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Predicting the costs of war

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  • Phil Henrickson

Abstract

The expected cost of war is a foundational concept in the study of international conflict. However, the field currently lacks a measure of the expected costs of war, and thereby any measure of the bargaining range. In this paper, I develop a proxy for the expected costs of war by focusing on one aspect of war costs – battle deaths. I train a variety of machine learning algorithms on battle deaths for all countries participating in fatal military disputes and interstate wars between 1816 and 2007 in order to maximize out-of-sample predictive performance. The best performing model (random forest) improves performance over that of a null model by 25% and a linear model with all predictors by 9%. I apply the random forest to all interstate dyads in the Correlates of War dataverse from 1816 to 2007 in order to produce an estimate of the expected costs of war for all existing country pairs in the international system. The resulting measure, which I refer to as Dispute Casualty Expectations, can be used to fully explore the implications of the bargaining model of war, as well as allow applied researchers to develop and test new theories in the study of international relations.

Suggested Citation

  • Phil Henrickson, 2020. "Predicting the costs of war," The Journal of Defense Modeling and Simulation, , vol. 17(3), pages 285-308, July.
  • Handle: RePEc:sae:joudef:v:17:y:2020:i:3:p:285-308
    DOI: 10.1177/1548512919826375
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    References listed on IDEAS

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    1. Hill, Daniel W. & Jones, Zachary M., 2014. "An Empirical Evaluation of Explanations for State Repression," American Political Science Review, Cambridge University Press, vol. 108(3), pages 661-687, August.
    2. Mark Fey & Kristopher W. Ramsay, 2007. "Mutual Optimism and War," American Journal of Political Science, John Wiley & Sons, vol. 51(4), pages 738-754, October.
    3. Adcock, Robert & Collier, David, 2001. "Measurement Validity: A Shared Standard for Qualitative and Quantitative Research," American Political Science Review, Cambridge University Press, vol. 95(3), pages 529-546, September.
    4. Darren Filson & Suzanne Werner, 2004. "Bargaining and Fighting: The Impact of Regime Type on War Onset, Duration, and Outcomes," American Journal of Political Science, John Wiley & Sons, vol. 48(2), pages 296-313, April.
    5. Powell, Robert, 2006. "War as a Commitment Problem," International Organization, Cambridge University Press, vol. 60(1), pages 169-203, January.
    6. de Mesquita, Bruce Bueno, 1983. "The Costs of War: A Rational Expectations Approach," American Political Science Review, Cambridge University Press, vol. 77(2), pages 347-357, June.
    7. Darren Filson & Suzanne Werner, 2007. "Sensitivity to Costs of Fighting versus Sensitivity to Losing the Conflict," Journal of Conflict Resolution, Peace Science Society (International), vol. 51(5), pages 691-714, October.
    8. 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.
    9. Fearon, James D., 1995. "Rationalist explanations for war," International Organization, Cambridge University Press, vol. 49(3), pages 379-414, July.
    10. Bethany Lacina & Nils Petter Gleditsch, 2005. "Monitoring Trends in Global Combat: A New Dataset of Battle Deaths," European Journal of Population, Springer;European Association for Population Studies, vol. 21(2), pages 145-166, June.
    11. Muchlinski, David & Siroky, David & He, Jingrui & Kocher, Matthew, 2016. "Comparing Random Forest with Logistic Regression for Predicting Class-Imbalanced Civil War Onset Data," Political Analysis, Cambridge University Press, vol. 24(1), pages 87-103, January.
    12. de Mesquita, Bruce Bueno & Morrow, James D. & Siverson, Randolph M. & Smith, Alastair, 1999. "An Institutional Explanation of the Democratic Peace," American Political Science Review, Cambridge University Press, vol. 93(4), pages 791-807, December.
    13. Alastair Smith & Allan C. Stam, 2004. "Bargaining and the Nature of War," Journal of Conflict Resolution, Peace Science Society (International), vol. 48(6), pages 783-813, December.
    14. Fearon, James D., 1994. "Domestic Political Audiences and the Escalation of International Disputes," American Political Science Review, Cambridge University Press, vol. 88(3), pages 577-592, September.
    15. Hui Zou & Trevor Hastie, 2005. "Addendum: Regularization and variable selection via the elastic net," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(5), pages 768-768, November.
    16. de Mesquita, Bruce Bueno, 1980. "An Expected Utility Theory of International Conflict," American Political Science Review, Cambridge University Press, vol. 74(4), pages 917-931, December.
    17. Hui Zou & Trevor Hastie, 2005. "Regularization and variable selection via the elastic net," Journal of the Royal Statistical Society Series B, Royal Statistical Society, vol. 67(2), pages 301-320, April.
    18. Poast, Paul, 2010. "(Mis)Using Dyadic Data to Analyze Multilateral Events," Political Analysis, Cambridge University Press, vol. 18(4), pages 403-425.
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