IDEAS home Printed from https://ideas.repec.org/a/eee/deveco/v158y2022ics0304387822000803.html
   My bibliography  Save this article

Measuring social unrest using media reports

Author

Listed:
  • Barrett, Philip
  • Appendino, Maximiliano
  • Nguyen, Kate
  • de Leon Miranda, Jorge

Abstract

We present a new index of social unrest based on counts of relevant media reports, covering 130 countries monthly starting in 1986. Spikes in the index identify major events, which match event timelines from external sources for four major regional waves of social unrest. We assess our index against others and show it performs as well as the next best alternative but with superior coverage. Social unrest is associated with a 3 percentage point increase in the frequency of social unrest domestically and a 1 percent increase in neighbors in the next six months. Despite this, social unrest is not a better predictor of future social unrest than the country average rate. We investigate economic performance around unrest events, showing that (1) macroeconomic performance is not robustly correlated with subsequent unrest and (2) after unrest events, positive output surprises are smaller but negative ones unchanged.

Suggested Citation

  • Barrett, Philip & Appendino, Maximiliano & Nguyen, Kate & de Leon Miranda, Jorge, 2022. "Measuring social unrest using media reports," Journal of Development Economics, Elsevier, vol. 158(C).
  • Handle: RePEc:eee:deveco:v:158:y:2022:i:c:s0304387822000803
    DOI: 10.1016/j.jdeveco.2022.102924
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0304387822000803
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.jdeveco.2022.102924?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Sandile Hlatshwayo & Anne Oeking & Mr. Manuk Ghazanchyan & David Corvino & Ananya Shukla & Mr. Lamin Y Leigh, 2018. "The Measurement and Macro-Relevance of Corruption: A Big Data Approach," IMF Working Papers 2018/195, International Monetary Fund.
    2. Dario Caldara & Matteo Iacoviello, 2022. "Measuring Geopolitical Risk," American Economic Review, American Economic Association, vol. 112(4), pages 1194-1225, April.
    3. Daron Acemoglu & Tarek A. Hassan & Ahmed Tahoun, 2018. "The Power of the Street: Evidence from Egypt’s Arab Spring," The Review of Financial Studies, Society for Financial Studies, vol. 31(1), pages 1-42.
    4. Mr. Philip Barrett & Sophia Chen, 2021. "Social Repercussions of Pandemics," IMF Working Papers 2021/021, International Monetary Fund.
    5. Fengcai Qiao & Pei Li & Xin Zhang & Zhaoyun Ding & Jiajun Cheng & Hui Wang, 2017. "Predicting Social Unrest Events with Hidden Markov Models Using GDELT," Discrete Dynamics in Nature and Society, Hindawi, vol. 2017, pages 1-13, May.
    6. Daron Acemoglu & Suresh Naidu & Pascual Restrepo & James A. Robinson, 2019. "Democracy Does Cause Growth," Journal of Political Economy, University of Chicago Press, vol. 127(1), pages 47-100.
    7. Hites Ahir & Nicholas Bloom & Davide Furceri, 2022. "The world uncertainty index," POID Working Papers 031, Centre for Economic Performance, LSE.
    8. Mr. Philip Barrett & Sophia Chen & Miss Mali Chivakul & Ms. Deniz O Igan, 2021. "Pricing Protest: The Response of Financial Markets to Social Unrest," IMF Working Papers 2021/079, International Monetary Fund.
    9. Mariaflavia Harari & Eliana La Ferrara, 2018. "Conflict, Climate, and Cells: A Disaggregated Analysis," The Review of Economics and Statistics, MIT Press, vol. 100(4), pages 594-608, October.
    10. Azzimonti, Marina, 2018. "Partisan conflict and private investment," Journal of Monetary Economics, Elsevier, vol. 93(C), pages 114-131.
    11. Robert J. Barro, 1991. "Economic Growth in a Cross Section of Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(2), pages 407-443.
    12. Chris Redl & Sandile Hlatshwayo, 2021. "Forecasting Social Unrest: A Machine Learning Approach," IMF Working Papers 2021/263, International Monetary Fund.
    13. Mr. Lorenzo E. Bernal-Verdugo & Davide Furceri & Mr. Dominique M. Guillaume, 2013. "The Dynamic Effect of Social and Political Instability on Output: The Role of Reforms," IMF Working Papers 2013/091, International Monetary Fund.
    14. Merima Ali & Odd-Helge Fjeldstad & Boqian Jiang & Abdulaziz B Shifa, 2019. "Colonial Legacy, State-building and the Salience of Ethnicity in Sub-Saharan Africa," The Economic Journal, Royal Economic Society, vol. 129(619), pages 1048-1081.
    15. Scott R. Baker & Nicholas Bloom & Steven J. Davis, 2016. "Measuring Economic Policy Uncertainty," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(4), pages 1593-1636.
    16. Fraiberger, Samuel P. & Lee, Do & Puy, Damien & Ranciere, Romain, 2021. "Media sentiment and international asset prices," Journal of International Economics, Elsevier, vol. 133(C).
    17. Manela, Asaf & Moreira, Alan, 2017. "News implied volatility and disaster concerns," Journal of Financial Economics, Elsevier, vol. 123(1), pages 137-162.
    18. Ponticelli, Jacopo & Voth, Hans-Joachim, 2020. "Austerity and anarchy: Budget cuts and social unrest in Europe, 1919–2008," Journal of Comparative Economics, Elsevier, vol. 48(1), pages 1-19.
    19. Spilimbergo, Antonio & Jirasavetakul, La-Bhus, 2018. "Economic Policy Uncertainty in Turkey," CEPR Discussion Papers 13352, C.E.P.R. Discussion Papers.
    20. Azzimonti, Marina, 2019. "Does partisan conflict deter FDI inflows to the US?," Journal of International Economics, Elsevier, vol. 120(C), pages 162-178.
    21. Marc F. Bellemare, 2015. "Rising Food Prices, Food Price Volatility, and Social Unrest," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 97(1), pages 1-21.
    22. Tahsin Saadi Sedik & Rui Xu, 2020. "A Vicious Cycle: How Pandemics Lead to Economic Despair and Social Unrest," IMF Working Papers 2020/216, International Monetary Fund.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Ghosh, Saibal, 2023. "Social unrest and corporate behaviour during the Arab Spring period," The Journal of Economic Asymmetries, Elsevier, vol. 27(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Mr. Philip Barrett & Sophia Chen & Miss Mali Chivakul & Ms. Deniz O Igan, 2021. "Pricing Protest: The Response of Financial Markets to Social Unrest," IMF Working Papers 2021/079, International Monetary Fund.
    2. Hadzi-Vaskov Metodij & Pienknagura Samuel & Ricci Luca Antonio, 2023. "The Macroeconomic Impact of Social Unrest," The B.E. Journal of Macroeconomics, De Gruyter, vol. 23(2), pages 917-958, June.
    3. Marina Diakonova & Luis Molina & Hannes Mueller & Javier J. Pérez & Cristopher Rauh, 2022. "The information content of conflict, social unrest and policy uncertainty measures for macroeconomic forecasting," Working Papers 2232, Banco de España.
    4. Gupta, Rangan & Ma, Jun & Risse, Marian & Wohar, Mark E., 2018. "Common business cycles and volatilities in US states and MSAs: The role of economic uncertainty," Journal of Macroeconomics, Elsevier, vol. 57(C), pages 317-337.
    5. Dirks, Maximilian & Schmidt, Torsten, 2023. "The relationship between political instability and economic growth in advanced economies: Empirical evidence from a panel VAR and a dynamic panel FE-IV analysis," Ruhr Economic Papers 1000, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    6. Qadan, Mahmoud & Idilbi, Yasmeen, 2022. "Presidential honeymoons, political cycles and the commodity market," Resources Policy, Elsevier, vol. 77(C).
    7. Marco Manacorda & Andrea Tesei, 2020. "Liberation Technology: Mobile Phones and Political Mobilization in Africa," Econometrica, Econometric Society, vol. 88(2), pages 533-567, March.
    8. Baur, Dirk G. & Smales, Lee A., 2020. "Hedging geopolitical risk with precious metals," Journal of Banking & Finance, Elsevier, vol. 117(C).
    9. Himounet, Nicolas, 2022. "Searching the nature of uncertainty: Macroeconomic and financial risks VS geopolitical and pandemic risks," International Economics, Elsevier, vol. 170(C), pages 1-31.
    10. Dim, Chukwuma & Koerner, Kevin & Wolski, Marcin & Zwart, Sanne, 2022. "Hot off the press: News-implied sovereign default risk," EIB Working Papers 2022/06, European Investment Bank (EIB).
    11. Liu, Yang & Han, Liyan & Xu, Yang, 2021. "The impact of geopolitical uncertainty on energy volatility," International Review of Financial Analysis, Elsevier, vol. 75(C).
    12. Besley, Timothy & Fetzer, Thiemo & Mueller, Hannes, 2019. "Terror and Tourism: The Economic Consequences of Media Coverage," CAGE Online Working Paper Series 449, Competitive Advantage in the Global Economy (CAGE).
    13. Gala, Vito D. & Pagliardi, Giovanni & Zenios, Stavros A., 2023. "Global political risk and international stock returns," Journal of Empirical Finance, Elsevier, vol. 72(C), pages 78-102.
    14. Husted, Lucas & Rogers, John & Sun, Bo, 2020. "Monetary policy uncertainty," Journal of Monetary Economics, Elsevier, vol. 115(C), pages 20-36.
    15. Barış Soybilgen & Huseyin Kaya & Dincer Dedeoglu, 2019. "Evaluating the effect of geopolitical risks on the growth rates of emerging countries," Economics Bulletin, AccessEcon, vol. 39(1), pages 717-725.
    16. Efrem Castelnuovo, 2022. "Uncertainty Before and During COVID-19: A Survey," "Marco Fanno" Working Papers 0279, Dipartimento di Scienze Economiche "Marco Fanno".
    17. Nicolas Himounet & Francisco Serranito & Julien Vauday, 2021. "Uncertainty is bad for Business. Really?," Working Papers 2021.03, International Network for Economic Research - INFER.
    18. Alsagr, Naif & Cumming, Douglas J. & Davis, Justin G. & Sewaid, Ahmed, 2023. "Geopolitical risk and crowdfunding performance," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 85(C).
    19. Naoto JINJI & Mitsuo INADA, 2022. "The Impact of Policy Uncertainty on Foreign Direct Investment: Micro-Evidence from Japan's International Investment Agreements," Discussion papers e-21-010, Graduate School of Economics , Kyoto University.
    20. He, Mengxi & Zhang, Yaojie, 2022. "Climate policy uncertainty and the stock return predictability of the oil industry," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 81(C).

    More about this item

    Keywords

    Social unrest; Media coverage;

    JEL classification:

    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access
    • F50 - International Economics - - International Relations, National Security, and International Political Economy - - - General
    • H80 - Public Economics - - Miscellaneous Issues - - - General

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:deveco:v:158:y:2022:i:c:s0304387822000803. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/devec .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.