
(Krishnaswamy et al. 75)
Sources may be cited for various reasons, including to provide credit to others’ ideas, to ensure that readers can find the right sources, and to improve a paper’s credibility. There are some situations when a citation might not be necessary. To avoid ambiguity, here are the situations in which you should include a citation in an MLA style paper:
Things that may be considered common knowledge (like dates of historical events or widely known biographical facts) do not need to be cited. However, if you are unsure whether or not a source needs to be cited, it is always better to err on the side of caution and include a citation.
As per MLA standards, a title page is NOT required. In fact, MLA recommends using a header with all relevant information instead, including your name, instructor’s name, course name, date of submission, and title. However, when your instructor requires a title page or when you are authoring your paper as a group with other people, it is recommended to create a title page for your paper.
If you are creating a title page, you should include the below information:
Since websites don’t usually have page numbers, include only the author’s last name within parentheses using the standard MLA format. If using a citation in prose, directly referring to the author’s name in the sentence, then there is no need to provide any additional parenthetical citation.
Plastics contribute to the single greatest pollutant source for oceans (Shimla).
Shimla states that plastics are the oceans’ greatest pollutant source. [No additional citation is needed since you include the author’s name in the citation in prose and there is no page number available.]
As per section 1.3 of the MLA 9 handbook, center the title of a paper and use double-spacing. Do NOT underline, italicize, bold, or use all capitals for the title. Instead, follow standard rules of capitalization. Any italicized words within the text (e.g., book titles or literary movements) would ALSO be italicized in the title. Don’t use a period after your paper’s title.
Usually, you nclude the paper title on your first page. Only when the instructor needs a specific title page or when the paper is a group paper necessitating a list of all authors should you provide a separate title page. Apart from these two situations, a title page is NOT required.
Below are some examples when you would need to italicize words in the title because they include names of books and/or literary movements.
Perspective Shift during the Baroque Period
Is Macbeth Relevant in 2022 and Beyond?
While the MLA handbook recommends using “an easily readable typeface” and a font size “between 11 and 13,” it also clarifies to follow a professor’s or instructor’s guidelines if they differ. The handbook advises using double-spacing and the same font and size throughout the paper.
Check with your instructor on their preferences, and in the absence of any such preference, use a decent and readable font, like Times New Roman, with font size 12, which is a good balance between readability and aesthetics. The most important thing is to use the same font and size consistently throughout your paper.
As per Sections 5 and 6 of the MLA 9 handbook, if you are referring multiple times to a single source in the same paragraph, you do not need to repeat the author’s name each time you make a reference. However, you must include the page number(s), or another applicable locator, if you are referring to different pages of the same source in the same paragraph. In the examples below, it is clear in the second sentence that you’re citing the same source, so you don’t need to include the author name again, only the page number you’re referring to.
However, if you quote or paraphrase a different source by a different author between mentions of a source by the same author in the same paragraph, you need to reintroduce the source and original author name to clarify who you’re citing.
Citation in Prose Example
According to Theodore Garner, “It is evident that Caucasian males have a proclivity toward thrift than their African counterparts” (352). This can be seen from the high saving levels over a decade (345).
Parenthetical Citation Example
“It is evident that Caucasian males have a proclivity toward thrift than their African counterparts” (Garner 352). This can be seen from the high saving levels over a decade (345).
If referring to different sources by the same author(s), include the source’s title in your in-text citation, so readers know which source you are referring to. You can style such citations in various ways, as shown below. The style remains the same for works with more than one author.
Example with the author’s name and the title in the citation in prose
Howitzer says it best when he talked about the Moonmakers in his poem (23). Howitzer does contradict himself at a later point in time in Sunchanters (46).
Example with the author’s name in prose and the title in a parenthetical citation
Shakespeare writes pessimistically about existence from Hamlet’s point of view (Hamlet 103) . In another work, Shakespeare writes, “Life is a tale told by an idiot, full of sound and fury, signifying nothing” ( Macbeth 55).
Example with the author’s name and the title in the parenthetical citation
A similar pessimism about existence is present in other works, for instance when Hamlet contemplates suicide (Shakespeare, Hamlet 103). Macbeth similarly claims, “Life is a tale told by an idiot, full of sound and fury, signifying nothing” (Shakespeare, Macbeth 55).
To format an MLA works-cited page, follow these fundamental steps:
Place the works-cited list at the end of the paper and after any endnotes, should they be used.
Set a one-inch margin all around (top, bottom, left, and right). Like the prose portion of the paper, use a left margin, not a justified margin.
Running head
Place a running head on the right side of the page in the one-inch header, one-half inch from the top of the page. The running head format includes Surname and page #. The page number continues from the last page of the prose portion of the paper.
Use an easily readable font in which the italics feature is clearly distinguishable. Use the same font as in the prose portion of the paper. Times New Roman and Helvetica are popular standard fonts. Use a font size between 11 and 13 points.
Title the heading “Works Cited”; do not use bold or italics. Align it to the center of the page. Then double-space to begin the first entry. Double-space throughout the page.
Begin the entries flush with the left margin. Indent the second and subsequent lines of each entry one-half inch from the left margin.
Arranging entries
Arrange the Works-cited-list entries alphabetically according to the name of the author, or title if there is no author. If there is more than one author, cite the author listed first on the title page of the work in the alphabetical entry.
A separate medium identification, such as “Print,” is no longer used; however, the medium usually can be identified by the information provided in the citation.
Gann, Ernest K. A Hostage to Fortune . Alfred A. Knopf, 1978.
Invest Answers [@InvestAnswers]. “Taking another run at $45,000.” Twitter , 2 Mar. 2022, twitter.com/invest_answers/status/1499033186734542850.
To include the URL in website citation in MLA style, copy the URL from the browser, but exclude the http:// or https:// unless it is used in a DOI. If the work has a DOI, it is used instead of the URL.
Woldermont, Slat. “Sharks Impacted by Great Atlantic Garbage.” The Atlantic Cleanup , 4 May 2020, www.theatlanticcleanup.com/updates/sharks-impacted-by-Great-Atlantic-Garbage.
Saunders, Judith P. “Philosophy and Fitness: Hemingway’s ‘A Clean, Well-Lighted Place’ and The Sun Also Rises .” American Classics: Evolutionary Perspectives , Academic Studies Press, 2018, pp. 204–25, https://doi.org/10.2307/j.ctv4v3226.15.
The 6 th , 7 th , 8 th , and 9 th editions of MLA style are available on the Cite This For Me citation generator . The default MLA edition is the 9 th edition, the most current edition.
For a webpage/website, journal article, or book, you’ll need 1-2 pieces of basic publication information. For example:
Using those pieces of information, you can search for the source in the Cite This For Me MLA citation generator and it will help you to create a citation.
Other source types (newspaper article, video, government document, etc.) will provide a form on which you provide all source information. Using that information, the citation generator will create a properly formatted MLA citation for you.
Omitting or making up sources are unethical actions that can lead to plagiarism. An MLA citation generator can help a writer create citations for their sources, which is an ethical step needed to avoid plagiarism.
An MLA citation generator can make it easier (and sometimes faster) for a writer to create citations versus manually making each citation. We recommend trying the Cite This For Me MLA citation generator and deciding for yourself.
It’s time for a generative AI (gen AI) reset. The initial enthusiasm and flurry of activity in 2023 is giving way to second thoughts and recalibrations as companies realize that capturing gen AI’s enormous potential value is harder than expected .
With 2024 shaping up to be the year for gen AI to prove its value, companies should keep in mind the hard lessons learned with digital and AI transformations: competitive advantage comes from building organizational and technological capabilities to broadly innovate, deploy, and improve solutions at scale—in effect, rewiring the business for distributed digital and AI innovation.
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.
Companies looking to score early wins with gen AI should move quickly. But those hoping that gen AI offers a shortcut past the tough—and necessary—organizational surgery are likely to meet with disappointing results. Launching pilots is (relatively) easy; getting pilots to scale and create meaningful value is hard because they require a broad set of changes to the way work actually gets done.
Let’s briefly look at what this has meant for one Pacific region telecommunications company. The company hired a chief data and AI officer with a mandate to “enable the organization to create value with data and AI.” The chief data and AI officer worked with the business to develop the strategic vision and implement the road map for the use cases. After a scan of domains (that is, customer journeys or functions) and use case opportunities across the enterprise, leadership prioritized the home-servicing/maintenance domain to pilot and then scale as part of a larger sequencing of initiatives. They targeted, in particular, the development of a gen AI tool to help dispatchers and service operators better predict the types of calls and parts needed when servicing homes.
Leadership put in place cross-functional product teams with shared objectives and incentives to build the gen AI tool. As part of an effort to upskill the entire enterprise to better work with data and gen AI tools, they also set up a data and AI academy, which the dispatchers and service operators enrolled in as part of their training. To provide the technology and data underpinnings for gen AI, the chief data and AI officer also selected a large language model (LLM) and cloud provider that could meet the needs of the domain as well as serve other parts of the enterprise. The chief data and AI officer also oversaw the implementation of a data architecture so that the clean and reliable data (including service histories and inventory databases) needed to build the gen AI tool could be delivered quickly and responsibly.
Let’s deliver on the promise of technology from strategy to scale.
Our book Rewired: The McKinsey Guide to Outcompeting in the Age of Digital and AI (Wiley, June 2023) provides a detailed manual on the six capabilities needed to deliver the kind of broad change that harnesses digital and AI technology. In this article, we will explore how to extend each of those capabilities to implement a successful gen AI program at scale. While recognizing that these are still early days and that there is much more to learn, our experience has shown that breaking open the gen AI opportunity requires companies to rewire how they work in the following ways.
The broad excitement around gen AI and its relative ease of use has led to a burst of experimentation across organizations. Most of these initiatives, however, won’t generate a competitive advantage. One bank, for example, bought tens of thousands of GitHub Copilot licenses, but since it didn’t have a clear sense of how to work with the technology, progress was slow. Another unfocused effort we often see is when companies move to incorporate gen AI into their customer service capabilities. Customer service is a commodity capability, not part of the core business, for most companies. While gen AI might help with productivity in such cases, it won’t create a competitive advantage.
To create competitive advantage, companies should first understand the difference between being a “taker” (a user of available tools, often via APIs and subscription services), a “shaper” (an integrator of available models with proprietary data), and a “maker” (a builder of LLMs). For now, the maker approach is too expensive for most companies, so the sweet spot for businesses is implementing a taker model for productivity improvements while building shaper applications for competitive advantage.
Much of gen AI’s near-term value is closely tied to its ability to help people do their current jobs better. In this way, gen AI tools act as copilots that work side by side with an employee, creating an initial block of code that a developer can adapt, for example, or drafting a requisition order for a new part that a maintenance worker in the field can review and submit (see sidebar “Copilot examples across three generative AI archetypes”). This means companies should be focusing on where copilot technology can have the biggest impact on their priority programs.
Some industrial companies, for example, have identified maintenance as a critical domain for their business. Reviewing maintenance reports and spending time with workers on the front lines can help determine where a gen AI copilot could make a big difference, such as in identifying issues with equipment failures quickly and early on. A gen AI copilot can also help identify root causes of truck breakdowns and recommend resolutions much more quickly than usual, as well as act as an ongoing source for best practices or standard operating procedures.
The challenge with copilots is figuring out how to generate revenue from increased productivity. In the case of customer service centers, for example, companies can stop recruiting new agents and use attrition to potentially achieve real financial gains. Defining the plans for how to generate revenue from the increased productivity up front, therefore, is crucial to capturing the value.
Join our colleagues Jessica Lamb and Gayatri Shenai on April 8, as they discuss how companies can navigate the ever-changing world of gen AI.
By now, most companies have a decent understanding of the technical gen AI skills they need, such as model fine-tuning, vector database administration, prompt engineering, and context engineering. In many cases, these are skills that you can train your existing workforce to develop. Those with existing AI and machine learning (ML) capabilities have a strong head start. Data engineers, for example, can learn multimodal processing and vector database management, MLOps (ML operations) engineers can extend their skills to LLMOps (LLM operations), and data scientists can develop prompt engineering, bias detection, and fine-tuning skills.
The following are examples of new skills needed for the successful deployment of generative AI tools:
The learning process can take two to three months to get to a decent level of competence because of the complexities in learning what various LLMs can and can’t do and how best to use them. The coders need to gain experience building software, testing, and validating answers, for example. It took one financial-services company three months to train its best data scientists to a high level of competence. While courses and documentation are available—many LLM providers have boot camps for developers—we have found that the most effective way to build capabilities at scale is through apprenticeship, training people to then train others, and building communities of practitioners. Rotating experts through teams to train others, scheduling regular sessions for people to share learnings, and hosting biweekly documentation review sessions are practices that have proven successful in building communities of practitioners (see sidebar “A sample of new generative AI skills needed”).
It’s important to bear in mind that successful gen AI skills are about more than coding proficiency. Our experience in developing our own gen AI platform, Lilli , showed us that the best gen AI technical talent has design skills to uncover where to focus solutions, contextual understanding to ensure the most relevant and high-quality answers are generated, collaboration skills to work well with knowledge experts (to test and validate answers and develop an appropriate curation approach), strong forensic skills to figure out causes of breakdowns (is the issue the data, the interpretation of the user’s intent, the quality of metadata on embeddings, or something else?), and anticipation skills to conceive of and plan for possible outcomes and to put the right kind of tracking into their code. A pure coder who doesn’t intrinsically have these skills may not be as useful a team member.
While current upskilling is largely based on a “learn on the job” approach, we see a rapid market emerging for people who have learned these skills over the past year. That skill growth is moving quickly. GitHub reported that developers were working on gen AI projects “in big numbers,” and that 65,000 public gen AI projects were created on its platform in 2023—a jump of almost 250 percent over the previous year. If your company is just starting its gen AI journey, you could consider hiring two or three senior engineers who have built a gen AI shaper product for their companies. This could greatly accelerate your efforts.
To ensure that all parts of the business can scale gen AI capabilities, centralizing competencies is a natural first move. The critical focus for this central team will be to develop and put in place protocols and standards to support scale, ensuring that teams can access models while also minimizing risk and containing costs. The team’s work could include, for example, procuring models and prescribing ways to access them, developing standards for data readiness, setting up approved prompt libraries, and allocating resources.
While developing Lilli, our team had its mind on scale when it created an open plug-in architecture and setting standards for how APIs should function and be built. They developed standardized tooling and infrastructure where teams could securely experiment and access a GPT LLM , a gateway with preapproved APIs that teams could access, and a self-serve developer portal. Our goal is that this approach, over time, can help shift “Lilli as a product” (that a handful of teams use to build specific solutions) to “Lilli as a platform” (that teams across the enterprise can access to build other products).
For teams developing gen AI solutions, squad composition will be similar to AI teams but with data engineers and data scientists with gen AI experience and more contributors from risk management, compliance, and legal functions. The general idea of staffing squads with resources that are federated from the different expertise areas will not change, but the skill composition of a gen-AI-intensive squad will.
Building a gen AI model is often relatively straightforward, but making it fully operational at scale is a different matter entirely. We’ve seen engineers build a basic chatbot in a week, but releasing a stable, accurate, and compliant version that scales can take four months. That’s why, our experience shows, the actual model costs may be less than 10 to 15 percent of the total costs of the solution.
Building for scale doesn’t mean building a new technology architecture. But it does mean focusing on a few core decisions that simplify and speed up processes without breaking the bank. Three such decisions stand out:
The ability of a business to generate and scale value from gen AI models will depend on how well it takes advantage of its own data. As with technology, targeted upgrades to existing data architecture are needed to maximize the future strategic benefits of gen AI:
Because many people have concerns about gen AI, the bar on explaining how these tools work is much higher than for most solutions. People who use the tools want to know how they work, not just what they do. So it’s important to invest extra time and money to build trust by ensuring model accuracy and making it easy to check answers.
One insurance company, for example, created a gen AI tool to help manage claims. As part of the tool, it listed all the guardrails that had been put in place, and for each answer provided a link to the sentence or page of the relevant policy documents. The company also used an LLM to generate many variations of the same question to ensure answer consistency. These steps, among others, were critical to helping end users build trust in the tool.
Part of the training for maintenance teams using a gen AI tool should be to help them understand the limitations of models and how best to get the right answers. That includes teaching workers strategies to get to the best answer as fast as possible by starting with broad questions then narrowing them down. This provides the model with more context, and it also helps remove any bias of the people who might think they know the answer already. Having model interfaces that look and feel the same as existing tools also helps users feel less pressured to learn something new each time a new application is introduced.
Getting to scale means that businesses will need to stop building one-off solutions that are hard to use for other similar use cases. One global energy and materials company, for example, has established ease of reuse as a key requirement for all gen AI models, and has found in early iterations that 50 to 60 percent of its components can be reused. This means setting standards for developing gen AI assets (for example, prompts and context) that can be easily reused for other cases.
While many of the risk issues relating to gen AI are evolutions of discussions that were already brewing—for instance, data privacy, security, bias risk, job displacement, and intellectual property protection—gen AI has greatly expanded that risk landscape. Just 21 percent of companies reporting AI adoption say they have established policies governing employees’ use of gen AI technologies.
Similarly, a set of tests for AI/gen AI solutions should be established to demonstrate that data privacy, debiasing, and intellectual property protection are respected. Some organizations, in fact, are proposing to release models accompanied with documentation that details their performance characteristics. Documenting your decisions and rationales can be particularly helpful in conversations with regulators.
In some ways, this article is premature—so much is changing that we’ll likely have a profoundly different understanding of gen AI and its capabilities in a year’s time. But the core truths of finding value and driving change will still apply. How well companies have learned those lessons may largely determine how successful they’ll be in capturing that value.
The authors wish to thank Michael Chui, Juan Couto, Ben Ellencweig, Josh Gartner, Bryce Hall, Holger Harreis, Phil Hudelson, Suzana Iacob, Sid Kamath, Neerav Kingsland, Kitti Lakner, Robert Levin, Matej Macak, Lapo Mori, Alex Peluffo, Aldo Rosales, Erik Roth, Abdul Wahab Shaikh, and Stephen Xu for their contributions to this article.
This article was edited by Barr Seitz, an editorial director in the New York office.
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