DOI: 10.3724/SP.J.1042.2017.01045

Advances in Psychological Science (心理科学进展) 2017/25:6 PP.1045-1057

Cultural difference and cultural change in internet data

In the Internet era, information on the Internet reflects individuals' psychological processes and cultural characteristics. These huge and diverse Internet data provide new perspectives for the study of cultural psychology. First, Internet data has shown several strengths on investigating cultural difference and cultural change, which are the two approaches of studying cultural psychology. Second, there are four types of Internet data, and accordingly, cultural psychologists utilize text analysis, multimedia analysis, social network analysis, and online behavior analysis. Third, based on Internet data and corresponding analytic methods, research on cultural difference and cultural changes has obtained fruitful results. Finally, there are limitations of validity, technique, and theory in current research. Future research should pay attention to sampling, tests of indicators' validity, quasi-causal analysis, and data driven analysis, etc. to improve the validity of methods, the depth of results, and the diversity of theories.

Key words:Internet data,big data,cultural psychology,cultural change,cultural difference

ReleaseDate:2017-08-07 10:18:57

陈浩, 乐国安, 李萌, 董颖红. (2013). 计算社会科学:社会科学与信息科学的共同机遇. 西南大学学报(社会科学版), 39(3), 87-93.

丰怡, 蔡华俭, 施媛媛. (2013). 文化产品研究——文化心理学的独特视角. 心理科学进展, 21, 326-335.

高崇, 杨伯溆. (2016). 微视频的内容主题发展趋势分 析——基于对新浪微博官方短视频应用"秒拍"上高转发微视频的研究. 新闻界, (12), 47-50.

李彪. (2013). 微博中热点话题的内容特质及传播机制研究——基于新浪微博6025条高转发微博的数据挖掘分析. 中国人民大学学报, 27(5), 10-17.

柳建坤, 吴愈晓, 刘伟峰. (2016). 中国城市国内知名度的变迁和机制——基于海量书籍和互联网搜索引擎的大数据分析. 学术论坛, (6), 113-121.

王嘉, 戴艳军, 王智宇. (2012). 大学生"网络意见领袖"研究——基于人人网. 中国青年研究, (7), 79-85.

王娱琦, 余震坤, 罗宇, 陈杰明, 蔡华俭. (2015). 利用网络进行心理学研究:西方与中国概况. 心理科学进展, 23, 510-519.

薛婷, 陈浩, 赖凯声, 董颖红, 乐国安. (2015). 心理信息学:网络信息时代下的心理学新发展. 心理科学进展, 23, 325-337.

袁军鹏, 朱东华, 李毅, 李连宏, 黄进. (2006). 文本挖掘技术研究进展. 计算机应用研究, (2), 1-4.

张引, 陈敏, 廖小飞. (2013). 大数据应用的现状与展望. 计算机研究与发展, 50, 216-233.

赵志裕, 康萤仪. (2011). 什么是文化? 见 赵志裕, 康萤仪 (编), 文化社会心理学 (刘爽 译). 北京:中国人民大学出版社.

中国互联网络信息中心. (2016). 中国互联网络发展状况统计报告. 2016-06-01取自

Acerbi, A., Lampos, V., Garnett, P., & Bentley, R. A. (2013). The expression of emotions in 20th century books. PLoS One, 8, e59030.

Acerbi, A., & Bentley, R. A. (2014). Biases in cultural transmission shape the turnover of popular traits. Evolution and Human Behavior, 35, 228-236.

Araújo, C. S., Corrêa, L. P. D., da Silva, A. P. C., Prates, R. O., & Meira, W., Jr. (2014, October). It is not just a picture:Revealing some user practices in instagram. In Proceedings of ninth Latin American web congress (pp. 19-23), Minas Gerais, Brazil.

Barber, W., & Badre, A. (1998) Culturability:The merging of culture and usability. In Proceedings of the fourth conference on human factors and the web, Atlanta, GA, USA. Retrieved June 2, 2016, from

Bochkarev, V. V., Shevlyakova, A. V., & Solovyev, V. D. (2012). Average word length dynamics as indicator of cultural changes in society. arXiv preprint arXiv:1208. 6109. Retrieved June 2, 2016, from

Borra, E., & Weber, I. (2012). Political insights:Exploring partisanship in Web search queries. First Monday, 17. Retrieved June 2, 2016, from

Chatzithomas, N., Boutsouki, N., Hatzithomas, L., & Zotos, Y. (2014). Social media advertising platforms:a cross-cultural study. International Journal of Strategic Innovative Marketing, 1, 74-90.

Chen, F. F. (2007). Sensitivity of goodness of fit indexes to lack of measurement invariance. Structural Equation Modeling, 14, 464-504.

Church, S. H. (2013). Digital gravescapes:Digital memorializing on Facebook. The Information Society, 29, 184-189.

Conover, M. D., Ratkiewicz, J., Francisco, M. R., Gonçalves, B., Menczer, F., & Flammini, A. (2011, July). Political polarization on twitter. In Proceedings of the fifth international AAAI conference on weblogs and social media (pp. 89-96). Barcelona, Spain:AAAI.

DeAndrea, D. C., Shaw, A. S., & Levine, T. R. (2010). Online language:The role of culture in self-expression and self-construal on Facebook. Journal of Language and Social Psychology, 29, 425-442.

Deuze, M. (2006). Participation, remediation, bricolage:Considering principal components of a digital culture. The Information Society, 22, 63-75.

Dotan, A., & Zaphiris, P. (2010). A cross-cultural analysis of Flickr users from Peru, Israel, Iran, Taiwan and the UK. International Journal of Web Based Communities, 6, 284-302.

Ferron, M., & Massa, P. (2011, October). Collective memory building in Wikipedia:The case of North African uprisings. In Proceedings of the seventh international symposium on wikis and open collaboration (pp. 114-123). Mountain View, California:ACM.

Goode, L., McCullough, A., & O'Hare, G. (2011). Unruly publics and the fourth estate on YouTube. Participations:Journal of Audience and Reception Studies, 8, 594-615.

Greenfield, P. M. (2013). The changing psychology of culture from 1800 through 2000. Psychological Science, 24, 1722-1731.

Grossmann, I., & Varnum, M. E. W. (2015). Social structure, infectious diseases, disasters, secularism, and cultural change in America. Psychological Science, 26, 311-324.

Heimbach, I., Schiller, B., Strufe, T., & Hinz, O. (2015, September). Content virality on online social networks:Empirical evidence from Twitter, Facebook, and Google+ on German News Websites. In Proceedings of the twenty-sixth ACM conference on hypertext & social media (pp. 39-47). Guzelyurt, Northern Cyprus:ACM.

Heine, S. J. (2010). Cultural psychology. In S. T. Fiske, D. T. Gilbert, & G. Lindzey (Eds.), Handbook of social psychology (5th ed., Vol. 2, pp. 1423-1464). Hoboken, NJ:John Wiley & Sons.

Heine, S. J., Lehman, D. R., Peng, K. P., & Greenholtz, J. (2002). What's wrong with cross-cultural comparisons of subjective Likert scales?:The reference-group effect. Journal of Personality and Social Psychology, 82, 903-918.

Hey, T., Tansley, S., & Tolle, K. (Eds). (2009). The fourth paradigm:Data-intensive scientific discovery. Redmond, WA:Microsoft Research.

Hochman, N., & Schwartz, R. (2012). Visualizing instagram:Tracing cultural visual rhythms. In Proceedings of the workshop on social media visualization (SocMedVis) in conjunction with the sixth international AAAI conference on weblogs and social media (pp. 6-9). Dublin, Ireland:AAAI.

Hofstede, G. (1983). National cultures in four dimensions:A research-based theory of cultural differences among nations. International Studies of Management & Organization, 13, 46-74.

Inglehart, R. (1997). Modernization and postmodernization:Cultural, economic, and political change in 43 societies (Vol. 19). Princeton, NJ:Princeton University Press.

Juola, P. (2013). Using the Google N-Gram corpus to measure cultural complexity. Literary and Linguistic Computing, 28, 668-675.

Kahn, J. H., Tobin, R. M., Massey, A. E., & Anderson, J. A. (2007). Measuring emotional expression with the Linguistic Inquiry and Word Count. The American Journal of Psychology, 120, 263-286.

Kesebir, P., & Kesebir, S. (2012). The cultural salience of moral character and virtue declined in twentieth century America. The Journal of Positive Psychology, 7, 471-480.

Konrath, S. H., & Anderson, P. A. (2011). A century of self-esteem. In S. De Wals & K. Meszaros (Eds)., Handbook on psychology of self-esteem (pp. 157-174). New York:Nova Science Publishers.

Kraidy, M. M. (2002). Hybridity in cultural globalization. Communication Theory, 12, 316-339.

Kroeber, A. L., & Kluckhohn, C. (1952). Culture:A critical review of concepts and definitions. Cambridge, MA:Peabody Museum.

Lazer, D., Pentland, A., Adamic, L., Aral, S., Barabási, A. L., Brewer, D.,... & van Alstyne, M. (2009). Life in the network:The coming age of Computational social science. Science, 323, 721-723.

Lee, C. K. M., & Barton, D. (2011). Constructing glocal identities through multilingual writing practices on Flickr. com®. International Multilingual Research Journal, 5, 39-59.

Lee, F., Hallahan, M., & Herzog, T. (1996). Explaining real-life events:How culture and domain shape attributions. Personality and Social Psychology Bulletin, 22, 732-741.

Lesthaeghe, R. (1983). A century of demographic and cultural change in Western Europe:An exploration of underlying dimensions. Population and Development Review, 9, 411-435.

Lewis, K., Kaufman, J., Gonzalez, M., Wimmer, A., & Christakis, N. (2008). Tastes, ties, and time:A new social network dataset using Social Networks, 30, 330-342.

Marcus, A., & Gould, E. W. (2000). Crosscurrents:cultural dimensions and global Web user-interface design. Interactions, 7(4), 32-46.

Michel, J. B., Shen, Y. K., Aiden, A. P., Veres, A., Gray, M. K., The Google Books Team,... & Aiden, E. L. (2011). Quantitative analysis of culture using millions of digitized books. Science, 331, 176-182.

Morio, H., & Buchholz, C. (2009). How anonymous are you online? Examining online social behaviors from a cross-cultural perspective. Ai & Society, 23, 297-307.

Morris, M., & Anderson, E. (2015). ‘Charlie is so cool like’:Authenticity, popularity and inclusive masculinity on YouTube. Sociology, 49, 1200-1217.

Naveed, N., Gottron, T., Kunegis, J., & Alhadi, A. C. (2011, June). Bad news travel fast:A content-based analysis of interestingness on twitter. In Proceedings of the third international web science conference (Article No. 8). Koblenz, Germany:ACM.

Nguyen, M., Bin, Y. S., & Campbell, A. (2012). Comparing online and offline self-disclosure:A systematic review. Cyberpsychology, Behavior, and Social Networking, 15, 103-111.

Oishi, S., Graham, J., Kesebir, S., & Galinha, I. C. (2013). Concepts of happiness across time and cultures. Personality and Social Psychology Bulletin, 39, 559-577.

Pennebaker, J. W., Booth, R. J., & Francis, M. E. (2007). Linguistic inquiry and word count:LIWC[Computer Software]. Austin, TX:LIWC. Net.

Pfeil, U., Zaphiris, P., & Ang, C. S. (2006). Cultural differences in collaborative authoring of Wikipedia. Journal of Computer-Mediated Communication, 12, 88-113.

Poblete, B., Garcia, R., Mendoza, M., & Jaimes, A. (2011, October). Do all birds tweet the same?:characterizing twitter around the world. In Proceedings of the Twentieth ACM international conference on information and knowledge management (pp. 1025-1030). Glasgow, Scotland, UK:ACM.

Quek, C. Y., & Mitchell, T. (1997). Classification of world wide web documents (Unpublished master's thesis). Carnegie Mellon University, Pittsburgh.

Quercia, D., Capra, L., & Crowcroft, J. (2012, June). The social world of twitter:Topics, geography, and emotions. In Proceedings of the sixth international AAAI conference on weblogs and social media (pp. 298-305). Dublin, Ireland:AAAI.

Reinecke, K., Nguyen, M. K., Bernstein, A., Näf, M., & Gajos, K. Z. (2013, February). Doodle around the world:Online scheduling behavior reflects cultural differences in time perception and group decision-making. In Proceedings of the 2013 conference on computer supported cooperative work (pp. 45-54). San Antonio, Texas, USA:ACM.

Ribisl, K. M., Lee, R. E., Henriksen, L., & Haladjian, H. H. (2003). A content analysis of Web sites promoting smoking culture and lifestyle. Health Education & Behavior, 30, 64-78.

Robbins, S. S., & Stylianou, A. C. (2002). A study of cultural differences in global corporate Web sites. Journal of Computer Information Systems, 42(2), 3-9.

Roth, S. (2014). Fashionable functions:A Google ngram view of trends in functional differentiation (1800-2000). International Journal of Technology and Human Interaction, 10(2), 34-58.

Schimmack, U., Oishi, S., & Diener, E. (2005). Individualism:A valid and important dimension of cultural differences between nations. Personality and Social Psychology Review, 9, 17-31.

Schmid-Isler, S. (2000, January). The language of digital genres. A semiotic investigation of style and iconology on the world wide web. In Proceedings of the thirty-third Hawaii international conference on system sciences (Vol. 3, p. 3012), Washington, DC, USA.

Shweder, R. A. (1995). Cultural psychology:What is it? In N. R. Goldberger & J. B. Veroff (Eds.), The culture and psychology reader (pp. 41-86). New York:Cambridge University Press.

Suarez-Balcazar, Y., Balcazar, F. E., & Taylor-Ritzler, T. (2009). Using the Internet to conduct research with culturally diverse populations:Challenges and opportunities. Cultural Diversity and Ethnic Minority Psychology, 15(1), 96-104.

Tsai, W. H., & Men, L. R. (2012). Cultural values reflected in corporate pages on popular social network sites in China and the United States. Journal of Research in Interactive Marketing, 6, 42-58.

Twenge, J. M., Campbell, W. K., & Gentile, B. (2012a). Increases in individualistic words and phrases in American books, 1960-2008. PLoS One, 7, e40181

Twenge, J. M., Campbell, W. K., & Gentile, B. (2012b). Male and female pronoun use in U.S. books reflects women's status, 1900-2008. Sex Roles, 67, 488-493.

Twenge, J. M., Campbell, W. K., & Gentile, B. (2013). Changes in pronoun use in American books and the rise of individualism, 1960-2008. Journal of Cross-Cultural Psychology, 44, 406-415.

Uz, I. (2014). Individualism and first person pronoun use in written texts across languages. Journal of Cross-Cultural Psychology, 45, 1671-1678.

van Zoonen, L., Vis, F., & Mihelj, S. (2010). Performing citizenship on YouTube:Activism, satire and online debate around the anti-Islam video Fitna. Critical Discourse Studies, 7, 249-262.

Virues-Ortega, J., & Pear, J. J. (2015). A history of "behavior" and "mind":Use of behavioral and cognitive terms in the 20th century. The Psychological Record, 65, 23-30.

Wang, X. W., Xu, S. M., Peng, L., Wang, Z., Wang, C. L., Zhang, C. B., & Wang, X. B. (2012). Exploring scientists' working timetable:Do scientists often work overtime?. Journal of Informetrics, 6, 655-660.

Waters, R. D., & Lo, K. D. (2012). Exploring the impact of culture in the social media sphere:A content analysis of nonprofit organizations' use of Facebook. Journal of Intercultural Communication Research, 41, 297-319.

Wellman, B., & Berkowitz, S. D. (1988). Social structures:A network approach. New York:Cambridge University Press.

Yanai, K., Yaegashi, K., & Qiu, B. Y. (2009, April). Detecting cultural differences using consumer-generated geotagged photos. In Proceedings of the second international workshop on location and the web (Article No. 12). Boston, Massachusetts, USA:ACM.

Yarkoni, T. (2012). Psychoinformatics:New horizons at the interface of the psychological and computing sciences. Current Directions in Psychological Science, 21, 391-397.

Yasseri, T., Spoerri, A., Graham, M., & Kertész, J. (2014). The most controversial topics in Wikipedia:A multilingual and geographical analysis. In P. Fichman & N. Hara (Eds). Global Wikipedia:International and cross-cultural issues in online collaboration (pp. 25-48). Lanham, MD:Rowman & Littlefield.

Zeng, R., & Greenfield, P. M. (2015). Cultural evolution over the last 40 years in China:Using the Google Ngram Viewer to study implications of social and political change for cultural values. International Journal of Psychology, 50, 47-55.