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Democracies at risk? A forecasting analysis of regime type and the risk of terrorist attack

Author

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  • Christopher Gelpi

    (The Ohio State University, USA)

  • Nazli Avdan

    (University of Kansas, USA)

Abstract

How substantial is democracy as a cause of transnational terrorist attacks? Can our identification of democratic political systems help us to anticipate the flow of transnational terrorism? We seek to address these questions by analyzing data on transnational terrorist incidents from 1968 to 2007. We rely on receiver operating curves as a diagnostic tool to assess forecasting ability of various models of terrorist activity. Our analyses yield four central conclusions. First, our model of transnational terrorism provides a fairly strong basis for forecasting attacks—at least at the (relatively broad) level of the country-year. Second, while the overall forecasting capacity of this model is fairly strong, democracy adds very little to our capacity to forecast terrorist attacks relative to a parsimonious model that includes only distance and the prior history of terrorism. Collectively, these two variables perform about as well as a much more broadly specified model in forecasting terrorist attacks out of sample. Third, the model is highly redundant in a predictive sense. That is, many if not most of the other variables appear to provide similar information in terms of identifying terrorist attacks. Finally, we suggest that scholars focus on the development of more fine-grained and time-variant predictive indicators in order to improve our ability to forecast transnational terrorism.

Suggested Citation

  • Christopher Gelpi & Nazli Avdan, 2018. "Democracies at risk? A forecasting analysis of regime type and the risk of terrorist attack," Conflict Management and Peace Science, Peace Science Society (International), vol. 35(1), pages 18-42, January.
  • Handle: RePEc:sae:compsc:v:35:y:2018:i:1:p:18-42
    DOI: 10.1177/0738894215608998
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    References listed on IDEAS

    as
    1. Todd Sandler, 2014. "The analytical study of terrorism," Journal of Peace Research, Peace Research Institute Oslo, vol. 51(2), pages 257-271, March.
    2. King, Gary & Zeng, Langche, 2001. "Logistic Regression in Rare Events Data," Political Analysis, Cambridge University Press, vol. 9(2), pages 137-163, January.
    3. De Marchi, Scott & Gelpi, Christopher & Grynaviski, Jeffrey D., 2004. "Untangling Neural Nets," American Political Science Review, Cambridge University Press, vol. 98(2), pages 371-378, May.
    4. Keefer,Philip & Loayza,Norman (ed.), 2008. "Terrorism, Economic Development, and Political Openness," Cambridge Books, Cambridge University Press, number 9780521887588.
    5. Eric Neumayer & Thomas Plümper, 2011. "Foreign terror on Americans," Journal of Peace Research, Peace Research Institute Oslo, vol. 48(1), pages 3-17, January.
    6. Dreher, Axel & Gassebner, Martin, 2008. "Does political proximity to the U.S. cause terror?," Economics Letters, Elsevier, vol. 99(1), pages 27-29, April.
    7. Dani Rodrik & Arvind Subramanian & Francesco Trebbi, 2004. "Institutions Rule: The Primacy of Institutions Over Geography and Integration in Economic Development," Journal of Economic Growth, Springer, vol. 9(2), pages 131-165, June.
    8. Blomberg, S. Brock & Hess, Gregory D. & Weerapana, Akila, 2004. "Economic conditions and terrorism," European Journal of Political Economy, Elsevier, vol. 20(2), pages 463-478, June.
    9. Fearon, James D. & Laitin, David D., 2003. "Ethnicity, Insurgency, and Civil War," American Political Science Review, Cambridge University Press, vol. 97(1), pages 75-90, February.
    10. Enders, Walter & Sandler, Todd, 1998. "Transnational Terrorism in the Post-Cold War Era," ISU General Staff Papers 199804010800001308, Iowa State University, Department of Economics.
    11. Alesina, Alberto & Dollar, David, 2000. "Who Gives Foreign Aid to Whom and Why?," Journal of Economic Growth, Springer, vol. 5(1), pages 33-63, March.
    12. Neumayer, Eric & Plümper, Thomas, 2009. "International Terrorism and the Clash of Civilizations," British Journal of Political Science, Cambridge University Press, vol. 39(4), pages 711-734, October.
    13. Paul Collier & Anke Hoeffler, 2004. "Greed and grievance in civil war," Oxford Economic Papers, Oxford University Press, vol. 56(4), pages 563-595, October.
    14. D. Scott Bennett & Allan C. Stam, 2000. "Eugene : A conceptual manual," International Interactions, Taylor & Francis Journals, vol. 26(2), pages 179-204, March.
    15. Adam Przeworski & Fernando Limongi, 1993. "Political Regimes and Economic Growth," Journal of Economic Perspectives, American Economic Association, vol. 7(3), pages 51-69, Summer.
    16. Daron Acemoglu & Simon Johnson & James A. Robinson & Pierre Yared, 2008. "Income and Democracy," American Economic Review, American Economic Association, vol. 98(3), pages 808-842, June.
    17. James Raymond Vreeland, 2008. "The Effect of Political Regime on Civil War," Journal of Conflict Resolution, Peace Science Society (International), vol. 52(3), pages 401-425, June.
    18. Martin Gassebner & Simon Luechinger, 2011. "Lock, stock, and barrel: a comprehensive assessment of the determinants of terror," Public Choice, Springer, vol. 149(3), pages 235-261, December.
    19. Claudia Czado & Tilmann Gneiting & Leonhard Held, 2009. "Predictive Model Assessment for Count Data," Biometrics, The International Biometric Society, vol. 65(4), pages 1254-1261, December.
    20. Enders, Walter & Sandler, Todd, 2000. "Is Transnational Terrorism Becoming More Threatening? A Time-Series Investigation," Staff General Research Papers Archive 1823, Iowa State University, Department of Economics.
    21. Tim Krieger & Daniel Meierrieks, 2011. "What causes terrorism?," Public Choice, Springer, vol. 147(1), pages 3-27, April.
    22. Carter, David B. & Signorino, Curtis S., 2010. "Back to the Future: Modeling Time Dependence in Binary Data," Political Analysis, Cambridge University Press, vol. 18(3), pages 271-292, July.
    23. Walter Enders & Todd Sandler, 2000. "Is Transnational Terrorism Becoming More Threatening?," Journal of Conflict Resolution, Peace Science Society (International), vol. 44(3), pages 307-332, June.
    24. Pape, Robert A., 2003. "The Strategic Logic of Suicide Terrorism," American Political Science Review, Cambridge University Press, vol. 97(3), pages 343-361, August.
    25. Tavares, Jose, 2004. "The open society assesses its enemies: shocks, disasters and terrorist attacks," Journal of Monetary Economics, Elsevier, vol. 51(5), pages 1039-1070, July.
    26. Alan B. Krueger & Jitka Maleckova, 2003. "Education, Poverty and Terrorism: Is There a Causal Connection?," Journal of Economic Perspectives, American Economic Association, vol. 17(4), pages 119-144, Fall.
    27. Beck, Nathaniel & King, Gary & Zeng, Langche, 2000. "Improving Quantitative Studies of International Conflict: A Conjecture," American Political Science Review, Cambridge University Press, vol. 94(1), pages 21-35, March.
    28. World Bank, 2008. "World Development Indicators 2008," World Bank Publications - Books, The World Bank Group, number 28241, December.
    29. Berrebi Claude, 2007. "Evidence about the Link Between Education, Poverty and Terrorism among Palestinians," Peace Economics, Peace Science, and Public Policy, De Gruyter, vol. 13(1), pages 1-38, December.
    30. Konstantinos Drakos & Andreas Gofas, 2006. "In Search Of The Average Transnational Terrorist Attack Venue," Defence and Peace Economics, Taylor & Francis Journals, vol. 17(2), pages 73-93.
    31. Atin Basuchoudhary & William Shughart, 2010. "On Ethnic Conflict And The Origins Of Transnational Terrorism," Defence and Peace Economics, Taylor & Francis Journals, vol. 21(1), pages 65-87.
    32. World Bank, 2008. "World Development Indicators 2008," World Bank Publications - Books, The World Bank Group, number 11855, December.
    33. Norris, Pippa, 2011. "Making Democratic-Governance Work: The Consequences for Prosperity," Working Paper Series rwp11-035, Harvard University, John F. Kennedy School of Government.
    34. Neumayer, Eric & Plümper, Thomas, 2010. "Spatial Effects in Dyadic Data," International Organization, Cambridge University Press, vol. 64(1), pages 145-166, January.
    35. Norris, Pippa, 2011. "Making Democratic-Governance Work: The Consequences for Prosperity," Scholarly Articles 5131502, Harvard Kennedy School of Government.
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