Evidence map›Paper›PMID 42673543›Full record

ArticleCBE life sciences education2026

What is Competition in STEM Classes? "It's Not Just the Curve".

Sumitra Tatapudy, Katerina Boukouzis, Ineeya Senthilnathan Kayal, Rita Socko, Madhu Rajesh, Elli J Theobald

Abstract read
In one paragraph

Article in CBE life sciences education, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Sumitra TatapudyDepartment of Biology, University of Washington, Seattle, WA 98195.
Katerina BoukouzisDepartment of Biology, University of Washington, Seattle, WA 98195.
Ineeya Senthilnathan KayalDepartment of Biology, University of Washington, Seattle, WA 98195.
Rita SockoDepartment of Biology, University of Washington, Seattle, WA 98195.
Madhu RajeshDepartment of Biology, University of Washington, Seattle, WA 98195.
Elli J TheobaldDepartment of Biology, University of Washington, Seattle, WA 98195.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The culture of STEM (Science, Technology, Engineering, and Math) is often cited as being competitive. This creates a driving force for attrition from these fields, especially for minoritized students. But what-according to students-defines competition in the STEM classroom environment? This study seeks to answer that question by examining the factors that students report as contributing to competition in STEM classrooms. To do this, we conducted semistructured interviews with 25 first-generation and racially minoritized students enrolled in an introductory biology course, and with experience in other university-level STEM courses. Using thematic analysis, we identified four broad categories shaping students' sense of competition: student factors (e.g., grade comparisons), instructor factors (e.g., instructor messaging), course factors (e.g., grading), and out-of-class factors (e.g., intended career goals). These findings suggest that competition is not a singular classroom characteristic but rather a multidimensional experience shaped by interpersonal, environmental, and structural factors. We contextualize our findings in a conceptual framework of competition, which identifies how trait-competitiveness, perceived environmental competitiveness, and structural competition all shape competition. Our findings help operationalize these dimensions of competition in STEM classrooms and provide actionable context for mitigating the disproportionate impact of competition on minoritized students.

Indexed as

Competitive BehaviorEngineeringMathematicsScienceTechnologyHumansStudents

Identifiers

PMID42673543
PMCPMC13532851

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.