Abstract
Gender and racial diversity in the mediated images from the media shape our perception of different demographic groups. In this work, we investigate gender and racial diversity of 85,957 advertising images shared by the 73 top international brands on Instagram and Facebook. We hope that our analyses give guidelines on how to build a fully automated watchdog for gender and racial diversity in online advertisements.
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Best Global Brands 2016. https://www.interbrand.com/best-brands/best-global-brands/2016/. Accessed 16 Apr 2019
Face++. https://www.faceplusplus.com. Accessed 16 Apr 2019
German DIY chain’s ‘racist’ advert provokes anger in South Korea. https://www.theguardian.com/world/2019/mar/28/german-diy-chain-hornbach-racist-advert-provokes-anger-south-korea. Accessed 16 Apr 2019
Global 500 2016—rankings—brandirectory. https://brandirectory.com/rankings/global-500-2016. Accessed 16 Apr 2019
Households and families: 2010. https://www.census.gov/prod/cen2010/briefs/c2010br-14.pdf. Accessed 16 Apr 2019
An, J., Weber, I.: #greysanatomy vs. #yankees: Demographics and hashtag use on Twitter. In: ICWSM (2016). https://www.aaai.org/ocs/index.php/ICWSM/ICWSM16/paper/view/13021
An, J., Weber, I.: Diversity in online advertising: a case study of 69 brands on social media. In: Staab, S., Koltsova, O., Ignatov, D.I. (eds.) SocInfo 2018. LNCS, vol. 11185, pp. 38–53. Springer, Cham (2018). https://doi.org/10.1007/978-3-030-01129-1_3
Bailey, A.A.: A year in the life of the African-American male in advertising: a content analysis. J. Advert. 35(1), 83–104 (2006)
Bandura, A.: Social-learning theory of identificatory processes. Handb. Social. Theory Res. 213, 262 (1969)
Berg, H., Söderlund, M., Lindström, A.: Spreading joy: examining the effects of smiling models on consumer joy and attitudes. J. Consum. Mark. 32(6), 459–469 (2015)
Bolukbasi, T., Chang, K.W., Zou, J.Y., Saligrama, V., Kalai, A.T.: Man is to computer programmer as woman is to homemaker? debiasing word embeddings. In: Advances in Neural Information Processing Systems, pp. 4349–4357 (2016)
Bowen, L., Schmid, J.: Minority presence and portrayal in mainstream magazine advertising: an update. Journal. Mass Commun. Q. 74(1), 134–146 (1997)
Buolamwini, J., Gebru, T.: Gender shades: intersectional accuracy disparities in commercial gender classification. In: Conference on Fairness, Accountability and Transparency, pp. 77–91 (2018)
Choudhury, P.K., Schmid, L.S.: Black models in advertising to blacks. J. Advert. Res. 14(3), 19–22 (1974)
Cohen-Eliya, M., Hammer, Y.: Advertisements, stereotypes, and freedom of expression. J. Soc. Philos. 35(2), 165–187 (2004)
Coltrane, S., Messineo, M.: The perpetuation of subtle prejudice: race and gender imagery in 1990s television advertising. Sex Roles 42(5), 363–389 (2000)
Cox, K.K.: Changes in stereotyping of negroes and whites in magazine advertisements. Public Opin. Q. 33(4), 603–606 (1969)
Dominick, J.R., Greenberg, B.S.: Three seasons of blacks on television. J. Advert. Res. 26, 169–173 (1970)
Ekman, P., Friesen, W.V.: Measuring facial movement. Environ. Psychol. Nonverbal Behav. 1(1), 56–75 (1976)
Elliott, M.T.: Differences in the portrayal of blacks: a content analysis of general media versus culturally-targeted commercials. J. Curr. Issues Res. Advert. 17(1), 75–86 (1995)
Gerbner, G., Gross, L., Morgan, M., Signorielli, N., Shanahan, J.: Growing up with television: cultivation processes. Media Eff. Adv. Theory Res. 2, 43–67 (2002)
Goddard, A.: The Language of Advertising: Written Texts. Psychology Press, Abingdon (2002)
Greenwald, A.G., McGhee, D.E., Schwartz, J.L.: Measuring individual differences in implicit cognition: the implicit association test. J. Pers. Soc. Psychol. 74(6), 1464 (1998)
Hanna, R., Rohm, A., Crittenden, V.L.: We’re all connected: the power of the social media ecosystem. Bus. Horiz. 54(3), 265–273 (2011)
Illouz, E.: Consuming the Romantic Utopia: Love and the Cultural Contradictions of Capitalism. University of California Press, Berkeley (1997)
Jacobs Henderson, J., Baldasty, G.J.: Race, advertising, and prime-time television. Howard J. Commun. 14(2), 97–112 (2003)
Jung, S., An, J., Kwak, H., Salminen, J., Jansen, B.: Assessing the accuracy of four popular face recognition tools for inferring gender, age, and race. In: ICWSM (2018)
Katz, I., Hass, R.G.: Racial ambivalence and American value conflict: correlational and priming studies of dual cognitive structures. J. Pers. Soc. Psychol. 55(6), 893 (1988)
Kay, M., Matuszek, C., Munson, S.A.: Unequal representation and gender stereotypes in image search results for occupations. In: Proceedings of the 33rd Annual ACM Conference on Human Factors in Computing Systems, pp. 3819–3828. ACM (2015)
Knapp, M.L., Hall, J.A., Horgan, T.G.: Nonverbal Communication in Human Interaction. Cengage Learning, Boston (2013)
Kwak, H., An, J.: Revealing the hidden patterns of news photos: analysis of millions of news photos using GDELT and deep learning-based vision APIS. In: ICWSM Workshop on News and Public Opinion (NECO) (2016)
Kwak, H., An, J., Salminen, J., Jung, S.G., Jansen, B.J.: What we read, what we search: media attention and public attention among 193 countries. In: Proceedings of the 2018 World Wide Web Conference on World Wide Web, pp. 893–902. International World Wide Web Conferences Steering Committee (2018)
LaFrance, M., Hecht, M.A., Paluck, E.L.: The contingent smile: a meta-analysis of sex differences in smiling. Psychol. Bull. 129(2), 305 (2003)
Lau, S.: The effect of smiling on person perception. J. Soc. Psychol. 117(1), 63–67 (1982)
Lee, K.Y., Joo, S.H.: The portrayal of Asian Americans in mainstream magazine ads: an update. Journal. Mass Commun. Q. 82(3), 654–671 (2005)
Mastro, D.E., Stern, S.R.: Representations of race in television commercials: a content analysis of prime-time advertising. J. Broadcast. Electron. Media 47(4), 638–647 (2003)
McCullick, B., Belcher, D., Hardin, B., Hardin, M.: Butches, bullies and buffoons: Images of physical education teachers in the movies. Sport Educ. Soc. 8(1), 3–16 (2003)
McQuarrie, E.F.: Differentiating the Pictorial Element in Advertising. Visual Marketing: From Attention to Action, pp. 91–112. Erlbaum, New York (2008)
Millard, J.E., Grant, P.R.: The stereotypes of black and white women in fashion magazine photographs: the pose of the model and the impression she creates. Sex Roles 54(9–10), 659–673 (2006)
Paek, H.J., Shah, H.: Racial ideology, model minorities, and the” not-so-silent partner:” stereotyping of Asian Americans in US magazine advertising. Howard J. Commun. 14(4), 225–243 (2003)
Plous, S., Neptune, D.: Racial and gender biases in magazine advertising: a content-analytic study. Psychol. Women Q. 21(4), 627–644 (1997)
Powell, B., Schnabel, L., Apgar, L.: Denial of service to same-sex and interracial couples: evidence from a national survey experiment. Sci. Adv. 3(12), eaao5834 (2017)
Reis, J.C., Kwak, H., An, J., Messias, J., Benevenuto, F.: Demographics of news sharing in the US twittersphere. In: Proceedings of the 28th ACM Conference on Hypertext and Social Media, HT 2017, pp. 195–204. ACM (2017). https://doi.org/10.1145/3078714.3078734
Richeson, J.A., Shelton, J.N.: Brief report: thin slices of racial bias. J. Nonverbal Behav. 29(1), 75–86 (2005)
Rodgers, S., Kenix, L.J., Thorson, E.: Stereotypical portrayals of emotionality in news photos. Mass Commun. Soc. 10(1), 119–138 (2007)
Shabbir, H.A., Hyman, M.R., Reast, J., Palihawadana, D.: Deconstructing subtle racist imagery in television ads. J. Bus. Ethics 123(3), 421–436 (2014)
Shuey, A.M., King, N., Griffith, B.: Stereotyping of negroes and whites: an analysis of magazine pictures. Public Opin. Q. 17(2), 281–287 (1953)
Skill, T., Wallace, S.: Family interactions on primetime television: a descriptive analysis of assertive power interactions. J. Broadcast. Electron. Media 34(3), 243–262 (1990)
Stenberg, G., Wiking, S., Dahl, M.: Judging words at face value: interference in a word processing task reveals automatic processing of affective facial expressions. Cogn. Emot. 12(6), 755–782 (1998)
Stevenson, T.H.: A six-decade study of the portrayal of African Americans in business print media: trailing, mirroring, or shaping social change? J. Curr. Issues Res. Advert. 29(1), 1–14 (2007)
Swani, K., Brown, B.P., Milne, G.R.: Should tweets differ for B2B and B2C? an analysis of Fortune 500 companies’ Twitter communications. Ind. Mark. Manag. 43(5), 873–881 (2014)
Taylor, C.R., Lee, J.Y.: Not in vogue: portrayals of Asian Americans in magazine advertising. J. Public Policy Mark. 13(2), 239–245 (1994)
Taylor, C.R., Stern, B.B.: Asian-Americans: television advertising and the “model minority” stereotype. J. Advertis. 26(2), 47–61 (1997)
Taylor, E.: Prime-Time Families: Television Culture in Post-War America. University of California Press, Berkeley (1989)
Trebbe, J., Schoenhagen, P.: Ethnic minorities in the mass media: how migrants perceive their representation in swiss public television. J. Int. Migr. Integr. 12(4), 411–428 (2011)
Vazire, S., Naumann, L.P., Rentfrow, P.J., Gosling, S.D.: Smiling reflects different emotions in men and women. Behav. Brain Sci. 32(5), 403–405 (2009)
Vigil, J.M.: A socio-relational framework of sex differences in the expression of emotion. Behav. Brain Sci. 32(5), 375–390 (2009)
Wallbott, H.G.: Recognition of emotion from facial expression via imitation? Some indirect evidence for an old theory. Br. J. Soc. Psychol. 30(3), 207–219 (1991)
Zagheni, E., Garimella, V.R.K., Weber, I., et al.: Inferring international and internal migration patterns from Twitter data. In: Proceedings of WWW Companion (2014)
Zinkhan, G.M., Quails, W.J., Biswas, A.: The use of blacks in magazine and television advertising: 1946 to 1986. Journal. Q. 67(3), 547–553 (1990)
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An, J., Kwak, H. (2019). Gender and Racial Diversity in Commercial Brands’ Advertising Images on Social Media. In: Weber, I., et al. Social Informatics. SocInfo 2019. Lecture Notes in Computer Science(), vol 11864. Springer, Cham. https://doi.org/10.1007/978-3-030-34971-4_6
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