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Prediction algorithms in matching platforms

Author

Listed:
  • Saara Hämäläinen

    (University of Helsinki and Helsinki GSE)

  • Vaiva Petrikaitė

    (SOE State Registers)

Abstract

We follow the future trajectory of more targeted wage formation in labor matching platforms, such as freelancing, crowd-sourcing, home-delivery, and ride-hailing, where local job search is coordinated by improving prediction algorithms. A labor matching platform is modelled as a directed search and matching market. We observe that targeted wage setting promotes efficient matching and longer employment spells. However, because a higher employment rate accentuates any disparities between available workers and vacancies, the effects of targeted wage setting on firm competition depend on prevailing market tightness. The impact of targeted wage formation on workers is positive when the vacancy-to-worker ratio is intermediate but turns negative at both extremes. Our results suggest that targeted wage setting may benefit occasional workers while potentially posing drawbacks for full-time platform workers.

Suggested Citation

  • Saara Hämäläinen & Vaiva Petrikaitė, 2024. "Prediction algorithms in matching platforms," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 78(3), pages 979-1020, November.
    • Handle: RePEc:spr:joecth:v:78:y:2024:i:3:d:10.1007_s00199-024-01566-9
    DOI: 10.1007/s00199-024-01566-9
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    as
    1. M. Keith Chen & Judith A. Chevalier & Peter E. Rossi & Emily Oehlsen, 2019. "The Value of Flexible Work: Evidence from Uber Drivers," Journal of Political Economy, University of Chicago Press, vol. 127(6), pages 2735-2794.
    2. Fabra, Natalia & Reguant, Mar, 2020. "A model of search with price discrimination," European Economic Review, Elsevier, vol. 129(C).
    3. Joonbae Lee & Hanna Wang, 2023. "Ranking and search effort in matching," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 75(1), pages 113-136, January.
    4. Galenianos, Manolis & Kircher, Philipp, 2009. "Directed search with multiple job applications," Journal of Economic Theory, Elsevier, vol. 144(2), pages 445-471, March.
    5. Fuhito Kojima, 2007. "Matching and Price Competition: Comment," American Economic Review, American Economic Association, vol. 97(3), pages 1027-1031, June.
    6. Guido Menzio & Irina Telyukova & Ludo Visschers, 2016. "Directed Search over the Life Cycle," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 19, pages 38-62, January.
    7. Faberman, R. Jason & Menzio, Guido, 2018. "Evidence on the relationship between recruiting and the starting wage," Labour Economics, Elsevier, vol. 50(C), pages 67-79.
    8. Ken Burdett & Melvyn Coles, 2003. "Equilibrium Wage-Tenure Contracts," Econometrica, Econometric Society, vol. 71(5), pages 1377-1404, September.
    9. Duch-Brown, Néstor & Gomez-Herrera, Estrella & Mueller-Langer, Frank & Tolan, Songül, 2022. "Market power and artificial intelligence work on online labour markets," Research Policy, Elsevier, vol. 51(3).
    10. Armstrong, Mark & Vickers, John, 2001. "Competitive Price Discrimination," RAND Journal of Economics, The RAND Corporation, vol. 32(4), pages 579-605, Winter.
    11. Kenneth Burdett & Shouyong Shi & Randall Wright, 2001. "Pricing and Matching with Frictions," Journal of Political Economy, University of Chicago Press, vol. 109(5), pages 1060-1085, October.
    12. Manolis Galenianos & Philipp Kircher, 2012. "On The Game‐Theoretic Foundations Of Competitive Search Equilibrium," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 53(1), pages 1-21, February.
    13. Sinem Hidir & Nikhil Vellodi, 2021. "Privacy, Personalization, and Price Discrimination," Journal of the European Economic Association, European Economic Association, vol. 19(2), pages 1342-1363.
    14. Nicholas Buchholz, 2022. "Spatial Equilibrium, Search Frictions, and Dynamic Efficiency in the Taxi Industry," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 89(2), pages 556-591.
    15. Guido Menzio & Shouyong Shi, 2011. "Efficient Search on the Job and the Business Cycle," Journal of Political Economy, University of Chicago Press, vol. 119(3), pages 468-510.
    16. Dale-Olsen, Harald, 2006. "Wages, fringe benefits and worker turnover," Labour Economics, Elsevier, vol. 13(1), pages 87-105, February.
    17. Jan Eeckhout & Philipp Kircher, 2010. "Sorting and Decentralized Price Competition," Econometrica, Econometric Society, vol. 78(2), pages 539-574, March.
    18. Alexandre de Cornière, 2016. "Search Advertising," American Economic Journal: Microeconomics, American Economic Association, vol. 8(3), pages 156-188, August.
    19. Jeremy Bulow & Jonathan Levin, 2006. "Matching and Price Competition," American Economic Review, American Economic Association, vol. 96(3), pages 652-668, June.
    20. Arindrajit Dube & Jeff Jacobs & Suresh Naidu & Siddharth Suri, 2020. "Monopsony in Online Labor Markets," American Economic Review: Insights, American Economic Association, vol. 2(1), pages 33-46, March.
    21. Thisse, Jacques-Francois & Vives, Xavier, 1988. "On the Strategic Choice of Spatial Price Policy," American Economic Review, American Economic Association, vol. 78(1), pages 122-137, March.
    22. Dirk Bergemann & Alessandro Bonatti, 2024. "Data, Competition, and Digital Platforms," American Economic Review, American Economic Association, vol. 114(8), pages 2553-2595, August.
    23. Shouyong Shi, 2009. "Directed Search for Equilibrium Wage-Tenure Contracts," Econometrica, Econometric Society, vol. 77(2), pages 561-584, March.
    24. John J. Horton, 2017. "The Effects of Algorithmic Labor Market Recommendations: Evidence from a Field Experiment," Journal of Labor Economics, University of Chicago Press, vol. 35(2), pages 345-385.
    25. Huanxing Yang, 2013. "Targeted search and the long tail effect," RAND Journal of Economics, RAND Corporation, vol. 44(4), pages 733-756, December.
    26. Benjamin Lester, 2011. "Information and Prices with Capacity Constraints," American Economic Review, American Economic Association, vol. 101(4), pages 1591-1600, June.
    27. Acemoglu, Daron & Shimer, Robert, 1999. "Holdups and Efficiency with Search Frictions," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 40(4), pages 827-849, November.
    28. Alessandro Acquisti & Curtis Taylor & Liad Wagman, 2016. "The Economics of Privacy," Journal of Economic Literature, American Economic Association, vol. 54(2), pages 442-492, June.
    29. Harley Frazis & Mark A. Loewenstein, 2013. "How Responsive are Quits to Benefits?," Journal of Human Resources, University of Wisconsin Press, vol. 48(4), pages 969-997.
    30. Shuaizhang Feng & Lars Lefgren & Brennan C. Platt & Bingyong Zheng, 2019. "Job search under asymmetric information: endogenous wage dispersion and unemployment stigma," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 67(4), pages 817-851, June.
    31. Tao, Jiawei & Dai, Hongyan & Chen, Weiwei & Jiang, Hai, 2023. "The value of personalized dispatch in O2O on-demand delivery services," European Journal of Operational Research, Elsevier, vol. 304(3), pages 1022-1035.
    32. Peters, Michael, 1984. "Bertrand Equilibrium with Capacity Constraints and Restricted Mobility," Econometrica, Econometric Society, vol. 52(5), pages 1117-1127, September.
    33. Curtis R. Taylor, 2004. "Consumer Privacy and the Market for Customer Information," RAND Journal of Economics, The RAND Corporation, vol. 35(4), pages 631-650, Winter.
    34. Holmes, Thomas J, 1989. "The Effects of Third-Degree Price Discrimination in Oligopoly," American Economic Review, American Economic Association, vol. 79(1), pages 244-250, March.
    35. Sander Heinsalu, 2023. "Greater search cost reduces prices," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 75(3), pages 923-947, April.
    36. Ronald Wolthoff, 2018. "Applications and Interviews: Firms’ Recruiting Decisions in a Frictional Labour Market," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 85(2), pages 1314-1351.
    37. Peters, Michael, 1991. "Ex Ante Price Offers in Matching Games Non-steady States," Econometrica, Econometric Society, vol. 59(5), pages 1425-1454, September.
    38. Moen, Espen R, 1997. "Competitive Search Equilibrium," Journal of Political Economy, University of Chicago Press, vol. 105(2), pages 385-411, April.
    39. Huanxing Yang, 2020. "Targeted search, endogenous market segmentation, and wage inequality," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 69(2), pages 367-414, March.
    40. Ekinci, Emre, 2019. "Discretionary bonuses and turnover," Labour Economics, Elsevier, vol. 60(C), pages 30-49.
    41. Fabian Stephany & Otto Kassi & Uma Rani & Vili Lehdonvirta, 2021. "Online Labour Index 2020: New ways to measure the world's remote freelancing market," Papers 2105.09148, arXiv.org, revised Jun 2021.
    42. James D. Montgomery, 1991. "Equilibrium Wage Dispersion and Interindustry Wage Differentials," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 106(1), pages 163-179.
    43. J. Miguel Villas-Boas, 1999. "Dynamic Competition with Customer Recognition," RAND Journal of Economics, The RAND Corporation, vol. 30(4), pages 604-631, Winter.
    44. Robert Shimer, 2005. "The Assignment of Workers to Jobs in an Economy with Coordination Frictions," Journal of Political Economy, University of Chicago Press, vol. 113(5), pages 996-1025, October.
    45. William James Adams & Janet L. Yellen, 1976. "Commodity Bundling and the Burden of Monopoly," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 90(3), pages 475-498.
    46. Sekyu Choi & Javier Fernández‐Blanco, 2018. "Worker Turnover And Unemployment Insurance," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 59(4), pages 1837-1876, November.
    47. Amanda Pallais, 2014. "Inefficient Hiring in Entry-Level Labor Markets," American Economic Review, American Economic Association, vol. 104(11), pages 3565-3599, November.
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    More about this item

    Keywords

    Prediction algorithms; Matching platforms; Efficiency; Targeted wages; Employment; Competitive search equilibrium;
    All these keywords.

    JEL classification:

    • D82 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Asymmetric and Private Information; Mechanism Design
    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search

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