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Using Remotely Sensed Data to Assess War-Induced Damage to Agricultural Cultivation : Evidence from Ukraine

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Listed:
  • Deininger, Klaus W.
  • Ali, Daniel Ayalew
  • Nataliia, Kussul
  • Lemoine, Guido
  • Shelestov, Andrii
  • Shumilo, Leonid

Abstract

This paper explores whether satellite imagery can be used to derive a measure to estimate conflict-induced damage to agricultural production and compare the results to those obtained using media-based conflict indicators, which are widely used in the literature. The paper combines area for summer and winter crops from annual crop maps for 2019–24 with measures of conflict-related damage to agricultural land based on optical and thermal satellite sensors. These data are used to estimate a difference-in-differences model for close to 10,000 Ukrainian village councils. The results point to large and persistent negative effects that spill over to conflict-unaffected village councils. The predicted impact is three times larger, with a distinctly different distribution across key domains (for example, territory controlled by Ukraine and the Russian Federation) using the preferred image-based indicator as compared to a media-based indicator. Satellite imagery thus allows defining conflict incidence in ways that may be relevant to agricultural production and that may have implications for future research.

Suggested Citation

  • Deininger, Klaus W. & Ali, Daniel Ayalew & Nataliia, Kussul & Lemoine, Guido & Shelestov, Andrii & Shumilo, Leonid, 2025. "Using Remotely Sensed Data to Assess War-Induced Damage to Agricultural Cultivation : Evidence from Ukraine," Policy Research Working Paper Series 11221, The World Bank.
  • Handle: RePEc:wbk:wbrwps:11221
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    1. Julia Bluszcz & Marica Valente, 2022. "The Economic Costs of Hybrid Wars: The Case of Ukraine," Defence and Peace Economics, Taylor & Francis Journals, vol. 33(1), pages 1-25, January.
    2. Stephen J. Redding & Daniel M. Sturm, 2024. "Neighborhood Effects: Evidence from Wartime Destruction in London," Working Papers 322, Princeton University, Department of Economics, Center for Economic Policy Studies..
    3. Gerard H Dericks & Hans R A Koster, 2021. "The billion pound drop: the Blitz and agglomeration economies in London [The economics of density: evidence from the Berlin wall]," Journal of Economic Geography, Oxford University Press, vol. 21(6), pages 869-897.
    4. Sequeira, Sandra & Chiovelli, Giorgio & Michalopoulos, Stelios & Papaioannou, Elias, 2021. "Forced Displacement and Human Capital: Evidence from Separated Siblings," CEPR Discussion Papers 16820, C.E.P.R. Discussion Papers.
    5. Dennis Egger & Johannes Haushofer & Edward Miguel & Paul Niehaus & Michael Walker, 2022. "General Equilibrium Effects of Cash Transfers: Experimental Evidence From Kenya," Econometrica, Econometric Society, vol. 90(6), pages 2603-2643, November.
    6. Eoin McGuirk & Marshall Burke, 2020. "The Economic Origins of Conflict in Africa," Journal of Political Economy, University of Chicago Press, vol. 128(10), pages 3940-3997.
    7. Vasily Korovkin & Alexey Makarin, 2023. "Conflict and Intergroup Trade: Evidence from the 2014 Russia-Ukraine Crisis," American Economic Review, American Economic Association, vol. 113(1), pages 34-70, January.
    8. Oeindrila Dube & Juan F. Vargas, 2013. "Commodity Price Shocks and Civil Conflict: Evidence from Colombia," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1384-1421.
    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. Ana María Ibáñez & Andrés Moya & Andrea Velásquez, 2022. "Promoting recovery and resilience for internally displaced persons: lessons from Colombia," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 38(3), pages 595-624.
    11. Nicol√°s de Roux & Luis Roberto MartÔøΩnez, 2021. "Forgone Investment: Civil Conflict and Agricultural Credit in Colombia," Documentos CEDE 19236, Universidad de los Andes, Facultad de Economía, CEDE.
    12. Leopoldo Fergusson & Ana María Ibáñez & Juan Felipe Riaño, 2020. "Conflict, Educational Attainment, and Structural Transformation: La Violencia in Colombia," Economic Development and Cultural Change, University of Chicago Press, vol. 69(1), pages 335-371.
    13. Deininger, Klaus W. & Ali, Daniel Ayalew & Neyter, Roman, 2023. "Impacts of a mandatory shift to decentralized online auctions on revenue from public land leases in Ukraine," Journal of Economic Behavior & Organization, Elsevier, vol. 213(C), pages 432-450.
    14. Soojung Ahn & Dongin Kim & Sandro Steinbach, 2023. "The impact of the Russian invasion of Ukraine on grain and oilseed trade," Agribusiness, John Wiley & Sons, Ltd., vol. 39(1), pages 291-299, January.
    15. Douglas R. Leasure & Ridhi Kashyap & Francesco Rampazzo & Claire A. Dooley & Benjamin Elbers & Maksym Bondarenko & Mark Verhagen & Arun Frey & Jiani Yan & Evelina T. Akimova & Masoomali Fatehkia & Rob, 2023. "Nowcasting Daily Population Displacement in Ukraine through Social Media Advertising Data," Population and Development Review, The Population Council, Inc., vol. 49(2), pages 231-254, June.
    16. Adam Rose & Zhenhua Chen & Dan Wei, 2023. "The economic impacts of Russia–Ukraine War export disruptions of grain commodities," Applied Economic Perspectives and Policy, John Wiley & Sons, vol. 45(2), pages 645-665, June.
    17. Nicolas Berman & Mathieu Couttenier & Raphael Soubeyran, 2021. "Fertile Ground for Conflict," Journal of the European Economic Association, European Economic Association, vol. 19(1), pages 82-127.
    18. Smith, Aaron, 2023. "How Did Russia’s Invasion of Ukraine Affect Global Food Supplies?," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 38(2).
    19. Akresh, Richard & Caruso, German Daniel & Thirumurthy, Harsha, 2022. "Detailed geographic information, conflict exposure, and health impacts," World Development, Elsevier, vol. 155(C).
    20. Benjamin Crost & Joseph H Felter, 2020. "Export Crops and Civil Conflict," Journal of the European Economic Association, European Economic Association, vol. 18(3), pages 1484-1520.
    21. Jean-Louis Arcand & Aude-Sophie Rodella-Boitreaud & Matthias Rieger, 2015. "The Impact of Land Mines on Child Health: Evidence from Angola," Economic Development and Cultural Change, University of Chicago Press, vol. 63(2), pages 249-279.
    22. Anthony Louis D'Agostino & Wolfram Schlenker, 2016. "Recent weather fluctuations and agricultural yields: implications for climate change," Agricultural Economics, International Association of Agricultural Economists, vol. 47(S1), pages 159-171, November.
    23. Francesco Amodio & Michele Di Maio, 2018. "Making Do With What You Have: Conflict, Input Misallocation and Firm Performance," Economic Journal, Royal Economic Society, vol. 128(615), pages 2559-2612, November.
    24. Arias, María Alejandra & Ibáñez, Ana María & Zambrano, Andrés, 2019. "Agricultural production amid conflict: Separating the effects of conflict into shocks and uncertainty," World Development, Elsevier, vol. 119(C), pages 165-184.
    25. Fidele Eric Sessou & Christian H.C.A. Henning, 2024. "Conflict and farm inputs investment : can social safety nets have any mitigation effect?," Applied Economics, Taylor & Francis Journals, vol. 56(17), pages 1991-2007, April.
    26. Prem, Mounu & Saavedra, Santiago & Vargas, Juan F., 2020. "End-of-conflict deforestation: Evidence from Colombia’s peace agreement," World Development, Elsevier, vol. 129(C).
    27. Rishabh Sinha & Leila Aghabarari & Ahmed Rostom, 2022. "Conflict and the nature of precautionary wealth [Behavioral and material determinants of production relations in land-abundant tropical agriculture]," Oxford Economic Papers, Oxford University Press, vol. 74(2), pages 567-593.
    28. Lin, Faqin & Li, Xuecao & Jia, Ningyuan & Feng, Fan & Huang, Hai & Huang, Jianxi & Fan, Shenggen & Ciais, Philippe & Song, Xiao Peng, 2023. "The impact of Russia-Ukraine conflict on global food security," LSE Research Online Documents on Economics 117700, London School of Economics and Political Science, LSE Library.
    29. Büttner, Nicolas & Grimm, Michael & Soubeiga, Sidiki, 2022. "Political instability and households’ investment behavior: Evidence from Burkina Faso," Journal of Comparative Economics, Elsevier, vol. 50(2), pages 350-368.
    30. Richard Akresh & Sonia Bhalotra & Marinella Leone & Una Osili, 2023. "First- and Second-Generation Impacts of the Biafran War," Journal of Human Resources, University of Wisconsin Press, vol. 58(2), pages 488-531.
    31. Prem, Mounu & Purroy, Miguel E. & Vargas, Juan F., 2025. "Landmines: The local effects of demining," Journal of Public Economics, Elsevier, vol. 247(C).
    32. Erin Lin & Christine D. Sprunger & Jyhjong Hwang, 2021. "The farmer’s battlefield: traditional ecological knowledge and unexploded bombs in Cambodia," Agriculture and Human Values, Springer;The Agriculture, Food, & Human Values Society (AFHVS), vol. 38(3), pages 827-837, September.
    33. Marc Rockmore, 2020. "Conflict-Risk and Agricultural Portfolios: Evidence from Northern Uganda," Journal of Development Studies, Taylor & Francis Journals, vol. 56(10), pages 1856-1876, October.
    34. Melissa Dell & Pablo Querubin, 2018. "Nation Building Through Foreign Intervention: Evidence from Discontinuities in Military Strategies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 133(2), pages 701-764.
    35. Zhou, Wei-Xing & Dai, Yun-Shi & Duong, Kiet Tuan & Dai, Peng-Fei, 2024. "The impact of the Russia-Ukraine conflict on the extreme risk spillovers between agricultural futures and spots," Journal of Economic Behavior & Organization, Elsevier, vol. 217(C), pages 91-111.
    36. Adelaja, Adesoji & George, Justin & Jayne, Thomas & Muyanga, Milu & Awokuse, Titus & Aromolaran, Adebayo & Liverpool-Tasie, Lenis Saweda O., 2023. "Stepping-Up: Impacts of Armed Conflicts on Land Expansion," Journal of Agricultural and Applied Economics, Cambridge University Press, vol. 55(4), pages 748-769, November.
    37. Justin George & Adesoji Adelaja & Dave Weatherspoon, 2020. "Armed Conflicts and Food Insecurity: Evidence from Boko Haram's Attacks," American Journal of Agricultural Economics, John Wiley & Sons, vol. 102(1), pages 114-131, January.
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