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Communications

The European Journal of Communication Research

Ed. by Averbeck-Lietz, Stefanie / d'Haenens, Leen


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Clouded reality: News representations of culturally close and distant ethnic outgroups

Anne C. Kroon / Damian Trilling / Toni G. L. A. van der Meer / Jeroen G. F. Jonkman
Published Online: 2019-11-19 | DOI: https://doi.org/10.1515/commun-2019-2069

Abstract

The current study explores how the cultural distance of ethnic outgroups relative to the ethnic ingroup is related to stereotypical news representations. It does so by drawing on a sample of more than three million Dutch newspaper articles and uses advanced methods of automated content analysis, namely word embeddings. The results show that distant ethnic outgroup members (i. e., Moroccans) are associated with negative characteristics and issues, while this is not the case for close ethnic outgroup members (i. e., Belgians). The current study demonstrates the usefulness of word embeddings as a tool to study subtle aspects of ethnic bias in mass-mediated content.

Keywords: prejudice; cultural distance; word embeddings; automated content analysis

References

  • Agrawal, S., & Awekar, A. (2018). Deep learning for detecting cyberbullying across multiple social media platforms. Lecture notes in Computer Science (Including subseries lecture notes in Artificial Intelligence and lecture notes in Bioinformatics), 10772 LNCS (Table 2), 141–153. doi:10.1007/978-3-319-76941-7_11Google Scholar

  • Ahmed, S., & Matthes, J. (2017). Media representation of Muslims and Islam from 2000 to 2015: A meta-analysis. International Communication Gazette, 79(3), 219–244. doi:10.1177/1748048516656305Web of ScienceGoogle Scholar

  • Allport, G. W., Clark, K., & Pettigrew, T. (1954). The nature of prejudice. Cambridge, MA: Addison-Wesley Pub. Co.Google Scholar

  • Arendt, F. (2010). Cultivation effects of a newspaper on reality estimates and explicit and implicit attitudes. Journal of Media Psychology, 22(4), 147–159. doi:10.1027/1864-1105/a000020Google Scholar

  • Arendt, F. (2013). Dose-dependent media priming effects of stereotypic newspaper articles on implicit and explicit stereotypes. Journal of Communication, 63, 830–851. doi:10.1111/jcom.12056Web of ScienceGoogle Scholar

  • Arendt, F., & Karadas, N. (2017). Content analysis of mediated associations: An automated text-analytic approach. Communication Methods and Measures, 11(2), 105–120. doi:10.1080/19312458.2016.1276894Web of ScienceGoogle Scholar

  • Bleich, E., Stonebraker, H., Nisar, H., & Abdelhamid, R. (2015). Media portrayals of minorities: Muslims in British newspaper headlines, 2001–2012. Journal of Ethnic and Migration Studies, 41(6), 942–962. doi:10.1080/1369183X.2014.1002200Web of ScienceGoogle Scholar

  • Blinder, S., & Jeannet, A. M. (2018). The “illegal” and the skilled: Effects of media portrayals on perceptions of immigrants in Britain. Journal of Ethnic and Migration Studies, 44(9), 1444–1462. doi:10.1080/1369183X.2017.1412253Web of ScienceGoogle Scholar

  • Bolukbasi, T., Chang, K.-W., Zou, J., Saligrama, V., & Kalai, A. (2016a). Man is to computer programmer as woman is to homemaker? Debiasing word embeddings. NIPS, 1–9. Retrieved March 20, 2018 from http://arxiv.org/abs/1607.06520.Google Scholar

  • Bolukbasi, T., Chang, K.-W., Zou, J., Saligrama, V., & Kalai, A. (2016b). Quantifying and reducing stereotypes in word embeddings. doi:10.1016/S0017-9310(97)00074-4Google Scholar

  • Caliskan, A., Bryson, J. J., & Narayanan, A. (2017). Semantics derived automatically from language corpora necessarily contain human biases. Science, 6334(356), 183–186.Google Scholar

  • Cho, J., Gil de Zuniga, H., Shah, D. V., & McLeod, D. M. (2006). Cue convergence: Associative effects on social intolerance. Communication Research, 33(3), 136–154.Google Scholar

  • Eberl, J., Meltzer, C. E., Heidenreich, T., Theorin, N., Lind, F., Berganza, R., …, Schemer, C. (2018). The European media discourse on immigration and its effects: A literature review. Annals of the International Communication Association, 842(3), 207–223. doi:10.1080/23808985.2018.1497452Google Scholar

  • Erisen, C., & Kentmen-Cin, C. (2017). Tolerance and perceived threat toward Muslim immigrants in Germany and the Netherlands. European Union Politics, 18(1), 73–97. doi:10.1177/1465116516675979Web of ScienceGoogle Scholar

  • Firth, J. R. (1957). Papers in linguistics, 1934–1951. Oxford University Press.Google Scholar

  • Garg, N., Schiebinger, L., Jurafsky, D., & Zou, J. (2018). Word embeddings quantify 100 years of gender and ethnic stereotypes. PNAS, 1–33. Retrieved April 20, 2019 from http://arxiv.org/abs/1711.08412.Google Scholar

  • Gaertner, S. D., & Dovidio, J. F. (2005). Understanding and addressing contemporary racism: From aversive racism to the common Ingroup Identity Model. Journal of Social Issues, (3), 615–639.Google Scholar

  • González, K. V., Verkuyten, M., Weesie, J., & Poppe, E. (2008). Prejudice towards Muslims in the Netherlands: Testing integrated threat theory. British Journal of Social Psychology, 47(4), 667–685. doi:10.1348/014466608X284443Web of ScienceGoogle Scholar

  • Gorodzeisky, A., & Semyonov, M. (2016). Not only competitive threat but also racial prejudice: Sources of anti-immigrant attitudes in European societies. International Journal of Public Opinion Research, 28(3), 331–354. doi:10.1093/ijpor/edv024Web of ScienceGoogle Scholar

  • Greenwald, A. G. (1995). Implicit social cognition: Attitudes, self-esteem, and stereotypes. Psychological Review, 102(1), 4–27.Google Scholar

  • Inglehart, R., & Klingemann, H. D. (2000). Genes, culture, democracy, and happiness. In E. Diener & E. M. Suh (Eds.), Culture and subjective well-being (pp. 165–183). Cambridge, MA: The MIT Press.Google Scholar

  • Jacobs, L., Damstra, A., Boukes, M., Swert, K. De, & Boukes, M. (2018). Back to reality: The complex relationship between patterns in immigration news coverage and real-world developments in Dutch and Flemish newspapers (1999 – 2015). Mass Communication and Society, 21(4), 473–497. doi:10.1080/15205436.2018.1442479Web of ScienceGoogle Scholar

  • Kroon, A. C., Kluknavská, A., Vliegenthart, R., & Boomgaarden, H. G. (2016). Victims or perpetrators? Explaining media framing of Roma across Europe. European Journal of Communication, 31(4). doi:10.1177/0267323116647235Google Scholar

  • Mahfud, Y., Badea, C., Verkuyten, M., & Reynolds, K. (2018). Multiculturalism and attitudes toward immigrants: The impact of perceived cultural distance. Journal of Cross-Cultural Psychology, 49(6), 945–958. doi:10.1177/0022022117730828Web of ScienceGoogle Scholar

  • Mastro, D. (2009). Effects of racial and ethnic stereotyping. In J. Bryant & M. B. Oliver (Eds.), Media effects: Advances in theory and research (pp. 325–341). New York, NY: Routledge.Google Scholar

  • Mastro, D. E., Behm-Morawitz, E., & Kopacz, M. A. (2008). Exposure to television portrayals of Latinos: The implications of aversive racism and social identity theory. Human Communication Research, 34(1), 1–27. doi:10.1111/j.1468-2958.2007.00311.xWeb of ScienceGoogle Scholar

  • Matamoros-Fernández, A. (2017). Platformed racism: the mediation and circulation of an Australian race-based controversy on Twitter, Facebook and YouTube. Information Communication and Society, 20(6), 930–946. doi:10.1080/1369118X.2017.1293130Google Scholar

  • Mikolov, T., Corrado, G., Chen, K., & Dean, J. (2013). Efficient estimation of word representations in vector space. ArXiv, 1–12.Google Scholar

  • Mikolov, T., Yih, W., & Zweig, G. (2013). Linguistic regularities in continuous space word representations. Proceedings of NAACL-HLT, 746–751.Google Scholar

  • Mutz, D. C., & Goldman, S. K. (2016). Mass media. In J. F. Dovidio, M. Hewstone, P. Glick, & V. M. Esses (Eds.), The SAGE handbook of prejudice, stereotyping and discrimination (pp. 241–258). London, England: Sage Publications.Google Scholar

  • Polek, E., Wöhrle, J., & van Oudenhoven, J. P. (2010). The role of attachment styles, perceived discrimination, and cultural distance in adjustment of German and Eastern European immigrants in the Netherlands. Cross-Cultural Research, 44(1), 60–88. doi:10.1177/1069397109352779Web of ScienceGoogle Scholar

  • Ramasubramanian, S. (2007). Media-based strategies to reduce racial stereotypes activated by news stories. Journalism & Mass Communication Quarterly, 84(2), 249–264. doi:10.1177/107769900708400204Google Scholar

  • Richardson, J. E. (2004). (Mis) representing Islam: The racism and rhetoric of British broadsheet newspapers. Amsterdam: John Benjamins Publishing.Google Scholar

  • Rudkowsky, E., Haselmayer, M., Wastian, M., Jenny, M., Emrich, Š., Sedlmair, M., …, Sedlmair, M. (2018). More than bags of words: Sentiment analysis with word embeddings. Communication Methods and Measures, 12(2–3), 140–157. doi:10.1080/19312458.2018.1455817Web of ScienceGoogle Scholar

  • Ruigrok, N., & Atteveldt, W. Van. (2007). Global angling with a local angle: How U.S., British, and Dutch newspapers frame global and local terrorist attacks. Press/Politics, 12(1), 68–90. doi:10.1177/1081180X06297436Google Scholar

  • Savelkoul, M., Scheepers, P., Tolsma, J., & Hagendoorn, L. (2011). Anti-Muslim attitudes in the Netherlands: Tests of contradictory hypotheses derived from ethnic competition theory and intergroup contact theory. European Sociological Review, 27(6), 741–758. doi:10.1093/esr/jcq035Web of ScienceGoogle Scholar

  • Schnabel, T., Labutov, I., & Mimno, D. (2015). Evaluation methods for unsupervised word embeddings. Proceedings of the 2015 conference on empirical methods in natural language processing, 298–307.Google Scholar

  • Strabac, Z., & Listhaug, O. (2008). Anti-Muslim prejudice in Europe: A multilevel analysis of survey data from 30 countries. Social Science Research, 37(1), 268–286. doi:10.1016/j.ssresearch.2007.02.004Web of ScienceGoogle Scholar

  • Taijfel, H., & Turner, J. (1979). An integrative theory of intergroup conflict. In W. G. Austin & S. Worchel (Eds.), The social psychology of intergroup relations (pp. 33–47). Monterey, CA: Brooks-Cole.Google Scholar

  • Tulkens, S., Hilte, L., Lodewyckx, E., Verhoeven, B., & Daelemans, W. (2016). A dictionary-based approach to racism detection in Dutch social media.Google Scholar

  • Van Atteveldt, W. (2008). Semantic network analysis: Techniques for extracting, representing and querying media content. Charleston SC: BookSurge Publisher.Google Scholar

  • Van der Maaten, L., & Hinton, G. (2008). Visualizing data using t-SNE. Journal of Machine Learning Research, 9(2210), 2579–2605. doi:10.1007/s10479-011-0841-3Google Scholar

  • Van Dijk, T. A. (2000). New(s) racism: A discourse analytical approach. In S. Cottle (Ed.), Ethnic minorities and the media (pp. 33–49). Keynes, UK: Open University Press.Google Scholar

  • Van Osh, Y. M. J., & Breukelmans, S. M. (2012). Perceived intergroup differences as an organizing priniciple of intercultural attitudes and acculturation attitudes. Journal of Cross-Cultural Psychology, 43(43), 801–821. doi:10.1177/0022022111407688Google Scholar

  • Vasta, E. (2007). From ethnic minorities to ethnic majority policy: Multiculturalism and the shift to assimilationism in the Netherlands. Ethnic and Racial Studies, 30(5), 713–740. doi:10.1080/01419870701491770Google Scholar

  • Verhaeghen, P., Aikman, S. N., & van Gulick, A. E. (2011). Prime and prejudice: Co-occurrence in the culture as a source of automatic stereotype priming. British Journal of Social Psychology, 50, 501–518. doi:10.1348/014466610X524254Web of ScienceGoogle Scholar

  • Weisbuch, M., Pauker, K., & Ambaday, N. (2009). The subtle transmission of race bias via televised nonverbal behavior. Science, 5960(326), 1711–1714. doi:10.1126/science.1178358Google Scholar

  • Ye, B. H., Zhang, H. Q., Huawen Shen, J., & Goh, C. (2014). Does social identity affect residents’ attitude toward tourism development?: An evidence from the relaxation of the individual visit scheme. International Journal of Contemporary Hospitality Management, 26(6), 907–929. doi:10.1108/IJCHM-01-2013-0041Web of ScienceGoogle Scholar

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Published Online: 2019-11-19


Citation Information: Communications, ISSN (Online) 1613-4087, ISSN (Print) 0341-2059, DOI: https://doi.org/10.1515/commun-2019-2069.

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