Pith. Sign in

RECORD

How physics instruction impacts students' beliefs about learning physics: A meta-analysis of 24 studies

Physics Education · Submitted 25 Mar 2014

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim We report that in typical physics classes, students' beliefs deteriorate or at best stay the same.

how it is stated · asserted 0.99 read the record →

Comment (0) Read on arXiv ↗
Cite ▾
arXiv ID1403.6522 (version 3)
Pith IDPXIL32KK, Pith's permanent record of this paper and its review
CitationAdrian Madsen, Eleanor C. Sayre, Sarah B. McKagan. "How physics instruction impacts students' beliefs about learning physics: A meta-analysis of 24 studies." arXiv:1403.6522 (2014). https://pith.science/paper/PXIL32KK
Claim paper

The compiled record

The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.

Open the compiled record

Compiled by classifier-1.13-20260917 via OpenRouter, question bank abstract-p1-20260923, 2026-09-23: 1 request, 8,834 input tokens, $0.0004 reported.

What the abstract itself states, as probabilities: claims first 0.03 · states limitation 0.97 · human participants 0.90 · controlled comparison 0.27 · randomized assignment 0.02 · states quantitative result 0.70 · compares with prior results 0.51 · mentions code or data availability 0.01.

The abstract, sentence by sentence

arXiv listing abstract v3. Results and the main claim are underlined; .

In this meta-analysis, we synthesize the results of 24 studies using the Colorado Learning Attitudes about Science Survey (CLASS) and the Maryland Physics Expectations Survey (MPEX) to answer several questions: (1) How does physics instruction impact students' beliefs? (2) When do physics majors develop expert-like beliefs? and (3) How do students' beliefs impact their learning of physics? We report that in typical physics classes, students' beliefs deteriorate or at best stay the same. There are a few types of interventions, including an explicit focus on model-building and/or developing expert- like beliefs that lead to significant improvements in beliefs. Further, small courses and those for elementary education and non-science majors also result in improved beliefs. However, because the available data oversamples certain types of classes, it is unclear whether these improvements are actually due to the interventions, or due to the small class size, or student population typical of the kinds of classes in which these interventions are most often used. Physics majors tend to enter their undergraduate education with more expert-like beliefs than non-majors and these beliefs remain relatively stable throughout their undergraduate careers. Thus, typical physics courses appear to be selecting students who already have strong beliefs, rather than supporting students in developing strong beliefs. There is a small correlation between students' incoming beliefs about physics and their gains on conceptual mechanics surveys. This suggests that students with more expert-like incoming beliefs may learn more in their physics courses, but this finding should be further explored and replicated. Some unanswered questions remain. To answer these questions, we advocate several specific types of future studies.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 In this meta-analysis, we synthesize the results of 24 studies using the Colorado Learning Attitudes about Science Survey (CLASS) and the Maryland Physics Expectations Survey (MPEX) to answer several questions: (1) How does physics instruction impact students' beliefs? contribution 0.64 0.82 0.03 unclear 0.64
s1 (2) When do physics majors develop expert-like beliefs? and (3) How do students' beliefs impact their learning of physics? contribution 0.48 0.07 0.02 unclear 0.99
s2 We report that in typical physics classes, students' beliefs deteriorate or at best stay the same. result 1.00 0.84 0.60 asserted 0.99
s3 There are a few types of interventions, including an explicit focus on model-building and/or developing expert- like beliefs that lead to significant improvements in beliefs. result 1.00 0.72 0.17 asserted 1.00
s4 Further, small courses and those for elementary education and non-science majors also result in improved beliefs. result 1.00 0.60 0.07 asserted 1.00
s5 However, because the available data oversamples certain types of classes, it is unclear whether these improvements are actually due to the interventions, or due to the small class size, or student population typical of the kinds of classes in which these interventions are most often used. limitation 1.00 0.38 0.05 hedged possibility 0.45
s6 Physics majors tend to enter their undergraduate education with more expert-like beliefs than non-majors and these beliefs remain relatively stable throughout their undergraduate careers. result 1.00 0.78 0.10 asserted 1.00
s7 Thus, typical physics courses appear to be selecting students who already have strong beliefs, rather than supporting students in developing strong beliefs. interpretation 1.00 0.57 0.23 asserted 0.53
s8 There is a small correlation between students' incoming beliefs about physics and their gains on conceptual mechanics surveys. result 1.00 0.83 0.04 asserted 0.99
s9 This suggests that students with more expert-like incoming beliefs may learn more in their physics courses, but this finding should be further explored and replicated. interpretation 0.80 0.75 0.04 hedged possibility 1.00
s10 Some unanswered questions remain. future work 0.67 0.16 0.02 asserted 0.78
s11 To answer these questions, we advocate several specific types of future studies. future work 1.00 0.29 0.03 asserted 0.48

What kind of paper the classifier reports this is: review 1.00 · evidence from analysis of existing data 0.87.

What was examined, and what was not

sources read
  • arXiv listing abstract v3
not examined
  • full text
  • figures and tables
  • references and citing sentences
  • relations to other papers
levels run
  • P abstract
not run
  • S sections
  • T body sentences
  • C citations
  • R cross-paper relations

Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

In this meta-analysis, we synthesize the results of 24 studies using the Colorado Learning Attitudes about Science Survey (CLASS) and the Maryland Physics Expectations Survey (MPEX) to answer several questions: (1) How does physics instruction impact students' beliefs? (2) When do physics majors develop expert-like beliefs? and (3) How do students' beliefs impact their learning of physics? We report that in typical physics classes, students' beliefs deteriorate or at best stay the same. There are a few types of interventions, including an explicit focus on model-building and/or developing expert- like beliefs that lead to significant improvements in beliefs. Further, small courses and those for elementary education and non-science majors also result in improved beliefs. However, because the available data oversamples certain types of classes, it is unclear whether these improvements are actually due to the interventions, or due to the small class size, or student population typical of the kinds of classes in which these interventions are most often used. Physics majors tend to enter their undergraduate education with more expert-like beliefs than non-majors and these beliefs remain relatively stable throughout their undergraduate careers. Thus, typical physics courses appear to be selecting students who already have strong beliefs, rather than supporting students in developing strong beliefs. There is a small correlation between students' incoming beliefs about physics and their gains on conceptual mechanics surveys. This suggests that students with more expert-like incoming beliefs may learn more in their physics courses, but this finding should be further explored and replicated. Some unanswered questions remain. To answer these questions, we advocate several specific types of future studies.

Human review

Discussion

Know something about this paper? Leave a comment, or highlight any passage above to comment on it.