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Displacement and return in the internet Era: Social media for monitoring migration decisions in Northern Syria

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  • Walk, Erin
  • Garimella, Kiran
  • Christia, Fotini

Abstract

According to UNHCR reporting there are over 27 million refugees globally, many of whom are hosted in neighboring countries which struggle with bureaucracy and service provision to support them. With the onset of Covid-19 in early 2020, gathering data on the location and conditions of these refugees has become increasingly difficult. Using Syria as a case study, where since 2011 80% of the population has been displaced in the civil war, this paper shows how the widespread use of social media could be used to monitor migration of refugees. Using social media text and image data from three popular platforms (Twitter, Telegram, and Facebook), and leveraging survey data as a source of ground truth on the presence of IDPs and returnees, it uses topic modeling and image analysis to find that areas without return have a higher prevalence of violence-related discourse and images while areas with return feature content related to services and the economy. Building on these findings, the paper uses mixed effects models to show that these results hold pre- and post-return as well as when migration is quantified as monthly population flows. Monitoring refugee return in war prone areas is a complex task and social media may provide researchers, aid groups, and policymakers with tools for assessing return in areas where survey or other data is unavailable or difficult to obtain.

Suggested Citation

  • Walk, Erin & Garimella, Kiran & Christia, Fotini, 2023. "Displacement and return in the internet Era: Social media for monitoring migration decisions in Northern Syria," World Development, Elsevier, vol. 168(C).
    • Handle: RePEc:eee:wdevel:v:168:y:2023:i:c:s0305750x23000864
    DOI: 10.1016/j.worlddev.2023.106268
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    1. Johannes G. Hoogeveen & Mariacristina Rossi & Dario Sansone, 2019. "Leaving, Staying or Coming Back? Migration Decisions During the Northern Mali Conflict," Journal of Development Studies, Taylor & Francis Journals, vol. 55(10), pages 2089-2105, October.
    2. Balcilar, Mehmet & Nugent, Jeffrey B., 2019. "The migration of fear: An analysis of migration choices of Syrian refugees," The Quarterly Review of Economics and Finance, Elsevier, vol. 73(C), pages 95-110.
    3. Arias María Alejandra & Ibáñez Ana María & Querubin Pablo, 2014. "The Desire to Return during Civil War: Evidence for Internally Displaced Populations in Colombia," Peace Economics, Peace Science, and Public Policy, De Gruyter, vol. 20(1), pages 209-233, January.
    4. Kara Ross Camarena & Nils Hägerdal, 2020. "When Do Displaced Persons Return? Postwar Migration among Christians in Mount Lebanon," American Journal of Political Science, John Wiley & Sons, vol. 64(2), pages 223-239, April.
    5. Margaret E. Roberts & Brandon M. Stewart & Dustin Tingley & Christopher Lucas & Jetson Leder‐Luis & Shana Kushner Gadarian & Bethany Albertson & David G. Rand, 2014. "Structural Topic Models for Open‐Ended Survey Responses," American Journal of Political Science, John Wiley & Sons, vol. 58(4), pages 1064-1082, October.
    6. Mitts, Tamar, 2019. "From Isolation to Radicalization: Anti-Muslim Hostility and Support for ISIS in the West," American Political Science Review, Cambridge University Press, vol. 113(1), pages 173-194, February.
    7. Mehmet Balcilar & Jeffrey B. Nugent & Jiahui Xu, 2022. "Adversities in Syria and their relation to their physical and mental health conditions as Syrian refugees in Turkey," Scottish Journal of Political Economy, Scottish Economic Society, vol. 69(1), pages 37-59, February.
    8. Anita R. Gohdes, 2020. "Repression Technology: Internet Accessibility and State Violence," American Journal of Political Science, John Wiley & Sons, vol. 64(3), pages 488-503, July.
    9. Lazarev, Egor & Sharma, Kunaal, 2017. "Brother or Burden: An Experiment on Reducing Prejudice Toward Syrian Refugees in Turkey—ERRATUM," Political Science Research and Methods, Cambridge University Press, vol. 5(2), pages 409-409, April.
    10. Alex Braithwaite & Tiffany S. Chu & Justin Curtis & Faten Ghosn, 2019. "Violence and the perception of risk associated with hosting refugees," Public Choice, Springer, vol. 178(3), pages 473-492, March.
    11. Barberá, Pablo, 2015. "Birds of the Same Feather Tweet Together: Bayesian Ideal Point Estimation Using Twitter Data," Political Analysis, Cambridge University Press, vol. 23(1), pages 76-91, January.
    12. Alrababa'h, Ala' & Masterson, Daniel & Casalis, Marine & Hangartner, Dominik & Weinstein, Jeremy, 2020. "The Dynamics of Refugee Return: Syrian Refugees and Their Migration Intentions," SocArXiv 7t2wd, Center for Open Science.
    13. Ghosn, Faten & Chu, Tiffany S. & Simon, Miranda & Braithwaite, Alex & Frith, Michael & Jandali, Joanna, 2021. "The Journey Home: Violence, Anchoring, and Refugee Decisions to Return," American Political Science Review, Cambridge University Press, vol. 115(3), pages 982-998, August.
    14. Lazarev, Egor & Sharma, Kunaal, 2017. "Brother or Burden: An Experiment on Reducing Prejudice Toward Syrian Refugees in Turkey," Political Science Research and Methods, Cambridge University Press, vol. 5(2), pages 201-219, April.
    15. Christina Davenport & Will Moore & Steven Poe, 2003. "Sometimes You Just Have to Leave: Domestic Threats and Forced Migration, 1964-1989," International Interactions, Taylor & Francis Journals, vol. 29(1), pages 27-55, January.
    16. Alrababa'h, Ala' & Dillon, Andrea Balacar & Williamson, Scott & Hainmueller, Jens & Hangartner, Dominik & Weinstein, Jeremy, 2021. "Attitudes toward migrants in a highly impacted economy: evidence from the Syrian refugee crisis in Jordan," LSE Research Online Documents on Economics 102980, London School of Economics and Political Science, LSE Library.
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