Modeling Civilian and Militant Casualties in Asymmetric Wars: The Case of Gaza 2024

Authors

DOI:

https://doi.org/10.31181/sor21202518

Keywords:

Situational awareness, Civilian casualties, Attrition, Lanchester

Abstract

Lanchester-type models for attritional warfare balance military casualties in two opposing forces. In asymmetric wars such as that in Gaza, by contrast, the dominant military force takes few casualties, and the crucial relationship is between casualties among opposing militants and among innocent civilians. We construct and analyze a simple dynamical model in which the proportion β ∈ [0, 1] of effectively targeted, as opposed to indiscriminate, military actions determines the balance between militant and civilian casualties. We derive a conserved quantity which yields an analogue of Lanchester’s laws for this balance, find the general solution of the model, and quantify the effects of variations in levels of targeting effectiveness on civilian casualties. Important conclusions are that every increase in β results in an approximately 1/β(1−β) times greater proportionate reduction in civilian casualties, and that, when militants are a small fraction of the population, the overall percentage of civilian casualties when the militant force has been eliminated is (1−β)/β times the original percentage of militants in the population. We draw some insights regarding the 2023-2025 war in Gaza.

Downloads

Download data is not yet available.

References

Mearsheimer, J. J. (2023, December 11). Death and destruction in Gaza. John’s Substack. https://mearsheimer.substack.com/p/death-and-destruction-in-gaza

Hufner, K. (2010). UN system. In A. J. T. J. T. Schrijver (Ed.), A concise encyclopedia of the United Nations (2nd ed., pp. 827–832). Brill Nijhoff.

Washburn, A. R., & Kress, M. (2009). Combat modeling (Vol. 139). Springer. https://doi.org/10.1007/978-1-4419-0790-5

Kress, M. (2012). Modeling armed conflicts. Science, 336(6083), 865–869. https://doi.org/10.1126/science.1217724

Lanchester, F. W. (1916). Aircraft in warfare: The dawn of the fourth arm. Constable and Company.

Deitchman, S. J. (1962). A Lanchester model of guerrilla warfare. Operations Research, 10(6), 818–827. https://doi.org/10.1287/opre.10.6.818

Taylor, J. G. (1974). Lanchester-type models of warfare and optimal control. Naval Research Logistics Quarterly, 21(1), 79–106. https://doi.org/10.1002/nav.3800210107

Weyl, H., & Pesic, P. (Eds.). (2009). Mind and nature: Selected writings on philosophy, mathematics, and physics. Princeton University Press. https://doi.org/10.1093/philmat/nkp013

Eckhardt, W. (1986). Statistics of deadly quarrels. Peace Research Institute.

Etzioni, A. (1962). Arms and insecurity. The Free Press.

Hill, A. (2024). Applying analytic insights to the ongoing conflict in Gaza. Phalanx, 57(1), 22–27.

Schold, J. L., & Mittal, V. (2024). Applying the Lanchester equations to model conflicts involving tunnels. The Journal of Defense Modeling and Simulation, 21(1), 15485129241305821. https://doi.org/10.1177/15485129241305821

Ayoub, H. H., Chemaitelly, H., & Abu-Raddad, L. J. (2024). Comparative analysis and evolution of civilian versus combatant mortality ratios in Israel–Gaza conflicts, 2008–2023. Frontiers in Public Health, 12, 1359189. https://doi.org/10.3389/fpubh.2024.1359189

Berman, E., Khadka, P. B., Klinenberg, D., & Klor, E. (2024). Deterrence through response curves: An empirical analysis of the Gaza–Israel conflict (NBER Working Paper No. w33273). National Bureau of Economic Research. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=5064036

Huo, F. Y., Manrique, P. D., Restrepo, D. J., Woo, G., & Johnson, N. F. (2024). Simple fusion-fission quantifies Israel-Palestine violence and suggests multi-adversary solution. arXiv. https://doi.org/10.48550/arXiv.2409.02816

Fox, A. C. (2024). The Israel-Hamas conflict: ‘You might not be interested in attrition, but attrition is interested in you’. Small Wars & Insurgencies, 35(6), 984–996.

Jamaluddine, Z., Abukmail, H., Aly, S., Campbell, O. M., & Checchi, F. (2025). Traumatic injury mortality in the Gaza Strip from Oct 7, 2023, to June 30, 2024: A capture–recapture analysis. The Lancet, 405(10476), 469-477. https://doi.org/10.1016/s0140-6736(24)02678-3

Marcus, R. D. (2019). Learning ‘under fire’: Israel’s improvised military adaptation to Hamas tunnel warfare. Journal of Strategic Studies, 42(3-4), 344–370. https://doi.org/10.1080/01402390.2017.1307744

Loewenthal, A., Miaari, S., Weinberg, J., & Yonker, C. (2019). The political economy of the Gaza Strip: Poverty, fundamentalism, political violence, and their resolution. The Institute for Structural Reforms.

Bera, R. K. (2024). Israel responds to Hamas’ attack (SSRN No. 4740210). Social Science Research Network. https://papers.ssrn.com/sol3/papers.cfm?abstract_id=4740210

Kress, M., Lin, K. Y., & MacKay, N. J. (2018). The attrition dynamics of multilateral war. Operations Research, 66(4), 950–956. https://doi.org/10.1287/opre.2017.1670

Kress, M., & MacKay, N. J. (2014). Bits or shots in combat? The generalized Deitchman model of guerrilla warfare. Operations Research Letters, 42(1), 102–108. https://doi.org/10.1016/j.orl.2013.08.004

Epstein, J. M. (2008). Why model? Journal of Artificial Societies and Social Simulation, 11(4), 12.

Published

2025-02-06

How to Cite

Kress, M., & MacKay, N. (2025). Modeling Civilian and Militant Casualties in Asymmetric Wars: The Case of Gaza 2024. Spectrum of Operational Research, 2(1), 259-267. https://doi.org/10.31181/sor21202518