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Examining potential gender bias in automated-job alerts in the Spanish market

Author

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  • Naroa Martínez
  • Aranzazu Vinas
  • Helena Matute

Abstract

Numerous field experiments based on the correspondence testing procedure have documented that gender bias influences personnel selection processes. Nowadays, algorithms and job platforms are used for personnel selection processes because of their supposed neutrality, efficiency, and costs savings. However, previous research has shown that algorithms can exhibit and even amplify gender bias. The present research aimed to explore a possible gender bias in automated-job alerts generated in InfoJobs, a popular job platform in Spain. Based on the correspondence testing procedure, we designed eight matched resumes in which we manipulated the gender of the candidate for two different professional sectors (female-dominated vs. male-dominated) and two different levels of age (24 vs. 38). We examined the 3,438 offers received. No significant differences were observed in the automated-job alerts received by female and male candidates as a function of occupation category, salary, and the number of long-term contracts included in the alerts. However, we found significant differences between the female-dominated and the male-dominated sectors in all the mentioned variables. Some limitations and implications of the study are discussed. The data and materials for this research are available at the Open Science Framework, https://osf.io/kptca/.

Suggested Citation

  • Naroa Martínez & Aranzazu Vinas & Helena Matute, 2021. "Examining potential gender bias in automated-job alerts in the Spanish market," PLOS ONE, Public Library of Science, vol. 16(12), pages 1-15, December.
  • Handle: RePEc:plo:pone00:0260409
    DOI: 10.1371/journal.pone.0260409
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    References listed on IDEAS

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    1. Goldin, Claudia D. & Rouse, Cecilia, 2000. "Orchestrating Impartiality: The Impact of “Blind†Auditions on Female Musicians," Scholarly Articles 30703974, Harvard University Department of Economics.
    2. David Neumark, 2018. "Experimental Research on Labor Market Discrimination," Journal of Economic Literature, American Economic Association, vol. 56(3), pages 799-866, September.
    3. Riach Peter A & Rich Judith, 2006. "An Experimental Investigation of Sexual Discrimination in Hiring in the English Labor Market," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 6(2), pages 1-22, January.
    4. World Bank, 2020. "Women, Business and the Law 2020 [Mujer, Empresa y el Derecho 2020]," World Bank Publications - Books, The World Bank Group, number 32639, April.
    5. Petit, Pascale, 2007. "The effects of age and family constraints on gender hiring discrimination: A field experiment in the French financial sector," Labour Economics, Elsevier, vol. 14(3), pages 371-391, June.
    6. Ujué Agudo & Helena Matute, 2021. "The influence of algorithms on political and dating decisions," PLOS ONE, Public Library of Science, vol. 16(4), pages 1-17, April.
    7. Zhou, Xiangyi & Zhang, Jie & Song, Xuetao, 2013. "Gender Discrimination in Hiring: Evidence from 19,130 Resumes in China," MPRA Paper 43543, University Library of Munich, Germany.
    8. 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.
    Full references (including those not matched with items on IDEAS)

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