Within Study Practice
Why learning preferences do not prove learning styles
Students may prefer certain formats, but preference alone does not show that matching instruction improves achievement.
On this page
- The difference between liking a format and learning from it
- What learning style assessments fail to tell teachers
- Better evidence to collect during lessons
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Introduction
Learning-style surveys are often presented as a way to respect individual differences. A student completes a questionnaire, is labelled as a visual, auditory or kinaesthetic learner, and teachers are encouraged to adapt instruction accordingly. The problem is that these surveys usually measure preferences, not learning effectiveness. A learner may enjoy diagrams more than spoken explanations, or prefer listening to reading, but that does not demonstrate that learning outcomes improve when teaching is matched to that preference. Research reviews have repeatedly found that the key claim behind learning-style matching—the idea that students learn better when instruction is tailored to their identified style—lacks convincing empirical support. [PubMed]pubmed.ncbi.nlm.nih.govPubMedLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 5025 — Learning styles refers to the concept that individuals… [Sage Journals]journals.sagepub.comj.1539 6053.2009.01038.xSage JournalsLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 4979 — The most common—but not the only—hypothesis abou…
This distinction matters because preference is easy to observe while learning is harder to measure. Students can accurately report what they like. Whether those likes lead to better understanding, retention and transfer of knowledge is a different question.
The difference between liking a format and learning from it
Many learning-style surveys ask questions about comfort, enjoyment or habits. A student might indicate that they prefer watching demonstrations, listening to explanations or engaging in hands-on activities. These responses reveal something real: people do have preferences for how information is presented. What they do not reveal is whether those formats produce superior learning outcomes. [University of Waterloo]uwaterloo.caUniversity of WaterlooUnderstanding Learning Styles | Centre for Teaching…by SF Model — This Teaching Tip discusses the distinction be… [2digitalcommons.georgiasouthern.edu]digitalcommons.georgiasouthern.eduLearning Preferences Instead of Learning Stylesby CS Deale · 2019 · Cited by 43 — The case is made that learning preferences matter even…
The confusion arises because preference and performance often feel as though they should be linked. If learners enjoy a particular format, it seems reasonable to assume they learn better from it. Yet educational research frequently finds that the methods learners enjoy most are not always the methods that produce the strongest long-term retention. Activities that require effortful thinking, retrieval and practice can feel more difficult while producing better learning. [American Federation of Teachers]aft.orgAmerican Federation of TeachersAsk the Cognitive Scientist: Does Tailoring Instruction to “…by DT Willingham · Cited by 43 — Research…
A useful comparison is physical exercise. Someone may prefer walking to strength training, but that preference alone does not prove walking is the most effective route to every fitness goal. Likewise, preferring visual material does not prove that visual presentation is the optimal way to learn every topic.
Researchers evaluating learning styles have therefore focused on a stricter question: if students are classified by a survey, do students identified as one style learn more when taught in that style than when taught in another? Reviews of the evidence have found little support for this prediction. [PubMed]pubmed.ncbi.nlm.nih.govPubMedLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 5025 — Learning styles refers to the concept that individuals… [Sage Journals]journals.sagepub.comj.1539 6053.2009.01038.xSage JournalsLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 4979 — The most common—but not the only—hypothesis abou…
What learning-style assessments fail to tell teachers
The central weakness of many learning-style surveys is that they cannot establish the instructional decisions teachers actually need to make.
A label does not predict the best teaching method
For a learning-style assessment to justify matched instruction, it must do more than sort students into categories. It must identify groups that benefit differently from different teaching methods. Researchers have described this as the “meshing” or “matching” hypothesis. A valid test would show that learners classified into one category perform better under one instructional approach while learners in another category perform better under a different approach. Reviews have found very few studies that meet the required research design, and those that do generally fail to provide strong support for the hypothesis. [Learning Guild]learningguild.comMatching teaching to content produces betterLearning GuildResearch Discredits Learning Styles “Matching Hypothesis”13 Mar 2019 — While appealing, the learning styles “matching hypot… [PubMed]pubmed.ncbi.nlm.nih.govPubMedLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 5025 — Learning styles refers to the concept that individuals… [Sage Journals]journals.sagepub.comj.1539 6053.2009.01038.xSage JournalsLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 4979 — The most common—but not the only—hypothesis abou…
As a result, completing a survey may produce a category label without demonstrating that the label has practical instructional value.
Many surveys measure self-perception rather than learning
Learning-style inventories typically rely on self-report. Participants indicate how they think they learn best. However, people are not always accurate judges of the conditions that produce the strongest learning. Students may confuse ease, familiarity or enjoyment with effectiveness. A preference questionnaire therefore measures beliefs about learning as much as learning itself. [American Federation of Teachers]aft.orgAmerican Federation of TeachersAsk the Cognitive Scientist: Does Tailoring Instruction to “…by DT Willingham · Cited by 43 — Research…
This is one reason researchers increasingly distinguish between learning styles and learning preferences. Preferences are real and can influence motivation or engagement. The stronger claim—that preferences identify the most effective instructional format—has not received comparable support. [University of Waterloo]uwaterloo.caUniversity of WaterlooUnderstanding Learning Styles | Centre for Teaching…by SF Model — This Teaching Tip discusses the distinction be… [2digitalcommons.georgiasouthern.edu]digitalcommons.georgiasouthern.eduLearning Preferences Instead of Learning Stylesby CS Deale · 2019 · Cited by 43 — The case is made that learning preferences matter even…
Categories are often unstable and inconsistent
Another challenge is that learning-style instruments vary widely. Different surveys use different dimensions, labels and theories. Reviews have noted that many instruments classify learners using overlapping or poorly defined categories, making it difficult to know what the labels actually represent. A student may receive different classifications depending on which questionnaire is used. [bradfordvts.co.uk]bradfordvts.co.ukLearning styles: time to move on Frank CoffieldOctober 25, 2014 — by F Coffield · Cited by 22 — Second, not all learning styles questionn…
If the classification itself is uncertain, confidence in instructional decisions based on that classification becomes difficult to justify.
Why the surveys remain persuasive
The popularity of learning-style assessments does not stem primarily from strong evidence. Instead, they appeal to several intuitions that feel reasonable.
First, they acknowledge individual differences. Teachers know students are not identical, and learning-style language appears to offer a practical way to recognise those differences. Second, the categories are easy to understand and communicate. Third, students often recognise themselves in the descriptions, creating a sense of personal relevance. PMC [Aeon]aeon.cothe evidence is clear learning styles theory doesnt workThe evidence is clear: learning styles theory doesn't work26 Jan 2023 — Yet, despite its appeal, there is simply no credible evidence to…
There is also a subtle psychological effect. Being told that one is a “visual learner” can make past experiences seem more coherent. Successes and difficulties are explained through a simple narrative. Yet a satisfying explanation is not the same as an evidence-based one. Research has consistently found that belief in learning styles remains widespread even though empirical support for matched instruction remains weak. PMC [Evidence Based Education]evidencebased.educationthe lingering learning styles mythThe lingering 'learning styles' mythAug 5, 2024 — 'Learning styles' refers to the belief that individuals can be categorised into distinc…
A further risk is that labels may unintentionally narrow students’ beliefs about what they can do. A learner who adopts a fixed identity such as “I am not an auditory learner” may become less willing to practise skills that require listening, reading or other forms of learning. [blogs.northampton.ac.uk]blogs.northampton.ac.ukQuestion: What's Your Preferred Learning Style?16 Jun 2016 — Students don't really learn better when receiving information in their prefe…
Better evidence to collect during lessons
If learning-style surveys do not reliably identify the best instructional match, what information should teachers gather instead?
The strongest evidence comes from observing actual learning rather than reported preferences. Teachers can collect data that directly reflects understanding and retention:
- Responses to low-stakes quizzes and retrieval activities.
- Performance on cumulative review tasks.
- Explanations given from memory.
- Success transferring knowledge to new problems.
- Patterns of errors and misconceptions.
- Progress over time rather than immediate impressions.
These measures reveal whether students are learning, not merely whether they enjoyed a particular format. They also provide actionable information. If a student repeatedly struggles to recall key concepts, the solution may involve additional retrieval practice, feedback or examples rather than a different learning-style category. [American Federation of Teachers]aft.orgAmerican Federation of TeachersAsk the Cognitive Scientist: Does Tailoring Instruction to “…by DT Willingham · Cited by 43 — Research…
Teachers can still use multiple representations of information—diagrams, spoken explanations, demonstrations, worked examples and discussion—but the choice should be guided by the content being taught and evidence of student understanding. Some subjects are inherently visual, some are inherently verbal, and many benefit from combining formats. The evidence does not suggest that these choices should be determined primarily by a learning-style survey. My College [Learning Guild]learningguild.comMatching teaching to content produces betterLearning GuildResearch Discredits Learning Styles “Matching Hypothesis”13 Mar 2019 — While appealing, the learning styles “matching hypot…
What preference surveys can still be useful for
Rejecting learning-style matching does not require ignoring student preferences altogether.
Preferences can provide information about engagement, confidence and access. For example, students may have reasonable preferences about note-taking methods, classroom activities or the formats they find most motivating. Understanding those preferences may help create a more comfortable learning environment. The mistake is assuming that preference data automatically identifies the most effective route to learning. [University of Waterloo]uwaterloo.caUniversity of WaterlooUnderstanding Learning Styles | Centre for Teaching…by SF Model — This Teaching Tip discusses the distinction be… [Leading Learning]leadinglearning.comepisode 383 learning styles learner preferencesLearning Styles and Learner PreferencesNov 14, 2023 — Learning styles are a pernicious myth, but learner preferences are a reality that l…
The evidence-based position is therefore narrower than many people expect. Students often have genuine preferences. Learning-style surveys can sometimes reveal those preferences. What they do not reliably show is that matching instruction to those preferences improves achievement. That gap between preference and proof is the central reason learning-style assessments remain one of education’s most persistent misconceptions. [pubs.acs.org]pubs.acs.orgFinding No Evidence for Learning StylesACS PublicationsJul 11, 2017 — No experimental evidence exists to support the hypothesis that instruction designed in response to student… [PubMed]pubmed.ncbi.nlm.nih.govPubMedLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 5025 — Learning styles refers to the concept that individuals… [PMC]pmc.ncbi.nlm.nih.govPMCEvidence-Based Higher Education – Is the Learning Styles…by PM Newton · 2017 · Cited by 470 — The basic idea behind the use of 'Lea…
Amazon book picks
Further Reading
Books and field guides related to Why learning preferences do not prove learning styles. Use these as the next step if you want deeper reading beyond the article.
Uncommon Sense Teaching
Addresses misconceptions about learning styles and explains evidence-based instruction.
Make It Stick
Directly challenges learning myths and emphasizes retrieval over preference matching.
Why Don't Students Like School?
Explains how learning actually works and critiques common educational myths.
Visible Learning for Teachers
Focuses on interventions supported by evidence rather than popular myths.
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Endnotes
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Source: pmc.ncbi.nlm.nih.gov
Link: https://pmc.ncbi.nlm.nih.gov/articles/PMC5366351/Source snippet
PMCEvidence-Based Higher Education – Is the Learning Styles...by PM Newton · 2017 · Cited by 470 — The basic idea behind the use of 'Lea...
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Source: digitalcommons.georgiasouthern.edu
Link: https://digitalcommons.georgiasouthern.edu/cgi/viewcontent.cgi?article=1897&context=ij-sotlSource snippet
Learning Preferences Instead of Learning Stylesby CS Deale · 2019 · Cited by 43 — The case is made that learning preferences matter even...
-
Source: blogs.northampton.ac.uk
Link: https://blogs.northampton.ac.uk/learntech/2016/06/16/question-whats-your-preferred-learning-style/Source snippet
Question: What's Your Preferred Learning Style?16 Jun 2016 — Students don't really learn better when receiving information in their prefe...
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Source: bradfordvts.co.uk
Link: https://bradfordvts.co.uk/wp-content/onlineresources/teaching-learning/learning-personality-styles/learning%20styles%20-%20is%20it%20time%20to%20move%20on%20-%20opinion%20piece%20by%20coffield.pdfSource snippet
Learning styles: time to move on Frank CoffieldOctober 25, 2014 — by F Coffield · Cited by 22 — Second, not all learning styles questionn...
Published: October 25, 2014
-
Source: pmc.ncbi.nlm.nih.gov
Link: https://pmc.ncbi.nlm.nih.gov/articles/PMC2690881/Source snippet
Styles: A Review of Theory, Application, and Best...by F Romanelli · 2009 · Cited by 578 — This review will describe various learning st...
-
Source: aeon.co
Title: the evidence is clear learning styles theory doesnt work
Link: https://aeon.co/essays/the-evidence-is-clear-learning-styles-theory-doesnt-workSource snippet
The evidence is clear: learning styles theory doesn't work26 Jan 2023 — Yet, despite its appeal, there is simply no credible evidence to...
-
Source: pubs.acs.org
Title: Finding No Evidence for Learning Styles
Link: https://pubs.acs.org/doi/10.1021/acs.jchemed.7b00424Source snippet
ACS PublicationsJul 11, 2017 — No experimental evidence exists to support the hypothesis that instruction designed in response to student...
-
Source: youtube.com
Title: Learning Styles & the importance of critical self-reflection
Link: https://www.youtube.com/watch?v=855Now8h5RsSource snippet
Learning Styles - The BIGGEST Myth in Education...
-
Source: youtube.com
Title: Learning Styles
Link: https://www.youtube.com/watch?v=_bWueJub_eUSource snippet
The Learning Styles Myth...
-
Source: pubmed.ncbi.nlm.nih.gov
Link: https://pubmed.ncbi.nlm.nih.gov/26162104/Source snippet
PubMedLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 5025 — Learning styles refers to the concept that individuals...
-
Source: journals.sagepub.com
Title: j.1539 6053.2009.01038.x
Link: https://journals.sagepub.com/doi/abs/10.1111/j.1539-6053.2009.01038.xSource snippet
Sage JournalsLearning Styles: Concepts and Evidenceby H Pashler · 2008 · Cited by 4979 — The most common—but not the only—hypothesis abou...
-
Source: uwaterloo.ca
Link: https://uwaterloo.ca/centre-for-teaching-excellence/catalogs/tip-sheets/understanding-your-learning-styleSource snippet
University of WaterlooUnderstanding Learning Styles | Centre for Teaching...by SF Model — This Teaching Tip discusses the distinction be...
-
Source: aft.org
Link: https://www.aft.org/ae/summer2018/willinghamSource snippet
American Federation of TeachersAsk the Cognitive Scientist: Does Tailoring Instruction to “...by DT Willingham · Cited by 43 — Research...
-
Source: learningguild.com
Title: Matching teaching to content produces better
Link: https://www.learningguild.com/articles/research-discredits-learning-styles-matching-hypothesisSource snippet
Learning GuildResearch Discredits Learning Styles “Matching Hypothesis”13 Mar 2019 — While appealing, the learning styles “matching hypot...
-
Source: leadinglearning.com
Title: episode 383 learning styles learner preferences
Link: https://www.leadinglearning.com/episode-383-learning-styles-learner-preferences/Source snippet
Learning Styles and Learner PreferencesNov 14, 2023 — Learning styles are a pernicious myth, but learner preferences are a reality that l...
-
Source: evidencebased.education
Title: the lingering learning styles myth
Link: https://evidencebased.education/resource/the-lingering-learning-styles-myth/Source snippet
The lingering 'learning styles' mythAug 5, 2024 — 'Learning styles' refers to the belief that individuals can be categorised into distinc...
-
Source: Wikipedia
Link: https://en.wikipedia.org/wiki/LearningSource snippet
LearningLearning is the process of acquiring new understanding, knowledge, behavior, skills, values, attitudes, and preferences. The a...
Additional References
-
Source: techlearning.com
Link: https://www.techlearning.com/news/busting-the-myth-of-learning-stylesSource snippet
Despite its deep-rooted presence in education, numerous studies, including those by Polly R. Husmann and Daniel T. Willingham, have found...
-
Source: medium.com
Link: https://medium.com/%40cpearson_64433/the-learning-styles-myth-53518d54c53fSource snippet
The Learning Styles MythThis is known as the meshing hypothesis, or matching hypothesis, when the learning preference is matched to the t...
-
Source: gc-bs.org
Link: [https://gc-bs.org/articles/from-styles-to-science-debunkingSource snippet
Debunking the Learning Styles Myth and Embracing...12 Jan 2026 — The central claim, known as the meshing hypothesis, that learning is op...
-
Source: my.chartered.college
Link: https://my.chartered.college/impact_article/the-problem-with-learning-styles-debunking-the-meshing-hypothesis-in-english-language-teaching/Source snippet
My CollegeThe problem with learning styles: debunking the meshing...22 Feb 2018 — The idea that catering to a learner's favoured sensory...
-
Source: mirjamglessmer.com
Title: the learning styles myth based on pashler et al 2008 nancekivell et al 2020
Link: https://mirjamglessmer.com/2021/06/25/the-learning-styles-myth-based-on-pashler-et-al-2008-nancekivell-et-al-2020/Source snippet
The learning styles myth (based on Pashler et al., 200825 Jun 2021 — Learning styles are a bit of a myth. When you ask people, yes, they...
-
Source: researchgate.net
Link: https://www.researchgate.net/figure/Acceptable-and-non-acceptable-evidence-for-the-meshing-hypothesis-A-Acceptable_fig1_369942709Source snippet
ce and not matching teaching and learning styles decreases learning performance.Read more...
-
Source: emerald.com
Link: https://www.emerald.com/books/edited-volume/12434/chapter/82609168/Learning-Styles-Learning-Preferences-and-StudentSource snippet
these with the related concepts of learning preferences and student choice.Read more...
-
Source: deansforimpact.org
Title: Learning styles: what does the research say?
Link: https://www.deansforimpact.org/about/news-and-blog/2016/04/28/learning-styles-what-does-the-research-saySource snippet
| April 28, 201628 Apr 2016 — The idea that students will learn more if they receive instruction that specifically matches their learning...
-
Source: bjorklab.psych.ucla.edu
Title: Pashler McDaniel Rohrer Bjork 2009 PSPI
Link: https://bjorklab.psych.ucla.edu/wp-content/uploads/sites/13/2016/07/Pashler_McDaniel_Rohrer_Bjork_2009_PSPI.pdfSource snippet
Stylesby H Pashler · Cited by 5025 — meshing hypothesis, according to which instruction is best provided in a format that matches the pre...
-
Source: wtmacademy.com
Title: learning styles vs learning preferences
Link: https://www.wtmacademy.com/learning-styles-vs-learning-preferences/Source snippet
Learning Styles vs. Learning PreferencesJul 31, 2020 — Rather than talking about learning styles, it's more helpful to think about learni...
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