Probability of minority inclusion is underestimated

References

• Alba, R., Rumbaut, R. G., & Marotz, K. (2005). A distorted nation: Perceptions of racial/ethnic group sizes and attitudes toward immigrants and other minorities. Social Forces, 84(2), 901–919. https://doi.org/10.1353/sof.2006.0002
   Web of Science ®Google Scholar
• Bar-Hillel, M. (1973). On the subjective probability of compound events. Organizational Behavior and Human Performance, 9(3), 396–406. https://doi.org/10.1016/0030-5073(73)90061-5
   Google Scholar
• Bermudez, P., & Zatorre, R. J. (2009). A distribution of absolute pitch ability as revealed by computerized testing. Music Perception, 27(2), 89–101. https://doi.org/10.1525/mp.2009.27.2.89
   Web of Science ®Google Scholar
• Birch, J. (2012). Worldwide prevalence of red-green color deficiency. Journal of the Optical Society of America A, 29(3), 313–320. https://doi.org/10.1364/JOSAA.29.000313
   Google Scholar
• Bosten, J. (2019). The known unknowns of anomalous trichromacy. Current Opinion in Behavioral Sciences, 30, 228–237. https://doi.org/10.1016/j.cobeha.2019.10.015
   Web of Science ®Google Scholar
• Brase, G. L. (2009). Pictorial representations in statistical reasoning. Applied Cognitive Psychology, 23(3), 369–381. https://doi.org/10.1002/acp.1460
   Web of Science ®Google Scholar
• Casscells, W., Schoenberger, A., & Graboys, T. B. (1978). Interpretation by physicians of clinical laboratory results. New England Journal of Medicine, 299(18), 999–1001. https://doi.org/10.1056/NEJM197811022991808
   PubMed Web of Science ®Google Scholar
• Chen, P. W., & Holyoak, K. J. (1985). Pragmatic reasoning schemas. Cognitive Psychology, 17(4), 391–416. https://doi.org/10.1016/0010-0285(85)90014-3
   PubMed Web of Science ®Google Scholar
• Citrin, J., & Sides, J. (2008). Immigration and the imagined community in Europe and the United States. Political Studies, 56(1), 33–56. https://doi.org/10.1111/j.1467-9248.2007.00716.x
   Web of Science ®Google Scholar
• Cohen, J., Chesnick, E., & Haran, D. (1971). Evaluation of compound probabilities in sequential choice. Nature, 232(5310), 414–416. https://doi.org/10.1038/232414a0
   PubMed Web of Science ®Google Scholar
• Cohen, J., & Hansel, C. E. M. (1957). The nature of decisions in gambling. Acta Psychologica, 13, 357–370. https://doi.org/10.1016/0001-6918(57)90031-8
   Web of Science ®Google Scholar
• Cosmides, L., & Tooby, J. (1996). Are humans good intuitive statisticians after all? Rethinking some conclusions from the literature on judgment under uncertainty. Cognition, 58(1), 1–73. https://doi.org/10.1016/0010-0277(95)00664-8
   Web of Science ®Google Scholar
• De La Maza, C., Davis, A., Gonzalez, C., & Azevedo, I. (2019). Understanding cumulative risk perception from judgments and choices: An application to flood risks. Risk Analysis, 39(2), 488–504. https://doi.org/10.1111/risa.13206
   PubMed Web of Science ®Google Scholar
• Doyle, J. K. (1997). Judging cumulative risk. Journal of Applied Social Psychology, 27(6), 500–524. https://doi.org/10.1111/j.1559-1816.1997.tb00644.x
   Web of Science ®Google Scholar
• Eng, M. Y., Luczak, S. E., & Wall, T. L. (2007). ALDH2, ADH1B, and ADH1C genotypes in Asians: A literature review. Alcohol Research & Health, 30(1), 22–27.
   Google Scholar
• Epstein, R., McKinney, P., Fox, S., & Garcia, C. (2012). Support for a fluid-continuum model of sexual orientation: A large-scale internet study. Journal of Homosexuality, 59(10), 1356–1381. https://doi.org/10.1080/00918369.2012.724634
   PubMed Web of Science ®Google Scholar
• European Union Agency for Fundamental Rights. (2020). A long way to go for LGBTI equality. https://doi.org/10.2811/7746
   Google Scholar
• Evans, J. S. B. T., Handley, S. J., Perham, N., Over, D. E., & Thompson, V. A. (2000). Frequency versus probability formats in statistical word problems. Cognition, 77(3), 197–213. https://doi.org/10.1016/S0010-0277(00)00098-6
   PubMed Web of Science ®Google Scholar
• Fuller, R., Dudley, N., & Blacktop, J. (2004). Older people’s understanding of cumulative risks when provided with annual stroke risk information. Postgraduate Medical Journal, 80(949), 677–678. https://doi.org/10.1136/pgmj.2004.019489
   PubMed Web of Science ®Google Scholar
• Gallagher, C. (2003). Miscounting race: Explaining whites’ misperceptions of racial group size. Sociological Perspectives, 46(3), 381–396. https://doi.org/10.1525/sop.2003.46.3.381
   Web of Science ®Google Scholar
• Gigerenzer, C., & Hoffrage, U. (1995). How to improve Bayesian reasoning without instruction: Frequency formats. Psychological Review, 102(4), 684–704. https://doi.org/10.1037/0033-295X.102.4.684
   Web of Science ®Google Scholar
• Girotto, V., & Gonzalez, M. (2001). Solving probabilistic and statistical problems: A matter of information structure and question form. Cognition, 78(3), 247–276. https://doi.org/10.1016/S0010-0277(00)00133-5
   PubMed Web of Science ®Google Scholar
• Gummer, T., Roßmann, J., & Silber, H. (2021). Using instructed response items as attentional checks in web surveys: Properties and implementation. Sociological Methods & Research, 50(1), 238–264. https://doi.org/10.1177/0049124118769083
   Web of Science ®Google Scholar
• Henninger, F., Shevchenko, Y., Mertens, U. K., Kieslich, P. J., & Hilbig, B. E. (2022). lab.js: A free, open, online study builder. Behavior Research Methods, 54(2), 556–573. https://doi.org/10.3758/s13428-019-01283-5
   PubMed Web of Science ®Google Scholar
• Hoffrage, U., Lindsey, S., Hertwig, R., & Gigerenzer, G. (2000). Communicating statistical information. Science, 290(5500), 2261–2262. https://doi.org/10.1126/science.290.5500.2261
   PubMed Web of Science ®Google Scholar
• Ikuta, N., Koike, Y., Aoyagi, N., Matsuzaka, A., Fuse-Nagase, Y., Kogawa, K., & Takizawa, T. (2017). Prevalence of lesbian, gay, bisexual, and transgender among Japanese university students: A single institution survey. International Journal of Adolescent Medicine and Health, 29, Article 20150113. https://doi.org/10.1515/ijamh-2015-0113
   Google Scholar
• Ipsos. (2015, December 2). Perils of perception 2015. https://www.ipsos.com/en-uk/perils-perception-2015
   Google Scholar
• Juslin, P., Lindskog, M., & Mayerhofer, B. (2015). Is there something special with probabilities? – Insight vs. computational ability in multiple risk combination. Cognition, 136, 282–303. https://doi.org/10.1016/j.cognition.2014.11.041
   PubMed Web of Science ®Google Scholar
• Kahneman, D., & Tversky, A. (1973). On the psychology of prediction. Psychological Review, 80(4), 237–251. https://doi.org/10.1037/h0034747
   Web of Science ®Google Scholar
• Kardosh, R., Sklar, A. Y., Goldstein, A., Pertzov, Y., & Hassin, R. R. (2022). Minority salience and the overestimation of individuals from minority groups in perception and memory. Proceedings of the National Academy of Sciences, 119(12), Article e2116884119. https://doi.org/10.1073/pnas.2116884119
   PubMed Web of Science ®Google Scholar
• Keller, C., Siegrist, M., & Gutscher, H. (2006). The role of the affect and availability heuristics in risk communication. Risk Analysis, 26(3), 631–639. https://doi.org/10.1111/j.1539-6924.2006.00773.x
   PubMed Web of Science ®Google Scholar
• Khaw, M. W., Kranton, R., & Huettel, S. (2021). Oversampling of minority categories drives misperceptions of group compositions. Cognition, 214, 104756. https://doi.org/10.1016/j.cognition.2021.104756
   PubMed Web of Science ®Google Scholar
• Knäuper, B., Kornik, R., Atkinson, K., Guberman, C., & Aydin, C. (2005). Motivation influences the underestimation of cumulative risk. Personality and Social Psychology Bulletin, 31(11), 1511–1523. https://doi.org/10.1177/0146167205276864
   PubMed Web of Science ®Google Scholar
• Kruglanski, A. W., & Freund, T. (1983). The freezing and unfreezing of lay-inferences: Effects on impressional primacy, ethnic stereotyping, and numerical anchoring. Journal of Experimental Social Psychology, 19(5), 448–468. https://doi.org/10.1016/0022-1031(83)90022-7
   Web of Science ®Google Scholar
• Landy, D., Guay, B., & Marghetis, T. (2018). Bias and ignorance in demographic perception. Psychonomic Bulletin & Review, 25(5), 1606–1618. https://doi.org/10.3758/s13423-017-1360-2
   PubMed Web of Science ®Google Scholar
• Lee, E., Karimi, F., Wagner, C., Jo, H.-H., Strohmaier, M., & Galesic, M. (2019). Homophily and minority-group size explain perception biases in social networks. Nature Human Behaviour, 3(10), 1078–1087. https://doi.org/10.1038/s41562-019-0677-4
   PubMed Web of Science ®Google Scholar
• Martinez, M. D., Wald, K. D., & Craig, S. C. (2008). Homophobic innumeracy? Estimating the size of the gay and lesbian population. Public Opinion Quarterly, 72(4), 753–767. https://doi.org/10.1093/poq/nfn049
   Web of Science ®Google Scholar
• McCloy, R., Byrne, R. M. J., & Johnson-Laird, P. J. (2010). Understanding cumulative risk. Quarterly Journal of Experimental Psychology, 63(3), 499–515. https://doi.org/10.1080/17470210903024784
   Web of Science ®Google Scholar
• Miyazaki, K., Makomaska, S., & Rakowski, A. (2012). Prevalence of absolute pitch: A comparison between Japanese and Polish music students. The Journal of the Acoustical Society of America, 132(5), 3484–3493. https://doi.org/10.1121/1.4756956
   PubMed Web of Science ®Google Scholar
• National Police Agency of Japan. (2021). Reiwa 3 nen ban keisatsu hakusho [The white paper on police 2021].
   Google Scholar
• Newport, F. (2015, May 21). Americans greatly overestimate percent gay, lesbian in U.S. Gallup. https://www.gallup.com/poll/183383/americans-greatly-overestimate-percent-gay-lesbian.aspx
   Google Scholar
• Pelham, B. W., Sumarta, T. T., & Myaskovsky, L. (1994). The easy path from many to much: The numerosity heuristic. Cognitive Psychology, 26(2), 103–133. https://doi.org/10.1006/cogp.1994.1004
   Web of Science ®Google Scholar
• Saitama Prefecture. (2021). Tayosei o soncho-suru kyoseishakai-zukuri ni kansuru chosa hokokusho [Report of the survey for a coexisting society that respects diversity]. https://www.pref.saitama.lg.jp/documents/183194/lgbtqchousahoukokusho.pdf.
   Google Scholar
• Shaklee, H., & Fischhoff, B. (1990). The psychology of contraceptive surprises: Cumulative risk and contraceptive effectiveness. Journal of Applied Social Psychology, 20(5), 385–403. https://doi.org/10.1111/j.1559-1816.1990.tb00418.x
   Web of Science ®Google Scholar
• Simner, J. (2012). Defining synaesthesia. British Journal of Psychology, 103(1), 1–15. https://doi.org/10.1348/000712610X528305
   PubMed Web of Science ®Google Scholar
• Simner, S., Mulvenna, C., Sagiv, N., Tsakanikos, E., Witherby, S. A., Fraser, C., Scott, K., & Ward, J. (2006). Synaesthesia: The prevalence of atypical cross-modal experiences. Perception, 35(8), 1024–1033. https://doi.org/10.1068/p5469
   PubMed Web of Science ®Google Scholar
• Sloman, S. A., Over, D., Slovak, L., & Stibel, J. M. (2003). Frequency illusions and other fallacies. Organizational Behavior and Human Decision Processes, 91(2), 296–309. https://doi.org/10.1016/S0749-5978(03)00021-9
   Web of Science ®Google Scholar
• Slovic, P. (1969). Manipulating the attractiveness of a gamble without changing its expected value. Journal of Experimental Psychology, 79(1, Pt.1), 139–145. https://doi.org/10.1037/h0026970
   Google Scholar
• Slovic, P., & Peters, E. (2006). Risk perception and affect. Current Directions in Psychological Science, 15(6), 322–325. https://doi.org/10.1111/j.1467-8721.2006.00461.x
   Web of Science ®Google Scholar
• Statistics Bureau of Japan. (2021). 2020 population census. https://www.stat.go.jp/english/data/kokusei/2020/summary.html
   Google Scholar
• Stengård, E., Juslin, P., Hahn, U., & van den Berg, R. (2022). On the generality and cognitive basis of base-rate neglect. Cognition, 226, 105160. https://doi.org/10.1016/j.cognition.2022.105160
   PubMed Web of Science ®Google Scholar
• Tubau, E., Rodríguez-Ferreiro, J., Barberia, I., & Colomé, À. (2019). From reading numbers to seeing ratios: A benefit of icons for risk comprehension. Psychological Research, 83(8), 1808–1816. https://doi.org/10.1007/s00426-018-1041-4
   PubMed Web of Science ®Google Scholar
• Tversky, A., & Kahneman, D. (1974). Judgment under uncertainty: Heuristics and biases. Science, 185(4157), 1124–1131. https://doi.org/10.1126/science.185.4157.1124
   PubMed Web of Science ®Google Scholar
• Visschers, V. H. M., Meertens, R. M., Passchier, W. W. F., & De Vries, N. N. K. (2009). Probability information in risk communication: A review of the research literature. Risk Analysis, 29(2), 267–287. https://doi.org/10.1111/j.1539-6924.2008.01137.x
   PubMed Web of Science ®Google Scholar
• Weinstein, N. D. (1989). Optimistic biases about personal risks. Science, 246(4935), 1232–1233. https://doi.org/10.1126/science.2686031
   PubMed Web of Science ®Google Scholar
• Wong, C. J. (2007). “Little” and “big” pictures in our heads: Race, local context, and innumeracy about racial groups in the United States. Public Opinion Quarterly, 71(3), 392–412. https://doi.org/10.1093/poq/nfm023
   Web of Science ®Google Scholar