IDEAS home Printed from https://ideas.repec.org/a/sae/joudef/v17y2020i3p285-308.html
   My bibliography  Save this article

Predicting the costs of war

Author

Listed:
  • 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
    as

    Download full text from publisher

    File URL: https://journals.sagepub.com/doi/10.1177/1548512919826375
    Download Restriction: no

    File URL: https://libkey.io/10.1177/1548512919826375?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
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Fearon, James D., 1995. "Rationalist explanations for war," International Organization, Cambridge University Press, vol. 49(3), pages 379-414, July.
    3. 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.
    4. 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.
    5. 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.
    6. 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.
    7. 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.
    8. 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.
    9. 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.
    10. Powell, Robert, 2006. "War as a Commitment Problem," International Organization, Cambridge University Press, vol. 60(1), pages 169-203, January.
    11. 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.
    12. 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.
    13. 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.
    14. 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.
    15. 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.
    16. 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.
    17. Poast, Paul, 2010. "(Mis)Using Dyadic Data to Analyze Multilateral Events," Political Analysis, Cambridge University Press, vol. 18(4), pages 403-425.
    18. 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.
    Full references (including those not matched with items on IDEAS)

    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. John Tyson Chatagnier, 2015. "Conflict bargaining as a signal to third parties," Journal of Theoretical Politics, , vol. 27(2), pages 237-268, April.
    2. Max Gallop, 2017. "More dangerous than dyads: how a third party enables rationalist explanations for war," Journal of Theoretical Politics, , vol. 29(3), pages 353-381, July.
    3. Sandeep Baliga & David O. Lucca & Tomas Sjöström, 2011. "Domestic Political Survival and International Conflict: Is Democracy Good for Peace?," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 78(2), pages 458-486.
    4. Paul F. Diehl, 2006. "Just a Phase?: Integrating Conflict Dynamics Over Time," Conflict Management and Peace Science, Peace Science Society (International), vol. 23(3), pages 199-210, July.
    5. Nakao, Keisuke, 2022. "Democratic Victory and War Duration: Why Are Democracies Less Likely to Win Long Wars?," MPRA Paper 112849, University Library of Munich, Germany.
    6. Darren Filson & Suzanne Werner, 2007. "The Dynamics of Bargaining and War," International Interactions, Taylor & Francis Journals, vol. 33(1), pages 31-50, January.
    7. Clara Ponsati & Santiago Sanchez-Pages, 2012. "Optimism and commitment: an elementary theory of bargaining and war," SERIEs: Journal of the Spanish Economic Association, Springer;Spanish Economic Association, vol. 3(1), pages 157-179, March.
    8. Clayton Thyne, 2017. "The impact of coups d’état on civil war duration," Conflict Management and Peace Science, Peace Science Society (International), vol. 34(3), pages 287-307, May.
    9. Peter Bils & William Spaniel, 2017. "Policy bargaining and militarized conflict," Journal of Theoretical Politics, , vol. 29(4), pages 647-678, October.
    10. Yuleng Zeng, 2020. "Bluff to peace: How economic dependence promotes peace despite increasing deception and uncertainty," Conflict Management and Peace Science, Peace Science Society (International), vol. 37(6), pages 633-654, November.
    11. Idean Salehyan, 2010. "The Delegation of War to Rebel Organizations," Journal of Conflict Resolution, Peace Science Society (International), vol. 54(3), pages 493-515, June.
    12. David R. Andersen-Rodgers, 2015. "No table necessary? Foreign policy crisis management techniques in non-state actor-triggered crises," Conflict Management and Peace Science, Peace Science Society (International), vol. 32(2), pages 200-221, April.
    13. Thomas Jensen & Andreas Madum, 2017. "Partisan optimism and political bargaining," Journal of Theoretical Politics, , vol. 29(2), pages 191-213, April.
    14. Scott Wolford, 2020. "War and diplomacy on the world stage: Crisis bargaining before third parties," Journal of Theoretical Politics, , vol. 32(2), pages 235-261, April.
    15. Jelnov, Artyom & Tauman, Yair & Zeckhauser, Richard, 2018. "Confronting an enemy with unknown preferences: Deterrer or provocateur?," European Journal of Political Economy, Elsevier, vol. 54(C), pages 124-143.
    16. Jelnov, Artyom & Tauman, Yair & Zeckhauser, Richard, 2017. "Attacking the unknown weapons of a potential bomb builder: The impact of intelligence on the strategic interaction," Games and Economic Behavior, Elsevier, vol. 104(C), pages 177-189.
    17. Matthew Hauenstein, 2020. "The conditional effect of audiences on credibility," Journal of Peace Research, Peace Research Institute Oslo, vol. 57(3), pages 422-436, May.
    18. Zachary C. Shirkey, 2020. "Which wars spread? Commitment problems and military intervention," Conflict Management and Peace Science, Peace Science Society (International), vol. 37(2), pages 133-151, March.
    19. Yuri M. Zhukov, 2014. "Theory of Indiscriminate Violence," Working Paper 365551, Harvard University OpenScholar.
    20. Christopher Gelpi & Joseph M. Grieco, 2001. "Attracting Trouble," Journal of Conflict Resolution, Peace Science Society (International), vol. 45(6), pages 794-817, December.

    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:sae:joudef:v:17:y:2020:i:3:p:285-308. 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: SAGE Publications (email available below). General contact details of provider: .

    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.