Anti-Bias Training and Doctor Selection

Broderick Turner
5 min readSep 15


Here are all the references from our recent research on anti-bias training and doctor selection.

AAMC (2019) Diversity in medicine: Facts and figures 2019. URL workforce/data/figure-18-percentage-all-active-physicians-race/ethnicity-2018.

Abrams A (2021) What anti-bias training can — and can’t — accomplish in the workplace. URL https://www.

Ailawadi K, Chan T, Manchanda P, Sudhir K (2020) Introduction to the special issue on marketing science and health. Marketing Science 39(3):459–464.

Baedke L, Lamberton N (2018) The emerging healthcare leader: A field guide (Health Administration Press).

Bansak K, Hainmueller J, Hopkins DJ, Yamamoto T (2018) The number of choice tasks and survey satisficing in conjoint experiments. Political Analysis 26(1):112–119.

Blair IV, Steiner JF, Havranek EP (2011) Unconscious (implicit) bias and health disparities: where do we go from here? The Permanente Journal 15(2):71.

Blei DM, Ng AY, Jordan MI (2003) Latent dirichlet allocation. Journal of machine Learning research 3(Jan):993–1022.

Bornstein BH, Marcus D, Cassidy W (2000) Choosing a doctor: An exploratory study of factors influencing patients’ choice of a primary care doctor. Journal of Evaluation in Clinical Practice 6(3):255–262, URL

Carter ER, Onyeador IN, Lewis Jr NA (2020) Developing & delivering effective anti-bias training: Challenges & recommendations. Behavioral Science & Policy 6(1):57–70.

Chaney KE, Sanchez DT (2018) The endurance of interpersonal confrontations as a prejudice reduction strategy. Personality and Social Psychology Bulletin 44(3):418–429.

Chaney KE, Sanchez DT, Maimon MR (2019) Stigmatized-identity cues in consumer spaces. Journal of Consumer Psychology 29(1):130–141.

Chang DF, Donald J, Whitney J, Miao IY, Sahdra BK (2022) Does mindfulness improve intergroup bias, internalized bias, and anti-bias outcomes? a meta-analysis of the evidence and agenda for future research .

Cipollina R, Sanchez DT (2019) Reducing health care disparities through improving trust: An identity safety cues intervention for stigmatized groups. Translational Issues in Psychological Science 5(4):315.

Dean MA, Victor E, Guidry-Grimes L (2016) Inhospitable healthcare spaces: why diversity training on lgbtqia issues is not enough. Journal of bioethical inquiry 13:557–570.

Devine PG, Ash TL (2022) Diversity training goals, limitations, and promise: a review of the multidisciplinary literature. Annual review of psychology 73:403–429.

Devlin J, Chang MW, Lee K, Toutanova K (2019) Bert: Pre-training of deep bidirectional transformers for language understanding.

Dobbin F, Kalev A (2018) Why doesn’t diversity training work? the challenge for industry and academia. Anthropology Now 10(2):48–55.

Dover TL, Kaiser CR, Major B (2020) Mixed signals: The unintended effects of diversity initiatives. Social Issues and Policy Review 14(1):152–181.

Ferdman BM, Brody SE (1996) Models of diversity training. Handbook of intercultural training 2:282–303.

Freed GL, Dunham KM, Clark SJ, Davis MM, of the American Board of Pediatrics RAC, et al. (2010) Perspectives and preferences among the general public regarding physician selection and board certification. The Journal of pediatrics 156(5):841–845.

Hamberg K (2008) Gender bias in medicine. Women’s health 4(3):237–243.

Harris CR, Jenkins M (2006) Gender differences in risk assessment: Why do women take fewer risks than men? Judgment and Decision Making 1(1):48–63, URL

Horiuchi Y, Markovich Z, Yamamoto T (2022) Does conjoint analysis mitigate social desirability bias?Political Analysis 30(4):535–549.

Hoyert DL (2023) Maternal mortality rates in the united states, 2021. URL

Huber J, Zwerina K (1996) The importance of utility balance in efficient choice designs. Journal of Marketing Research 33(3):307–317, URL

Kim Tc D (2020) The impact of hospital advertising on patient demand and health outcomes. Marketing Science 39(3):612–635.

Kulik CT, Roberson L (2008) Diversity initiative effectiveness: What organizations can (and cannot) expect from diversity recruitment, diversity training, and formal mentoring programs. (Cambridge University Press).

Lai CK, Marini M, Lehr SA, Cerruti C, Shin JEL, Joy-Gaba JA, Ho AK, Teachman BA, Wojcik SP, Koleva SP, et al. (2014) Reducing implicit racial preferences: I. a comparative investigation of 17 interventions. Journal of Experimental Psychology: General 143(4):1765.

Lai CK, Skinner AL, Cooley E, Murrar S, Brauer M, Devos T, Calanchini J, Xiao YJ, Pedram C, Marshburn CK, et al. (2016) Reducing implicit racial preferences: Ii. intervention effectiveness across time. Journal of Experimental Psychology: General 145(8):1001.

Legate N, Weinstein N, Graham L, Plater M (2023) Anti-bias training and perceived force climate: Links with prejudiced attitudes in united kingdom policing. Journal of Community & Applied Social Psychology .

Lindsey A, King E, Hebl M, Levine N (2015) The impact of method, motivation, and empathy on diversity training effectiveness. Journal of Business and Psychology 30:605–617.

Lipman J (2018) How diversity training infuriates men and fails women. URL

Lipner RS, Hess BJ, Phillips Jr RL (2013) Specialty board certification in the united states: issues and evidence. Journal of Continuing Education in the Health Professions 33(S1):S20–S35.

Lu A, Elias J, June AW, Charles JB, Marijolovic K, Roberts-Grmela J, Surovell E (2023) Dei leg- islation tracker. The Chronicle of Higher Education URL here-are-the-states-where-lawmakers-are-seeking-to-ban-colleges-dei-efforts.

Moore RD, Stanton D, Gopalan R, Chaisson RE (1994) Racial differences in the use of drug therapy for hiv disease in an urban community. New England Journal of Medicine 330(11):763–768.

Newcomb AB, Rothberg S, Zewdie M, Duval M, Liu C, Mohess D, Kapadia MR, Kou M, Switzer BE, Port CM, et al. (2021) Managing patient bias: teaching residents to navigate racism and bias in the workplace. Journal of Surgical Education 78(6):1791–1795.

O’Donnell K (2022) The effects of online anti-bias training on in-service educator multicultural competence .

Ollove M (2022) With implicit bias hurting patients, some states train doctors. URL

Onyeador IN, Hudson SkT, Lewis Jr NA (2021) Moving beyond implicit bias training: Policy insights for increasing organizational diversity. Policy Insights from the Behavioral and Brain Sciences 8(1):19–26.

Paluck EL (2006) Diversity training and intergroup contact: A call to action research. Journal of Social Issues 62(3):577–595.

Pendry LF, Driscoll DM, Field SC (2007) Diversity training: Putting theory into practice. Journal of Occupational and Organizational Psychology 80(1):27–50.

Reimers N, Gurevych I (2019) Sentence-bert: Sentence embeddings using siamese bert-networks.

Ro C (2021) The complicated battle over unconscious-bias training. URL article/20210326-the-complicated-battle-over-unconscious-bias-training.

Salles A, Awad M, Goldin L, Krus K, Lee JV, Schwabe MT, Lai CK (2019) Estimating implicit and explicit gender bias among health care professionals and surgeons. JAMA network open 2(7):e196545–e196545.

Schifter M (2021) 7 ways companies are advancing racial justice in business. URL https://www.weforum. org/agenda/2021/06/7-ways-companies-are-advancing-racial-justice-in-business/.

Shapiro BT (2020) Advertising in health insurance markets. Marketing Science 39(3):587–611.

Shavitt S (2019) Diversity and stigmatized identity in the marketplace: introduction to research dialogue. Journal of Consumer Psychology 29(1):128–129.

Smedley BD, Stith AY, Nelson AR, et al. (2003) Racial and ethnic disparities in diagnosis and treatment: a review of the evidence and a consideration of causes. Unequal treatment: Confronting racial and ethnic disparities in health care .

Staats C (2016) Understanding implicit bias: What educators should know. American Educator 39(4):29. Wooten D, Rank-Christman T (2019) Stigmatized-identity cues: Threats as opportunities for consumer psychology. Journal of Consumer Psychology 29(1):142–151.

Yoon TJ (2020) Quality information disclosure and patient reallocation in the healthcare industry: Evidence from cardiac surgery report cards. Marketing Science 39(3):636–662.



Broderick Turner

Assistant Professor of Marketing @ The Pamplin College of Business, Virginia Tech