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What We Teach About Race and Gender: Representation in Images and Text of Children’s Books

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Listed:
  • Anjali Adukia
  • Alex Eble
  • Emileigh Harrison
  • Hakizumwami Birali Runesha
  • Teodora Szasz

Abstract

Books shape how children learn about society and norms, in part through representation of different characters. We introduce new artificial intelligence methods for systematically converting images into data and apply them, along with text analysis methods, to measure the representation of skin color, race, gender, and age in award winning children’s books widely read in homes, classrooms, and libraries over the last century. We find that more characters with darker skin color appear over time, but the most influential books persistently depict characters with lighter skin color, on average, than other books, even after conditioning on race; we also find that children are depicted with lighter skin than adults on average. Relative to their growing share of the U.S. population, Black and Latinx people are underrepresented in these same books, while White males are overrepresented. Over time, females are increasingly present but appear less often in text than in images, suggesting greater symbolic inclusion in pictures than substantive inclusion in stories. We then present analysis of the supply of, and demand for, books with different levels of representation to better understand the economic behavior that may contribute to these patterns. On the demand side, we show that people consume books that center their own identities. On the supply side, we document higher prices for books that center non-dominant social identities and fewer copies of these books in libraries that serve predominantly White communities. Lastly, we show that the types of children’s books purchased in a neighborhood are related to local political beliefs.

Suggested Citation

  • Anjali Adukia & Alex Eble & Emileigh Harrison & Hakizumwami Birali Runesha & Teodora Szasz, 2021. "What We Teach About Race and Gender: Representation in Images and Text of Children’s Books," NBER Working Papers 29123, National Bureau of Economic Research, Inc.
  • Handle: RePEc:nbr:nberwo:29123
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    1. Wilson, William Julius, 2012. "The Truly Disadvantaged," University of Chicago Press Economics Books, University of Chicago Press, edition 2, number 9780226901268, September.
    2. Raj Chetty & Nathaniel Hendren & Maggie R Jones & Sonya R Porter, 2020. "Race and Economic Opportunity in the United States: an Intergenerational Perspective [“Intergenerational Mobility of Immigrants in the US Over Two Centuries,”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 711-783.
    3. Robert Jensen & Emily Oster, 2009. "The Power of TV: Cable Television and Women's Status in India," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 124(3), pages 1057-1094.
    4. Melissa S. Kearney & Phillip B. Levine, 2019. "Early Childhood Education by Television: Lessons from Sesame Street," American Economic Journal: Applied Economics, American Economic Association, vol. 11(1), pages 318-350, January.
    5. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    6. Marcy Burchfield & Henry G. Overman & Diego Puga & Matthew A. Turner, 2006. "Causes of Sprawl: A Portrait from Space," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 121(2), pages 587-633.
    7. Daron Acemoglu & Joshua Linn, 2004. "Market Size in Innovation: Theory and Evidence from the Pharmaceutical Industry," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(3), pages 1049-1090.
    8. Davide Cantoni & Yuyu Chen & David Y. Yang & Noam Yuchtman & Y. Jane Zhang, 2017. "Curriculum and Ideology," Journal of Political Economy, University of Chicago Press, vol. 125(2), pages 338-392.
    9. Bernheim, B Douglas, 1994. "A Theory of Conformity," Journal of Political Economy, University of Chicago Press, vol. 102(5), pages 841-877, October.
    10. Benjamin W. Arold, 2022. "Evolution vs. Creationism in the Classroom: The Lasting Effects of Science Education," ifo Working Paper Series 379, ifo Institute - Leibniz Institute for Economic Research at the University of Munich.
    11. Diva Dhar & Tarun Jain & Seema Jayachandran, 2022. "Reshaping Adolescents' Gender Attitudes: Evidence from a School-Based Experiment in India," American Economic Review, American Economic Association, vol. 112(3), pages 899-927, March.
    12. Sule Alan & Ceren Baysan & Mert Gumren & Elif Kubilay, 2021. "Building Social Cohesion in Ethnically Mixed Schools: An Intervention on Perspective Taking," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 136(4), pages 2147-2194.
    13. Eliana La Ferrara & Alberto Chong & Suzanne Duryea, 2012. "Soap Operas and Fertility: Evidence from Brazil," American Economic Journal: Applied Economics, American Economic Association, vol. 4(4), pages 1-31, October.
    14. Waldfogel, Joel, 2003. "Preference Externalities: An Empirical Study of Who Benefits Whom in Differentiated-Product Markets," RAND Journal of Economics, The RAND Corporation, vol. 34(3), pages 557-568, Autumn.
    15. Seth Gershenson & Cassandra M. D. Hart & Joshua Hyman & Constance A. Lindsay & Nicholas W. Papageorge, 2022. "The Long-Run Impacts of Same-Race Teachers," American Economic Journal: Economic Policy, American Economic Association, vol. 14(4), pages 300-342, November.
    16. Steven Berry & Joel Waldfogel, 2010. "Product Quality And Market Size," Journal of Industrial Economics, Wiley Blackwell, vol. 58(1), pages 1-31, March.
    17. J. Vernon Henderson & Adam Storeygard & David N. Weil, 2012. "Measuring Economic Growth from Outer Space," American Economic Review, American Economic Association, vol. 102(2), pages 994-1028, April.
    18. Benjamin W. Arold & Ludger Woessmann & Larissa Zierow, 2022. "Religious Education in School Affects Students’ Lives in the Long Run," CESifo Forum, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 23(03), pages 40-43, May.
    19. Rodríguez-Planas, Núria & Nollenberger, Natalia, 2018. "Let the girls learn! It is not only about math … it's about gender social norms," Economics of Education Review, Elsevier, vol. 62(C), pages 230-253.
    20. Vânia de la Fuente-Núñez & Ella Cohn-Schwartz & Senjooti Roy & Liat Ayalon, 2021. "Scoping Review on Ageism against Younger Populations," IJERPH, MDPI, vol. 18(8), pages 1-24, April.
    21. Trevon D. Logan, 2022. "American Enslavement and the Recovery of Black Economic History," Journal of Economic Perspectives, American Economic Association, vol. 36(2), pages 81-98, Spring.
    22. Alex Eble & Feng Hu, 2022. "Gendered beliefs about mathematics ability transmit across generations through children’s peers," Nature Human Behaviour, Nature, vol. 6(6), pages 868-879, June.
    23. Thomas S. Dee, 2005. "A Teacher Like Me: Does Race, Ethnicity, or Gender Matter?," American Economic Review, American Economic Association, vol. 95(2), pages 158-165, May.
    24. Eble, Alex & Hu, Feng, 2020. "Child beliefs, societal beliefs, and teacher-student identity match," Economics of Education Review, Elsevier, vol. 77(C).
    25. Davide Cantoni & Yuyu Chen & David Y. Yang & Noam Yuchtman & Y. Jane Zhang, 2017. "Curriculum and Ideology," Journal of Political Economy, University of Chicago Press, vol. 125(2), pages 338-392.
    26. Alrababa’H, Ala’ & Marble, William & Mousa, Salma & Siegel, Alexandra A., 2021. "Can Exposure to Celebrities Reduce Prejudice? The Effect of Mohamed Salah on Islamophobic Behaviors and Attitudes," American Political Science Review, Cambridge University Press, vol. 115(4), pages 1111-1128, November.
    27. William A. Darity & Patrick L. Mason, 1998. "Evidence on Discrimination in Employment: Codes of Color, Codes of Gender," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 63-90, Spring.
    28. Stefano DellaVigna & Joshua M. Pollet, 2007. "Demographics and Industry Returns," American Economic Review, American Economic Association, vol. 97(5), pages 1667-1702, December.
    29. Randall A. Lewis & Justin M. Rao, 2015. "The Unfavorable Economics of Measuring the Returns to Advertising," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1941-1973.
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    2. Ash, Elliott & Durante, Ruben & Grebenshchikova, Mariia & Schwarz, Carlo, 2022. "Visual Representation and Stereotypes in News Media," CEPR Discussion Papers 16624, C.E.P.R. Discussion Papers.
    3. Pauline Charousset & Marion Monnet, 2022. "Gendered Teacher Feedback, Students' Math Performance and Enrollment Outcomes: A Text Mining Approach," Working Papers halshs-03733956, HAL.
    4. William Villegas-Ch. & Angel Jaramillo-Alcázar & Aracely Mera-Navarrete, 2022. "Assistance System for the Teaching of Natural Numbers to Preschool Children with the Use of Artificial Intelligence Algorithms," Future Internet, MDPI, vol. 14(9), pages 1-18, September.
    5. Michalopoulos, S & Rauh, C., 2024. "Movies," Cambridge Working Papers in Economics 2412, Faculty of Economics, University of Cambridge.
    6. Pauline Charousset & Marion Monnet, 2022. "Gendered Teacher Feedback, Students' Math Performance and Enrollment Outcomes: A Text Mining Approach," PSE Working Papers halshs-03733956, HAL.
    7. Saharsh Agarwal & Ananya Sen, 2022. "Antiracist Curriculum and Digital Platforms: Evidence from Black Lives Matter," Management Science, INFORMS, vol. 68(4), pages 2932-2948, April.

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    More about this item

    JEL classification:

    • I21 - Health, Education, and Welfare - - Education - - - Analysis of Education
    • I24 - Health, Education, and Welfare - - Education - - - Education and Inequality
    • J15 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Minorities, Races, Indigenous Peoples, and Immigrants; Non-labor Discrimination
    • J16 - Labor and Demographic Economics - - Demographic Economics - - - Economics of Gender; Non-labor Discrimination
    • Z1 - Other Special Topics - - Cultural Economics

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