- Open Access
How to design research-aligned diversity, equity, and inclusion interventions in physics
Phys. Rev. Phys. Educ. Res. 22, 010601 – Published 15 June, 2026
DOI: https://doi.org/10.1103/q643-8928
Abstract
Physicists have called for “a culture and climate that not only is harassment-free but includes people taking active steps to support those who are minoritized … learning spaces that … provide positive experiences where everyone is supported and valued” [A. V. Knaub et al., Changing culture and climate to prevent sexual harassment in the physics educational setting, Phys. Teach. 58, 352 (2020)]. In this paper, I provide guidance on how to design DEI interventions to support this goal. I address common critiques of DEI interventions and the research base supporting the use of interventions, and discuss physics-specific considerations around DEI interventions [especially concerns about (i) dealing with skeptical participants, and (ii) inadvertently making conditions worse for minoritized participants]. I lay out possible outcomes of DEI interventions, including: increasing participants’ awareness of bias; teaching participants to overcome bias; increasing motivation to reduce bias; increasing physics identity; providing recognition to physics students; and increasing the sense of belonging among physicists from minoritized groups. I explore how to justify an intervention to participants and the benefits of making the intervention voluntary or required, and provide possible intervention activities, matched with intended outcomes, as well as a list of physics-specific materials for teaching about stereotype threat, microaggressions, intersectionality, Whiteness, and more. I provide guidance on evaluating interventions, including tools that others have used to measure various outcomes, appropriate quantitative and qualitative approaches, and considerations of rigor. The paper is written in sections; each section begins with a summary and is written so that readers can jump to the section of most interest.
Physics Subject Headings (PhySH)
Article Text
References (133)
- S. Harper, Leveraging research and demanding proof in response to legislative attacks on DEI in U.S. Higher Education, AERA Open 11 (2025).
- M. James, E. Bertschinger, B. Beckford, T. Dobbins, S. Fries-Britt, S. Gates, J. Isler, M. Ong, A. Richardson, and Q. Williams, The time is now: Systematic changes to increase African Americans with bachelor’s degrees in physics and astronomy, Report No. 978-1-7343469-0-9, 2020, https://www.aip.org/diversity-initiatives/team-up-task-force.
- M. Dancy, A. C. Lau, A. Rundquist, and C. Henderson, Faculty online learning communities: A model for sustained teaching transformation, Phys. Rev. Phys. Educ. Res. 15, 020147 (2019).
- R. Sagor, How to Conduct Collaborative Action Research (Association for Supervision and Curriculum Development, Alexandria, VA, 1992).
- R. Rosenblatt, Participatory action research in physics education research, presented at PER Conf. 2024, Boston, MA, 10.1119/perc.2024.pr.Rosenblatt.
- H. Carlone and A. Johnson, Understanding the science experiences of successful women of color: Science identity as an analytic lens, J. Res. Sci. Teach. 44, 1187 (2007).
- A. Johnson, Unintended consequences: How science professors discourage women of color, Sci. Educ. 91, 805 (2007).
- A. Johnson, J. Brown, H. Carlone, and A. Cuevas, Authoring identity amidst the treacherous terrain of science: A multiracial feminist examination of the journeys of three women of color in science, J. Res. Sci. Teach. 48, 339 (2011).
- A. Johnson, An intersectional physics identity framework for studying physics settings, in Physics Education, and Gender, edited by A. J. Gonsalves and A. Danielsson (Springer, New York, 2020), pp. 53–80.
- A. Johnson, M. Ong, L. Ko, J. Smith, and A. Hodari, Common challenges faced by women of color in physics, and actions faculty can take to minimize those challenges, Phys. Teach. 55, 356 (2017).
- A. Johnson, R. Young, and E. Mulvey, Where do women of color complete physics degrees?, Phys. Teach. 58, 620 (2020).
- L. Mulvey, A. Johnson, and R. Young, Educating women of color in physics: Identifying and learning from institutions that graduate the highest rates and numbers and outperform their peers, presented at PER Conf. 2018, Washington, DC.
- A. M. Porter, R. Y. Chu, and R. Ivie, Attrition and Persistence in Undergraduate Physics Programs, 2024, https://www.aip.org/statistics/attrition-and-persistence-in-undergraduate-physics-programs#.
- J. Tyler, Degrees Earned in the Physical Sciences and Engineering Fields, 2024, https://ww2.aip.org/statistics/physics-engineering-degrees-earned#.
- National Center for Science and Engineering Statistics, Women, minorities, and persons with disabilities in science and engineering: 2019, Special Report No. NSF 19-304, 2019, https://www.nsf.gov/statistics/wmpd.
- National Center for Science and Engineering Statistics, Diversity and STEM: Women, minorities, and persons with disabilities, Report No. NSF 23-315, 2023, https://www.nsf.gov/reports/statistics/diversity-stem-women-minorities-persons-disabilities-2023.
- A. V. Knaub, S. J. Maier, and L. Ding, Changing culture and climate to prevent sexual harassment in the physics educational setting, Phys. Teach. 58, 352 (2020).
- R. S. Barthelemy, M. McCormick, and C. Henderson, Gender discrimination in physics and astronomy: Graduate student experiences of sexism and gender microaggressions, Phys. Rev. Phys. Educ. Res. 12, 020119 (2016).
- E. M. Schipull, X. R. Quichocho, and E. W. Close, “Success together”: Physics departmental practices supporting women and women of color, presented at PER Conf. 2019, Provo, UT, pp. 535–540, 10.1119/perc.2019.pr.Schipull.
- A. Y. Kim, V. Ton, and D. Vega, Changing person-environment fit among underrepresented undergraduate physics students: Successes from a small department, Phys. Rev. Phys. Educ. Res. 20, 010118 (2024).
- S. Herrera, I. A. Mohamed, and A. R. Daane, Physics from an underrepresented lens: What I wish others knew, Phys. Teach. 58, 294 (2020).
- C. A. Moss-Racusin, J. van der Toorn, J. F. Dovidio, V. L. Brescoll, M. J. Graham, and J. Handelsman, Scientific diversity interventions, Science 343, 615 (2014).
- F. Dobbin and A. Kalev, Why doesn’t diversity training work? The challenge for industry and academia, Anthropol. Now 10, 48 (2018).
- T. L. Dover, C. R. Kaiser, and B. Major, Mixed signals: The unintended effects of diversity initiatives, Soc. Issues Pol. Rev. 14, 152 (2020).
- E. R. Carter, I. N. Onyeador, and N. A. Lewis, Jr., Developing & delivering effective anti-bias training: Challenges & recommendations, Behav. Sci. Pol. 6, 57 (2020).
- L. S. Wilton, E. P. Apfelbaum, and J. J. Good, Valuing differences and reinforcing them: Multiculturalism increases race essentialism, Soc. Psychol. Pers. Sci. 10, 681 (2018).
- N. M. Daumeyer, I. N. Onyeador, X. Brown, and J. A. Richeson, Consequences of attributing discrimination to implicit vs. explicit bias, J. Exp. Soc. Psychol. 84, 103812 (2019).
- P. G. Devine and T. L. Ash, Diversity training goals, limitations, and promise: A review of the multidisciplinary literature, Annu. Rev. Psychol. 73, 403 (2022).
- P. S. Forscher, C. K. Lai, J. R. Axt, C. R. Ebersole, M. Herman, P. G. Devine, and B. A. Nosek, A meta-analysis of procedures to change implicit measures, J. Pers. Soc. Psychol. 117, 522 (2019).
- E. L. Paluck, R. Porat, C. S. Clark, and D. P. Green, Prejudice reduction: Progress and challenges, Annu. Rev. Psychol. 72, 533 (2021).
- M. Carnes, P. G. Devine, L. B. Manwell, A. Byars-Winston, E. Fine, C. E. Ford, P. S. Forscher, C. Isaac, A. Kaatz, W. Magua, M. Palta, and J. Sheridan, Effect of an intervention to break the gender bias habit for faculty at one institution: A cluster randomized, controlled trial, Acad. Med. 90, 221 (2015).
- M. Carnes, J. Sheridan, E. Fine, Y.-G. Lee, and A. Filut, Effect of a workshop to break the bias habit for internal medicine faculty: A multisite cluster randomized controlled study, Acad. Med. 98, 1211 (2023).
- REL West, Effect Size Basics: Understanding the Strength of a Program’s Impact, 2021, https://ies.ed.gov/ncee/edlabs/regions/west/relwestFiles/pdf/4-2-3-14_Effect_Size_Infographic_Final_508c.pdf.
- A. Madsen, E. Sayre, and S. McKagan, Effect size: What is it and when and how should I use it?, 2016, https://www.physport.org/recommendations/Entry.cfm?ID=93385.
- L. J. Gill and M. A. Olson, A dual-process framework for diversity training to reduce discrimination in organizational settings, Soc. Issues Pol. Rev. 17, 79 (2023).
- F. Anvari, R. Kievit, D. Lakens, C. R. Pennington, A. K. Przybylski, L. Tiokhin, B. M. Wiernik, and A. Orben, Not all effects are indispensable: Psychological science requires verifiable lines of reasoning for whether an effect matters, Perspect. Psychol. Sci. 18, 503 (2023).
- L. Burnett and H. Aguinis, How to prevent and minimize DEI backfire, Bus. Horiz. 67, 173 (2024).
- M.-E. Baylor, J. R. Hoehn, and N. Finkelstein, Infusing equity, diversity, and inclusion throughout our physics curriculum: (Re)defining what it means to be a physicist, Phys. Teach. 60, 172 (2022).
- A. R. Daane and M. Rifkin, The underrepresentation curriculum project: A tool for justice in physics education, presented at the PhysTEC 2020 Conference, Denver, CO, 2020.
- A. R. Daane, S. R. Decker, and V. Sawtelle, Teaching about racial equity in introductory physics courses, Phys. Teach. 55, 328 (2017).
- M. Rifkin (private communication).
- C. Dalton and J. Hudgings, Integrating equity: Curricular development and student experiences in an intermediate-level college physics major course, Phys. Teach. 58, 545 (2020).
- O. Eickerman and M. Rifkin, The elephant in the (physics class)room: Discussing gender inequality in our class, Phys. Teach. 58, 301 (2020).
- O. A. Georgeac and A. Rattan, The business case for diversity backfires: Detrimental effects of organizations’ instrumental diversity rhetoric for underrepresented group members’ sense of belonging, J. Pers. Soc. Psychol. 124, 69 (2023).
- C. A. Moss-Racusin, J. van der Toorn, J. F. Dovidio, V. L. Brescoll, M. J. Graham, and J. Handelsman, A “scientific diversity” intervention to reduce gender bias in a sample of life scientists, CBE Life Sci. Educ. 15, ar29 (2016).
- A. Lindsey, E. King, M. Hebl, and N. Levine, The impact of method, motivation, and empathy on diversity training effectiveness, J. Bus. Psychol. 30, 605 (2015).
- A. R. Daane, D. Doucette, A. Flynn, C. Gosling, D. Hsi, C. Mathis, A. Morrison, S. Park, M. Rifkin, R. Stagner, J. Tabora, and E. Levy, The Underrepresentation Curriculum Project, https://underrep.com/.
- E. Shuman, E. Knowles, and A. Goldenberg, To overcome resistance to DEI, understand what’s driving it, Harv. Bus. Rev. (2023).
- J. Damore, Google’s ideological echo chamber: How bias clouds our thinking about diversity and inclusion, 2017 (unpublished).
- D. Doucette and C. Singh, Why are there so few women in physics? Reflections on the experiences of two women, Phys. Teach. 58, 297 (2020).
- R. Bjorkquist et al., Women in physics in the United States: Reaching toward equity and inclusion, AIP Conf. Proc. 2109, 050040 (2019).
- T. L. Killpack and L. C. Melón, Toward inclusive STEM classrooms: What personal role do faculty play?, CBE Life Sci. Educ. 15, es3 (2016).
- L. E. Strubbe, E. Eleftheriadou, S. B. McKagan, A. M. Madsen, and D. R. Dounas-Frazer, Discuss sexual harassment—But consider this first, APS News Archives 28 (2019), https://www.aps.org/archives/publications/apsnews/201910/opinion.cfm.
- G. L. Cochran, S. Hyater-Adams, C. Alvarado, C. Prescod-Weinstein, and A. R. Daane, Social justice and physics education, in Teaching and Learning for Social Justice and Equity in Higher Education: Content Areas, edited by C. C. Ozaki and L. Parson (Springer International Publishing, Cham, 2021), pp. 125–147.
- S. R. Decker and A. R. Daane, Teaching about inequity: Shifts in student views about diversity in physics, presented at PER Conf. 2018, Cincinnati, OH, 10.1119/perc.2017.pr.022.
- A. Johnson and E. Mulvey, A classroom intervention to promote equity and inclusion, presented at the American Physical Society April Meeting, Online, 2021.
- L. M. Aycock, Z. Hazari, E. Brewe, K. B. H. Clancy, T. Hodapp, and R. M. Goertzen, Sexual harassment reported by undergraduate female physicists, Phys. Rev. Phys. Educ. Res. 15, 010121 (2019).
- National Equity Project, https://www.nationalequityproject.org/.
- P. S. Forscher, C. Mitamura, E. L. Dix, W. T. L. Cox, and P. G. Devine, Breaking the prejudice habit: Mechanisms, timecourse, and longevity, J. Exp. Soc. Psychol. 72, 133 (2017).
- A. Jagdeep, A. Jagdeep, S. Lazarus, M. Zecher, O. Fedidi, G. Fihrer, C. Vasko, J. Finkelstein, D. S. Finkelstein, S. Yanovsky, L. Jussim, P. Paresky, and I. Viswathan, Instructing animosity: How DEI pedagogy produces the hostile attribution bias, 2024, https://networkcontagion.us/wp-content/uploads/Instructing-Animosity_11.13.24.pdf.
- I. Hideg and A. E. Wilson, History backfires: Reminders of past injustices against women undermine support for workplace policies promoting women, Organ. Behav. Hum. Decis. Process. 156, 176 (2020).
- P. Devine, P. Forscher, W. Cox, A. Kaatz, J. Sheridan, and M. Carnes, A gender bias habit-breaking intervention led to increased hiring of female faculty in STEMM departments, J. Exp. Soc. Psychol. 73, 211 (2017).
- Z. Hazari, G. Potvin, R. M. Lock, F. Lung, G. Sonnert, and P. M. Sadler, Factors that affect the physical science career interest of female students: Testing five common hypotheses, Phys. Rev. ST Phys. Educ. Res. 9, 020115 (2013).
- G. Potvin, Z. Hazari, R. Khatri, H. Cheng, T. B. Head, R. M. Lock, A. F. Kornahrens, K. S. Woodle, R. E. Vieyra, B. A. Cunningham, L. Kramer, and T. Hodapp, Examining the effect of counternarratives about physics on women’s physics career intentions, Phys. Rev. Phys. Educ. Res. 19, 010126 (2023).
- S. Cwik and C. Singh, Not feeling recognized as a physics person by instructors and teaching assistants is correlated with female students’ lower grades, Phys. Rev. Phys. Educ. Res. 18, 010138 (2022).
- Y. Li and C. Singh, Impact of perceived recognition by physics instructors on women’s self-efficacy and interest, Phys. Rev. Phys. Educ. Res. 19, 020125 (2023).
- Y. Li and C. Singh, Inclusive learning environments can improve student learning and motivational beliefs, Phys. Rev. Phys. Educ. Res. 18, 020147 (2022).
- J. G. Stout, T. A. Ito, N. D. Finkelstein, and S. J. Pollock, How a gender gap in belonging contributes to the gender gap in physics participation, AIP Conf. Proc. 1513, 402 (2013).
- K. L. Lewis, J. G. Stout, S. J. Pollock, N. D. Finkelstein, and T. A. Ito, Fitting in or opting out: A review of key social-psychological factors influencing a sense of belonging for women in physics, Phys. Rev. Phys. Educ. Res. 12, 020110 (2016).
- A. Johnson, M. Ong, L. T. Ko, J. Smith, and A. Hodari, Common challenges faced by women of color in physics, and actions faculty can take to minimize those challenges, Phys. Teach. 55, 356 (2017).
- M. Ong, The Double Bind in Physics Education: Intersectionality, Equity, and Belonging for Women of Color (Harvard Education Press, Cambridge, MA, 2023).
- R. S. Barthelemy, M. Swirtz, S. Garmon, E. H. Simmons, K. Reeves, M. L. Falk, W. Deconinck, E. A. Long, and T. J. Atherton, physicists: Harassment, persistence, and uneven support, Phys. Rev. Phys. Educ. Res. 18, 010124 (2022).
- Y. Li and C. Singh, Sense of belonging is an important predictor of introductory physics students’ academic performance, Phys. Rev. Phys. Educ. Res. 19, 020137 (2023).
- S. Cwik and C. Singh, Students’ sense of belonging in introductory physics course for bioscience majors predicts their grade, Phys. Rev. Phys. Educ. Res. 18, 010139 (2022).
- J. D. Edwards, L. Laguerre, R. S. Barthelemy, C. De Grandi, and R. F. Frey, Relating students’ social belonging and course performance across multiple assessment types in a calculus-based introductory physics 1 course, Phys. Rev. Phys. Educ. Res. 18, 020150 (2022).
- R. S. Barthelemy, B. E. Hughes, M. Swirtz, M. Mikota, and T. J. Atherton, Workplace climate for physicists: A view from students and professional physicists, Phys. Rev. Phys. Educ. Res. 18, 010147 (2022).
- M. Estrada, A. Woodcock, P. R. Hernandez, and P. W. Schultz, Toward a model of social influence that explains minority student integration into the scientific community, J. Educ. Psychol. 103, 206 (2011).
- C. Good, A. Rattan, and C. S. Dweck, Why do women opt out? Sense of belonging and women’s representation in mathematics, J. Pers. Soc. Psychol. 102, 700 (2012).
- K. Rainey, M. Dancy, R. Mickelson, E. Stearns, and S. Moller, Race and gender differences in how sense of belonging influences decisions to major in STEM, Int. J. STEM Educ. 5, 10 (2018).
- G. M. Walton et al., Where and with whom does a brief social-belonging intervention promote progress in college?, Science 380, 499 (2023).
- C. A. Moss-Racusin, C. Sanzari, N. Caluori, and H. Rabasco, Gender bias produces gender gaps in STEM engagement, Sex Roles 79, 651 (2018).
- A. Miyake, L. E. Kost-Smith, N. D. Finkelstein, S. J. Pollock, G. L. Cohen, and T. A. Ito, Reducing the gender achievement gap in college science: A classroom study of values affirmation, Science 330, 1234 (2010).
- B. Gutmann and T. Stelzer, Values affirmation replication at the University of Illinois, Phys. Rev. Phys. Educ. Res. 17, 020121 (2021).
- K. Bezrukova, C. S. Spell, J. L. Perry, and K. A. Jehn, A meta-analytical integration of over 40 years of research on diversity training evaluation, Psychol. Bull. 142, 1227 (2016).
- J. Berger, C. Efferson, and S. Vogt, Tipping pro-environmental norm diffusion at scale: Opportunities and limitations, Behav. Publ. Pol. 7, 581 (2023).
- X. R. Quichocho, E. M. Schipull, and E. W. Close, Understanding physics identity development through the identity performances of Black, indigenous, and women of color and women in physics, presented at PER Conf. 2020, Virtual Conference, 10.1119/perc.2020.pr.Quichocho.
- AIP Statistical Research, https://www.aip.org/statistics
- APS Education Team, Physics Education Statistics (APS, College Park, MD, 2026), https://www.aps.org/learning-center/statistics/education.
- M. Ong, Body projects of young women of color in physics: Intersections of gender, race, and science, Soc. Probl. 52, 593 (2005).
- M. Ong, J. M. Smith, and L. T. Ko, Counterspaces for women of color in STEM higher education: Marginal and central spaces for persistence and success, J. Res. Sci. Teach. 55, 206 (2018).
- S.-J. Leslie, A. Cimpian, M. Meyer, and E. Freeland, Expectations of brilliance underlie gender distributions across academic disciplines, Science 347, 262 (2015).
- L. M. Santana and C. Singh, Importance of accounting for student identities and intersectionality for creating equitable and inclusive physics learning environments, Phys. Rev. Phys. Educ. Res. 20, 020142 (2024).
- D. K. Keblbeck, K. Piatek-Jimenez, and C. Medina, Undergraduate physics students’ experiences: Exploring the impact of underrepresented identities and intersectionality, Phys. Rev. Phys. Educ. Res. 20, 020120 (2024).
- G. L. Cochran and M. Bodeva, A framework for improving diversity work in physics, presented at PER Conf. 2020, Virtual Conference, 10.1119/perc.2020.plenary.pr.Cochran.
- X. R. Quichocho, J. Conn, E. M. Schipull, and E. W. Close, Who does physics? Understanding the composition of physicists through the lens of women of color and women physicists, presented at PER Conf. 2019, Provo, UT, 10.1119/perc.2019.pr.Quichocho.
- X. R. Quichocho, Ya basic: Examining the duality of minority-serving conference experiences, Phys. Teach. 58, 408 (2020).
- L. T. Ko, R. R. Kachchaf, A. K. Hodari, and M. Ong, Agency of women of color in physics and astronomy: Strategies for persistence and success, J. Women Minorities Sci. Eng. 20, 171 (2014).
- L. M. Santana and C. Singh, Effects of male-dominated physics culture on undergraduate women, Phys. Rev. Phys. Educ. Res. 19, 020134 (2023).
- K. Rosa and F. M. Mensah, Educational pathways of Black women physicists: Stories of experiencing and overcoming obstacles in life, Phys. Rev. Phys. Educ. Res. 12, 020113 (2016).
- The Equity & Inclusion in Physics & Astronomy group, An open letter to SCOTUS from professional physicists, https://eblur.github.io/scotus/.
- A. D. Robertson and W. T. Hairston, Observing whiteness in introductory physics: A case study, Phys. Rev. Phys. Educ. Res. 18, 010119 (2022).
- A. D. Robertson, V. Vélez, W. T. Hairston, and E. Bonilla-Silva, Race-evasive frames in physics and physics education: Results from an interview study, Phys. Rev. Phys. Educ. Res. 19, 010115 (2023).
- M. Dancy and A. K. Hodari, How well-intentioned white male physicists maintain ignorance of inequity and justify inaction, Int. J. STEM Educ. 10, 45 (2023).
- M. Dancy, Majority group physics instructors struggle to notice, name, and disrupt racist and sexist student interactions, Phys. Rev. Phys. Educ. Res. 21, 010142 (2025).
- R. Young, Parenting and physics: How to support physics students who are raising children, Phys. Teach. 58, 382 (2020).
- National Academies of Sciences, Engineering, and Medicine, Policy and Global Affairs, Committee on Women in Science, Engineering, and Medicine, Committee on Policies and Practices for Supporting Caregivers Working in Science, Engineering, and Medicine Katherine Wullert, Elena Fuentes-Afflick, Supporting Family Caregivers in STEMM: A Call to Action (The National Academies Press, Washington, DC, 2024).
- R. Kachchaf, L. Ko, A. Hodari, and M. Ong, Career–life balance for women of color: Experiences in science and engineering academia, J. Diversity Higher Educ. 8, 175 (2015).
- American Physical Society, STEP UP, https://engage.aps.org/stepup/home.
- R. M. Lock and Z. Hazari, Discussing underrepresentation as a means to facilitating female students’ physics identity development, Phys. Rev. Phys. Educ. Res. 12, 020101 (2016).
- S. Getty, N. Gosnell, B. Whitten, and J. Taylor, Supporting inclusive teaching in introductory college physics, Phys. Teach. 58, 312 (2020).
- P. G. Devine, P. S. Forscher, A. J. Austin, and W. T. Cox, Long-term reduction in implicit race bias: A prejudice habit-breaking intervention, J. Exp. Soc. Psychol. 48, 1267 (2012).
- I. N. Onyeador, S.-k. T. Hudson, and N. A. Lewis, Jr., Moving beyond implicit bias training: Policy insights for increasing organizational diversity, Pol. Insights Behav. Brain Sci. 8, 19 (2021).
- https://www.polleverywhere.com/.
- E. Seymour and N. Hewitt, Talking about Leaving (Westview Press, Boulder, 1997).
- S. Traweek, Beamtimes and Lifetimes (Harvard University Press, Cambridge, England, 1988).
- R. L. Wasserstein and N. A. Lazar, The ASA statement on p-values: Context, process, and purpose, Am. Stat. 70, 129 (2016).
- C. W. VanVoorhis and B. L. Morgan, Understanding power and rules of thumb for determining sample sizes, Tutor. Quant. Methods Psychol. 3, 43 (2007).
- D. Kallogjeri and J. F. Piccirillo, A simple guide to effect size measures, JAMA Otolaryngol. 149, 447 (2023).
- V. K. Otero and D. B. Harlow, Getting started in qualitative physics education research, in Proceedings of the 2009 Physics Education Research Conference (AIP, New York, 2009), 10.1119/RevPERv2.1.3.
- V. K. Otero, D. B. Harlow, and D. E. Meltzer, Qualitative methods in physics education research, in The International Handbook of Physics Education Research: Special Topics, edited by M. F. Taşar and P. R. L. Heron (AIP Publishing LLC, 2023).
- A. Robertson, S. McKagan, and R. Scherr, Selection, generalization, and theories of cause in physics education research: Cparadigms and practices, presented at PER Conf. 2018, 10.1119/RevPERv2.5.3.
- B. A. Nosek, C. R. Ebersole, A. C. DeHaven, and D. T. Mellor, The preregistration revolution, Proc. Natl. Acad. Sci. U.S.A. 115, 2600 (2018).
- Center for Open Science (Charlottesville, VA), https://www.cos.io/.
- Educational Testing Service, The Test Collection at ETS, https://www.ets.org/test-collection.html.
- American Psychological Association, APA PsycTests, https://www.apa.org/pubs/databases/psyctests.
- A. G. Greenwald, D. E. McGhee, and J. L. Schwartz, Measuring individual differences in implicit cognition: The implicit association test, J. Pers. Soc. Psychol. 74, 1464 (1998).
- J. K. Swim, R. Mallett, Y. Russo-Devosa, and C. Stangor, Judgments of sexism: A comparison of the subtlety of sexism measures and sources of variability in judgments of sexism, Psychol. Women Q. 29, 406 (2005).
- J. K. Swim, K. J. Aikin, W. S. Hall, and B. A. Hunter, Sexism and racism: Old-fashioned and modern prejudices, J. Pers. Soc. Psychol. 68, 199 (1995).
- M. Carnes, J. Sheridan, E. Fine, Y.-G. Lee, and A. Filut, Effect of a workshop to break the bias habit for internal medicine faculty: A multisite cluster randomized controlled study, Acad. Med. 98, 1211 (2023).
- Z. Hazari, G. Sonnert, P. M. Sadler, and M.-C. Shanahan, Connecting high school physics experiences, outcome expectations, physics identity, and physics career choice: A gender study, J. Res. Sci. Teach. 47, 978 (2010).
- Z. Hazari, D. Chari, G. Potvin, and E. Brewe, The context dependence of physics identity: Examining the role of performance/competence, recognition, interest, and sense of belonging for lower and upper female physics undergraduates, J. Res. Sci. Teach. 57, 1583 (2020).
- C. A. Moss-Racusin, J. F. Dovidio, V. L. Brescoll, M. J. Graham, and J. Handelsman, Science faculty’s subtle gender biases favor male students, Proc. Natl. Acad. Sci. U.S.A. 109, 16474 (2012).
- S. Park and M. Rifkin, Use the Tools of Science to Recognize Inequity in Science, Learning for Justice (2021).