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Using Twitter for Demographic and Social Science Research: Tools for Data Collection and Processing

Author

Listed:
  • Tyler H. McCormick
  • Hedwig Lee
  • Nina Cesare
  • Ali Shojaie
  • Emma S. Spiro

Abstract

Despite recent and growing interest in using Twitter to examine human behavior and attitudes, there is still significant room for growth regarding the ability to leverage Twitter data for social science research. In particular, gleaning demographic information about Twitter users—a key component of much social science research—remains a challenge. This article develops an accurate and reliable data processing approach for social science researchers interested in using Twitter data to examine behaviors and attitudes, as well as the demographic characteristics of the populations expressing or engaging in them. Using information gathered from Twitter users who state an intention to not vote in the 2012 presidential election, we describe and evaluate a method for processing data to retrieve demographic information reported by users that is not encoded as text (e.g., details of images) and evaluate the reliability of these techniques. We end by assessing the challenges of this data collection strategy and discussing how large-scale social media data may benefit demographic researchers.

Suggested Citation

  • Tyler H. McCormick & Hedwig Lee & Nina Cesare & Ali Shojaie & Emma S. Spiro, 2017. "Using Twitter for Demographic and Social Science Research: Tools for Data Collection and Processing," Sociological Methods & Research, , vol. 46(3), pages 390-421, August.
  • Handle: RePEc:sae:somere:v:46:y:2017:i:3:p:390-421
    DOI: 10.1177/0049124115605339
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    References listed on IDEAS

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    1. Mor Naaman & Hila Becker & Luis Gravano, 2011. "Hip and trendy: Characterizing emerging trends on Twitter," Journal of the American Society for Information Science and Technology, Association for Information Science & Technology, vol. 62(5), pages 902-918, May.
    2. Mor Naaman & Hila Becker & Luis Gravano, 2011. "Hip and trendy: Characterizing emerging trends on Twitter," Journal of the Association for Information Science & Technology, Association for Information Science & Technology, vol. 62(5), pages 902-918, May.
    3. Alexander L. Janus, 2010. "The Influence of Social Desirability Pressures on Expressed Immigration Attitudes," Social Science Quarterly, Southwestern Social Science Association, vol. 91(4), pages 928-946, December.
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