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Labor Markets during War Time: Evidence from Online Job Ads

Author

Listed:
  • Tho Pham

    (University of York)

  • Oleksandr Talavera

    (University of Birmingham)

  • Zhuangchen Wu

    (University of Birmingham)

Abstract

This study examines the short- and medium-term impacts of the ongoing Russia-Ukraine war on the labor market for Ukrainian workers. Using a unique dataset of 5.4 million online job ads for Ukrainian job seekers in Poland and Ukraine over the 2021-2022 period, we show a short-term surge in demand for Ukrainians to work in Poland while the number of jobs in Ukraine is relatively stable. Since February 2022, the demand for soft and analytical skills in Ukraine has increased, while the demand for such skills in Poland has remained the same. Moreover, there is variation in labor demand depending on skills level and occupational gender segregation. Further analysis suggests a persistent shift (to the left) in wage distribution driven by both the decline of wages within job titles and the change in job composition.

Suggested Citation

  • Tho Pham & Oleksandr Talavera & Zhuangchen Wu, 2023. "Labor Markets during War Time: Evidence from Online Job Ads," Discussion Papers 23-03, Department of Economics, University of Birmingham.
  • Handle: RePEc:bir:birmec:23-03
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    1. Dustmann, Christian & Glitz, Albrecht & Vogel, Thorsten, 2010. "Employment, wages, and the economic cycle: Differences between immigrants and natives," European Economic Review, Elsevier, vol. 54(1), pages 1-17, January.
    2. Courtney Brell & Christian Dustmann & Ian Preston, 2020. "The Labor Market Integration of Refugee Migrants in High-Income Countries," Journal of Economic Perspectives, American Economic Association, vol. 34(1), pages 94-121, Winter.
    3. Kilian Huber & Volker Lindenthal & Fabian Waldinger, 2021. "Discrimination, Managers, and Firm Performance: Evidence from “Aryanizations” in Nazi Germany," Journal of Political Economy, University of Chicago Press, vol. 129(9), pages 2455-2503.
    4. Claudia Goldin & Claudia Olivetti, 2013. "Shocking Labor Supply: A Reassessment of the Role of World War II on Women's Labor Supply," American Economic Review, American Economic Association, vol. 103(3), pages 257-262, May.
    5. Caggese, Andrea & Cuñat, Vicente & Metzger, Daniel, 2019. "Firing the wrong workers: Financing constraints and labor misallocation," Journal of Financial Economics, Elsevier, vol. 133(3), pages 589-607.
    6. Gu, Ran & Zhong, Ling, 2023. "Effects of stay-at-home orders on skill requirements in vacancy postings," Labour Economics, Elsevier, vol. 82(C).
    7. Azar, José & Marinescu, Ioana & Steinbaum, Marshall & Taska, Bledi, 2020. "Concentration in US labor markets: Evidence from online vacancy data," Labour Economics, Elsevier, vol. 66(C).
    8. Christian Dustmann & Francesco Fasani & Tommaso Frattini & Luigi Minale & Uta Schönberg, 2017. "On the economics and politics of refugee migration," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 32(91), pages 497-550.
    9. Francesco Fasani & Tommaso Frattini & Luigi Minale, 2022. "(The Struggle for) Refugee integration into the labour market: evidence from Europe [Cashier or consultant? Entry labor market conditions, field of study, and career success]," Journal of Economic Geography, Oxford University Press, vol. 22(2), pages 351-393.
    10. Daron Acemoglu & David H. Autor & David Lyle, 2004. "Women, War, and Wages: The Effect of Female Labor Supply on the Wage Structure at Midcentury," Journal of Political Economy, University of Chicago Press, vol. 112(3), pages 497-551, June.
    11. Faryna, Oleksandr & Pham, Tho & Talavera, Oleksandr & Tsapin, Andriy, 2022. "Wage and unemployment: Evidence from online job vacancy data," Journal of Comparative Economics, Elsevier, vol. 50(1), pages 52-70.
    12. Mevlude Akbulut-Yuksel & Mutlu Yuksel, 2015. "The Long-Term Direct and External Effects of Jewish Expulsions in Nazi Germany," American Economic Journal: Economic Policy, American Economic Association, vol. 7(3), pages 58-85, August.
    13. Grace Lordan & Jörn‐Steffen Pischke, 2022. "Does Rosie Like Riveting? Male and Female Occupational Choices," Economica, London School of Economics and Political Science, vol. 89(353), pages 110-130, January.
    14. Peter Q. Blair & David J. Deming, 2020. "Structural Increases in Demand for Skill after the Great Recession," AEA Papers and Proceedings, American Economic Association, vol. 110, pages 362-365, May.
    15. Braun, Sebastian & Omar Mahmoud, Toman, 2014. "The Employment Effects of Immigration: Evidence from the Mass Arrival of German Expellees in Postwar Germany," The Journal of Economic History, Cambridge University Press, vol. 74(1), pages 69-108, March.
    16. Goldin, Claudia D, 1991. "The Role of World War II in the Rise of Women's Employment," American Economic Review, American Economic Association, vol. 81(4), pages 741-756, September.
    17. Murard, Elie & Sakalli, Seyhun Orcan, 2018. "Mass Refugee Inflow and Long-Run Prosperity: Lessons from the Greek Population Resettlement," IZA Discussion Papers 11613, Institute of Labor Economics (IZA).
    18. Ioana Marinescu & Ronald Wolthoff, 2020. "Opening the Black Box of the Matching Function: The Power of Words," Journal of Labor Economics, University of Chicago Press, vol. 38(2), pages 535-568.
    19. Michael Baker & Kirsten Cornelson, 2018. "Gender-Based Occupational Segregation and Sex Differences in Sensory, Motor, and Spatial Aptitudes," Demography, Springer;Population Association of America (PAA), vol. 55(5), pages 1749-1775, October.
    20. Morales, Juan S., 2018. "The impact of internal displacement on destination communities: Evidence from the Colombian conflict," Journal of Development Economics, Elsevier, vol. 131(C), pages 132-150.
    21. Sergio Correia & Paulo Guimarães & Tom Zylkin, 2020. "Fast Poisson estimation with high-dimensional fixed effects," Stata Journal, StataCorp LP, vol. 20(1), pages 95-115, March.
    22. Gorodnichenko, Yuriy & Kudlyak, Marianna & Sahin, Aysegül, 2022. "The Effect of the War on Human Capital in Ukraine and the Path for Rebuilding," IZA Policy Papers 185, Institute of Labor Economics (IZA).
    23. Peter Q. Blair & David J. Deming, 2020. "Structural Increases in Skill Demand after the Great Recession," NBER Working Papers 26680, National Bureau of Economic Research, Inc.
    24. Erik Hornung, 2014. "Immigration and the Diffusion of Technology: The Huguenot Diaspora in Prussia," American Economic Review, American Economic Association, vol. 104(1), pages 84-122, January.
    25. Alekseeva, Liudmila & Azar, José & Giné, Mireia & Samila, Sampsa & Taska, Bledi, 2021. "The demand for AI skills in the labor market," Labour Economics, Elsevier, vol. 71(C).
    26. J. Carter Braxton & Bledi Taska, 2023. "Technological Change and the Consequences of Job Loss," American Economic Review, American Economic Association, vol. 113(2), pages 279-316, February.
    27. Ramin P. Baghai & Rui C. Silva & Viktor Thell & Vikrant Vig, 2021. "Talent in Distressed Firms: Investigating the Labor Costs of Financial Distress," Journal of Finance, American Finance Association, vol. 76(6), pages 2907-2961, December.
    28. Kalena E. Cortes, 2004. "Are Refugees Different from Economic Immigrants? Some Empirical Evidence on the Heterogeneity of Immigrant Groups in the United States," The Review of Economics and Statistics, MIT Press, vol. 86(2), pages 465-480, May.
    29. Maciej Duszczyk & Paweł Kaczmarczyk, 2022. "The War in Ukraine and Migration to Poland: Outlook and Challenges," Intereconomics: Review of European Economic Policy, Springer;ZBW - Leibniz Information Centre for Economics;Centre for European Policy Studies (CEPS), vol. 57(3), pages 164-170, May.
    30. Patricia Cortes & Jessica Pan, 2017. "Cross-Country Evidence on the Relationship between Overwork and Skilled Women's Job Choices," American Economic Review, American Economic Association, vol. 107(5), pages 105-109, May.
    31. Isabel Ruiz & Carlos Vargas-Silva, 2018. "Differences in labour market outcomes between natives, refugees and other migrants in the UK," Journal of Economic Geography, Oxford University Press, vol. 18(4), pages 855-885.
    32. Black, Sandra E. & Liepmann, Hannah & Remigereau, Camille & Spitz-Oener, Alexandra, 2022. "Government aid and child refugees’ economic success later in life: Evidence from post-WWII GDR refugees," Labour Economics, Elsevier, vol. 75(C).
    33. Goldin, Claudia D., 1991. "The Role of World War II in the Rise of Women's Employment," Scholarly Articles 30703972, Harvard University Department of Economics.
    34. Cortes, Kalena E., 2004. "Are Refugees Different from Economic Immigrants? Some Empirical Evidence on the Heterogeneity of Immigrant Groups in the United States," IZA Discussion Papers 1063, Institute of Labor Economics (IZA).
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    More about this item

    Keywords

    labor demand; forced migration; stayers; wage; Ukraine-Russia war; online vacancies;
    All these keywords.

    JEL classification:

    • J20 - Labor and Demographic Economics - - Demand and Supply of Labor - - - General
    • J30 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - General
    • J61 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Geographic Labor Mobility; Immigrant Workers
    • N30 - Economic History - - Labor and Consumers, Demography, Education, Health, Welfare, Income, Wealth, Religion, and Philanthropy - - - General, International, or Comparative

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