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Hiring Preferences in Online Labor Markets: Evidence of a Female Hiring Bias

Author

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  • Jason Chan

    (Information and Decision Sciences, Carlson School of Management, University of Minnesota, Minneapolis, Minnesota 55455)

  • Jing Wang

    (School of Business and Management, Hong Kong University of Science and Technology, Clear Water Bay, Kowloon, Hong Kong)

Abstract
Online labor marketplaces facilitate the efficient matching of employers and workers across geographical boundaries. The exponential growth of this nascent online phenomenon holds important social and economic implications, as the hiring decisions made on these online platforms implicate the incomes of millions of workers worldwide. Despite this importance, limited effort has been devoted to understanding whether potential hiring biases exist in online labor platforms and how they may affect hiring outcomes. Using a novel proprietary data set from a leading online labor platform, we investigate the impact of gender-based stereotypes on hiring outcomes. After accounting for endogeneity via a holistic set of job and worker controls, a matched sample approach, and a quasi-experimental technique, we find evidence of a positive hiring bias in favor of female workers. An experiment was used to uncover the underlying gender-specific traits that could influence hiring outcomes. We find that the observed hiring bias diminishes as employers gain more hiring experience on the platform. In addition, the female hiring bias appears to stem solely from the consideration of applicants from developing countries, and not those from developed countries. Subanalyses show that women are preferred in feminine-typed occupations while men do not enjoy higher hiring likelihoods in masculine-typed occupations. We also find that female employers are more susceptible to the female hiring bias compared to male employers. Our findings provide key insights for several groups of stakeholders including policy makers, platform owners, hiring managers, and workers. Managerial and practical implications are discussed.

Suggested Citation

  • Jason Chan & Jing Wang, 2018. "Hiring Preferences in Online Labor Markets: Evidence of a Female Hiring Bias," Management Science, INFORMS, vol. 64(7), pages 2973-2994, July.
  • Handle: RePEc:inm:ormnsc:v:67:y:2018:i:7:p:2973-2994
    DOI: 10.1287/mnsc.2017.2756
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    as
    1. Erik Brynjolfsson & Yu (Jeffrey) Hu & Michael D. Smith, 2003. "Consumer Surplus in the Digital Economy: Estimating the Value of Increased Product Variety at Online Booksellers," Management Science, INFORMS, vol. 49(11), pages 1580-1596, November.
    2. Peter M. Guadagni & John D. C. Little, 1983. "A Logit Model of Brand Choice Calibrated on Scanner Data," Marketing Science, INFORMS, vol. 2(3), pages 203-238.
    3. Alejandro Zentner & Michael Smith & Cuneyd Kaya, 2013. "How Video Rental Patterns Change as Consumers Move Online," Management Science, INFORMS, vol. 59(11), pages 2622-2634, November.
    4. Joseph G. Altonji & Charles R. Pierret, 2001. "Employer Learning and Statistical Discrimination," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 116(1), pages 313-350.
    5. David Neumark & Roy J. Bank & Kyle D. Van Nort, 1996. "Sex Discrimination in Restaurant Hiring: An Audit Study," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(3), pages 915-941.
    6. Gefen, David, 2000. "E-commerce: the role of familiarity and trust," Omega, Elsevier, vol. 28(6), pages 725-737, December.
    7. Peter Kuhn & Mikal Skuterud, 2004. "Internet Job Search and Unemployment Durations," American Economic Review, American Economic Association, vol. 94(1), pages 218-232, March.
    8. Goldfarb, Avi & Greenstein, Shane M. & Tucker, Catherine E. (ed.), 2015. "Economic Analysis of the Digital Economy," National Bureau of Economic Research Books, University of Chicago Press, number 9780226206981.
    9. Booth, Alison & Leigh, Andrew, 2010. "Do employers discriminate by gender? A field experiment in female-dominated occupations," Economics Letters, Elsevier, vol. 107(2), pages 236-238, May.
    10. Meyers-Levy, Joan & Maheswaran, Durairaj, 1991. "Exploring Differences in Males' and Females' Processing Strategies," Journal of Consumer Research, Journal of Consumer Research Inc., vol. 18(1), pages 63-70, June.
    11. Andreoni, James & Petrie, Ragan, 2008. "Beauty, gender and stereotypes: Evidence from laboratory experiments," Journal of Economic Psychology, Elsevier, vol. 29(1), pages 73-93, February.
    12. Ajay Agrawal & John Horton & Nicola Lacetera & Elizabeth Lyons, 2015. "Digitization and the Contract Labor Market: A Research Agenda," NBER Chapters, in: Economic Analysis of the Digital Economy, pages 219-250, National Bureau of Economic Research, Inc.
    13. P. A. Riach & J. Rich, 2002. "Field Experiments of Discrimination in the Market Place," Economic Journal, Royal Economic Society, vol. 112(483), pages 480-518, November.
    14. Maarten L. Buis, 2010. "Stata tip 87: Interpretation of interactions in nonlinear models," Stata Journal, StataCorp LP, vol. 10(2), pages 305-308, June.
    15. Pager, Devah & Western, Bruce & Bonikowski, Bart, 2009. "Discrimination in a Low-Wage Labor Market: A Field Experiment," IZA Discussion Papers 4469, Institute of Labor Economics (IZA).
    16. Avi Goldfarb & Shane M. Greenstein & Catherine E. Tucker, 2015. "Economic Analysis of the Digital Economy," NBER Books, National Bureau of Economic Research, Inc, number gree13-1.
    17. Eric Overby & Sandy Jap, 2009. "Electronic and Physical Market Channels: A Multiyear Investigation in a Market for Products of Uncertain Quality," Management Science, INFORMS, vol. 55(6), pages 940-957, June.
    18. Ai, Chunrong & Norton, Edward C., 2003. "Interaction terms in logit and probit models," Economics Letters, Elsevier, vol. 80(1), pages 123-129, July.
    19. Erik Brynjolfsson & Michael D. Smith, 2000. "Frictionless Commerce? A Comparison of Internet and Conventional Retailers," Management Science, INFORMS, vol. 46(4), pages 563-585, April.
    20. J. Yannis Bakos, 1997. "Reducing Buyer Search Costs: Implications for Electronic Marketplaces," Management Science, INFORMS, vol. 43(12), pages 1676-1692, December.
    21. Eli M. Snir & Lorin M. Hitt, 2003. "Costly Bidding in Online Markets for IT Services," Management Science, INFORMS, vol. 49(11), pages 1504-1520, November.
    22. Cecilia Rouse & Claudia Goldin, 2000. "Orchestrating Impartiality: The Impact of "Blind" Auditions on Female Musicians," American Economic Review, American Economic Association, vol. 90(4), pages 715-741, September.
    23. Dellarocas, Chrysanthos, 2003. "The Digitization of Word-of-mouth: Promise and Challenges of Online Feedback Mechanisms," Working papers 4296-03, Massachusetts Institute of Technology (MIT), Sloan School of Management.
    24. Chrysanthos Dellarocas, 2003. "The Digitization of Word of Mouth: Promise and Challenges of Online Feedback Mechanisms," Management Science, INFORMS, vol. 49(10), pages 1407-1424, October.
    25. Jenq, Christina & Pan, Jessica & Theseira, Walter, 2015. "Beauty, weight, and skin color in charitable giving," Journal of Economic Behavior & Organization, Elsevier, vol. 119(C), pages 234-253.
    26. Daniel Kahneman, 2003. "Maps of Bounded Rationality: Psychology for Behavioral Economics," American Economic Review, American Economic Association, vol. 93(5), pages 1449-1475, December.
    27. Hema Yoganarasimhan, 2013. "The Value of Reputation in an Online Freelance Marketplace," Marketing Science, INFORMS, vol. 32(6), pages 860-891, November.
    28. David H. Autor, 2001. "Wiring the Labor Market," Journal of Economic Perspectives, American Economic Association, vol. 15(1), pages 25-40, Winter.
    29. Gunter J. Hitsch & Ali Hortaçsu & Dan Ariely, 2010. "Matching and Sorting in Online Dating," American Economic Review, American Economic Association, vol. 100(1), pages 130-163, March.
    30. Paul A. Pavlou & David Gefen, 2004. "Building Effective Online Marketplaces with Institution-Based Trust," Information Systems Research, INFORMS, vol. 15(1), pages 37-59, March.
    31. Marios Kokkodis & Panagiotis G. Ipeirotis, 2016. "Reputation Transferability in Online Labor Markets," Management Science, INFORMS, vol. 62(6), pages 1687-1706, June.
    32. Magnus Carlsson, 2011. "Does Hiring Discrimination Cause Gender Segregation in the Swedish Labor Market?," Feminist Economics, Taylor & Francis Journals, vol. 17(3), pages 71-102.
    33. repec:feb:natura:0058 is not listed on IDEAS
    34. Agrawal, Ajay & Lacetera, Nicola & Lyons, Elizabeth, 2016. "Does standardized information in online markets disproportionately benefit job applicants from less developed countries?," Journal of International Economics, Elsevier, vol. 103(C), pages 1-12.
    35. Catherine C. Eckel & Angela de Oliveira & Philip J. Grossman, 2008. "Gender and Negotiation in the Small: Are Women Perceived to Be More Cooperative than Men?," Monash Economics Working Papers archive-02, Monash University, Department of Economics.
    36. William A. Darity & Patrick L. Mason, 1998. "Evidence on Discrimination in Employment: Codes of Color, Codes of Gender," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 63-90, Spring.
    37. Amanda Pallais, 2014. "Inefficient Hiring in Entry-Level Labor Markets," American Economic Review, American Economic Association, vol. 104(11), pages 3565-3599, November.
    Full references (including those not matched with items on IDEAS)

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