IDEAS home Printed from https://ideas.repec.org/a/spr/jlabre/v43y2022i1d10.1007_s12122-022-09331-4.html
   My bibliography  Save this article

Gender stereotypes in job advertisements: What do they imply for the gender salary gap?

Author

Listed:
  • Eva O. Arceo-Gomez

    (Universidad Iberoamericana, Departamento de Economía)

  • Raymundo M. Campos-Vazquez

    (El Colegio de México)

  • Raquel Y. Badillo

    (Banco de México)

  • Sergio Lopez-Araiza

    (Instituto Tecnológico Autónomo de México)

Abstract

Gender stereotypes, the assumptions concerning appropriate social roles for men and women, permeate the labor market. Analyzing information from over 2.5 million job advertisements on three different employment search websites in Mexico, exploiting approximately 235,00 that are explicitly gender-targeted, we find evidence that advertisements seeking “communal” characteristics, stereotypically associated with women, specify lower salaries than those seeking “agentic” characteristics, stereotypically associated with men. Given the use of gender-targeted advertisements in Mexico, we use a random forest algorithm to predict whether non-targeted ads are in fact directed toward men or women, based on the language they use. We find that the non-targeted ads for which we predict gender show larger salary gaps (8–35 percent) than explicitly gender-targeted ads (0–13 percent). If women are segregated into occupations deemed appropriate for their gender, this pay gap between jobs requiring communal versus agentic characteristics translates into a gender pay gap in the labor market.

Suggested Citation

  • Eva O. Arceo-Gomez & Raymundo M. Campos-Vazquez & Raquel Y. Badillo & Sergio Lopez-Araiza, 2022. "Gender stereotypes in job advertisements: What do they imply for the gender salary gap?," Journal of Labor Research, Springer, vol. 43(1), pages 65-102, March.
    • Handle: RePEc:spr:jlabre:v:43:y:2022:i:1:d:10.1007_s12122-022-09331-4
    DOI: 10.1007/s12122-022-09331-4
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s12122-022-09331-4
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.
    File URL: https://libkey.io/10.1007/s12122-022-09331-4?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Chowdhury,Afra Rahman & Areias,Ana Carolina & Imaizumi,Saori & Nomura,Shinsaku & Yamauchi,Futoshi, 2018. "Reflections of employers'gender preferences in job ads in India : an analysis of online job portal data," Policy Research Working Paper Series 8379, The World Bank.
    2. Eva O. Arceo-Gomez & Raymundo M. Campos-Vazquez, 2019. "Double Discrimination: Is Discrimination in Job Ads Accompanied by Discrimination in Callbacks?," Journal of Economics, Race, and Policy, Springer, vol. 2(4), pages 257-268, December.
    3. Banfi, Stefano & Choi, Sekyu & Villena-Roldán, Benjamín, 2022. "Sorting on-line and on-time," European Economic Review, Elsevier, vol. 146(C).
    4. Claudia Olivetti & Barbara Petrongolo, 2016. "The Evolution of Gender Gaps in Industrialized Countries," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 405-434, October.
    5. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    6. Heckman, James J. & Kautz, Tim, 2012. "Hard evidence on soft skills," Labour Economics, Elsevier, vol. 19(4), pages 451-464.
    7. Francine D. Blau & Lawrence M. Kahn, 2017. "The Gender Wage Gap: Extent, Trends, and Explanations," Journal of Economic Literature, American Economic Association, vol. 55(3), pages 789-865, September.
    8. Emily Oster, 2018. "Diabetes and Diet: Purchasing Behavior Change in Response to Health Information," American Economic Journal: Applied Economics, American Economic Association, vol. 10(4), pages 308-348, October.
    9. Peter Kuhn & Kailing Shen, 2015. "Do employers prefer migrant workers? Evidence from a Chinese job board," IZA Journal of Labor Economics, Springer;Forschungsinstitut zur Zukunft der Arbeit GmbH (IZA), vol. 4(1), pages 1-31, December.
    10. Muriel Niederle & Lise Vesterlund, 2007. "Do Women Shy Away From Competition? Do Men Compete Too Much?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(3), pages 1067-1101.
    11. Ilyana Kuziemko & Jessica Pan & Jenny Shen & Ebonya Washington, 2018. "The Mommy Effect: Do Women Anticipate the Employment Effects of Motherhood?," NBER Working Papers 24740, National Bureau of Economic Research, Inc.
    12. Ilyana Kuziemko & Jessica Pan & Jenny Shen & Ebonya Washington, 2018. "The Mommy Effect: Do women anticipate the employment effects of motherhood?," Working Papers 2018-6, Princeton University. Economics Department..
    13. Jeffrey A. Flory & Andreas Leibbrandt & John A. List, 2015. "Do Competitive Workplaces Deter Female Workers? A Large-Scale Natural Field Experiment on Job Entry Decisions," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 82(1), pages 122-155.
    14. Berniell, Inés & Berniell, Lucila & Mata, Dolores de la & Edo, María & Marchionni, Mariana, 2021. "Gender gaps in labor informality: The motherhood effect," Journal of Development Economics, Elsevier, vol. 150(C).
    15. Muriel Niederle & Lise Vesterlund, 2011. "Gender and Competition," Annual Review of Economics, Annual Reviews, vol. 3(1), pages 601-630, September.
    16. Andreas Leibbrandt & John A. List, 2018. "Do Equal Employment Opportunity Statements Backfire? Evidence From A Natural Field Experiment On Job-Entry Decisions," NBER Working Papers 25035, National Bureau of Economic Research, Inc.
    17. Andreas Leibbrandt & John A. List, 2015. "Do Women Avoid Salary Negotiations? Evidence from a Large-Scale Natural Field Experiment," Management Science, INFORMS, vol. 61(9), pages 2016-2024, September.
    18. Hugo Ñopo & Nancy Daza & Johanna Ramos, 2012. "Gender earning gaps around the world: a study of 64 countries," International Journal of Manpower, Emerald Group Publishing Limited, vol. 33(5), pages 464-513, August.
    19. Ioana Marinescu & Roland Rathelot, 2018. "Mismatch Unemployment and the Geography of Job Search," American Economic Journal: Macroeconomics, American Economic Association, vol. 10(3), pages 42-70, July.
    20. David Deming & Lisa B. Kahn, 2018. "Skill Requirements across Firms and Labor Markets: Evidence from Job Postings for Professionals," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 337-369.
    21. Uri Gneezy & Kenneth L. Leonard & John A. List, 2009. "Gender Differences in Competition: Evidence From a Matrilineal and a Patriarchal Society," Econometrica, Econometric Society, vol. 77(5), pages 1637-1664, September.
    22. Claudia Olivetti & Barbara Petrongolo, 2016. "The Evolution of Gender Gaps in Industrialized Countries," Annual Review of Economics, Annual Reviews, vol. 8(1), pages 405-434, October.
    23. Nikolay Angelov & Per Johansson & Erica Lindahl, 2016. "Parenthood and the Gender Gap in Pay," Journal of Labor Economics, University of Chicago Press, vol. 34(3), pages 545-579.
    24. Alejandro Hoyos & Hugo Nopo, 2010. "Evolution of Gender Gaps in Latin America at the Turn of the Twentieth Century: An Addendum to "New Century, Old Disparities"," Research Department Publications 4665, Inter-American Development Bank, Research Department.
    25. Emily Nix & Martin Eckhoff Andresen, 2019. "What Causes the Child Penalty? Evidence from Same Sex Couples and Policy Reforms," Discussion Papers 902, Statistics Norway, Research Department.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Kimberly Scharf & Oleksandr Talavera & Linh Vi, 2023. "Gender Differences in Returns to Beauty," Discussion Papers 23-08, Department of Economics, University of Birmingham.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Fluchtmann, Jonas & Glenny, Anita Marie & Harmon, Nikolaj & Maibom, Jonas, 2021. "The Gender Application Gap: Do Men and Women Apply for the Same Jobs?," IZA Discussion Papers 14906, Institute of Labor Economics (IZA).
    2. Henrik Kleven & Camille Landais & Jakob Egholt Søgaard, 2021. "Does Biology Drive Child Penalties? Evidence from Biological and Adoptive Families," American Economic Review: Insights, American Economic Association, vol. 3(2), pages 183-198, June.
    3. Benjamin Artz & Amanda H. Goodall & Andrew J. Oswald, 2018. "Do Women Ask?," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 57(4), pages 611-636, October.
    4. Eber, Nicolas & François, Abel & Weill, Laurent, 2021. "Gender, age, and attitude toward competition," Journal of Economic Behavior & Organization, Elsevier, vol. 192(C), pages 668-690.
    5. Jonas Tungodden & Alexander Willén, 2023. "When Parents Decide: Gender Differences in Competitiveness," Journal of Political Economy, University of Chicago Press, vol. 131(3), pages 751-801.
    6. Katrin Huber & Geske Rolvering, 2023. "Public child care and mothers’ career trajectories," CEPA Discussion Papers 64, Center for Economic Policy Analysis.
    7. Ou, Kai & Pan, Xiaofei, 2021. "The effect of task choice and task assignment on the gender earnings gap: An experimental study," European Economic Review, Elsevier, vol. 136(C).
    8. Fang,Sheng & Goh,Chorching & Roberts,Mark & Xu,L. Colin & Zeufack,Albert G., 2020. "Female Business Leaders, Business and Cultural Environment, and Productivity around the World," Policy Research Working Paper Series 9275, The World Bank.
    9. Brancatelli,Calogero & Marguerie,Alicia Charlene & Koettl-Brodmann,Stefanie, 2020. "Job Creation and Demand for Skills in Kosovo : What Can We Learn from Job Portal Data?," Policy Research Working Paper Series 9266, The World Bank.
    10. Berniell, Inés & Berniell, Lucila & de la Mata, Dolores & Edo, María & Marchionni, Mariana, 2023. "Motherhood and flexible jobs: Evidence from Latin American countries," World Development, Elsevier, vol. 167(C).
    11. Alessandra Casarico & Salvatore Lattanzio, 2023. "Behind the child penalty: understanding what contributes to the labour market costs of motherhood," Journal of Population Economics, Springer;European Society for Population Economics, vol. 36(3), pages 1489-1511, July.
    12. Francesconi, Marco & Parey, Matthias, 2018. "Early gender gaps among university graduates," European Economic Review, Elsevier, vol. 109(C), pages 63-82.
    13. Fang, Sheng & Goh, Chorching & Roberts, Mark & Xu, Lixin Colin & Zeufack, Albert, 2022. "Female entrepreneurs and productivity around the world: Rule of law, network, culture, and gender equality," World Development, Elsevier, vol. 154(C).
    14. Sophie Clot & Marina Della Giusta & Giovanni Razzu, 2020. "Gender gaps in competition: new experimental evidence from UK," Economics Discussion Papers em-dp2020-15, Department of Economics, University of Reading.
    15. John Levendis & Aaron Lowen, 2023. "What Same-Sex Adoption Laws Can Tell Us About the Gender Wage Gap in the United States," Journal of Family and Economic Issues, Springer, vol. 44(2), pages 473-489, June.
    16. Hoyer, Britta & van Huizen, Thomas & Keijzer, Linda & Rezaei, Sarah & Rosenkranz, Stephanie & Westbrock, Bastian, 2020. "Gender, competitiveness, and task difficulty: Evidence from the field," Labour Economics, Elsevier, vol. 64(C).
    17. Isabelle Sin & Steven Stillman & Richard Fabling, 2017. "What drives the gender wage gap? Examining the roles of sorting, productivity differences, and discrimination," Working Papers 17_15, Motu Economic and Public Policy Research.
    18. Benny, Liza & Bhalotra, Sonia & Fernández, Manuel, 2021. "Occupation flexibility and the graduate gender wage gap in the UK," ISER Working Paper Series 2021-05, Institute for Social and Economic Research.
    19. Ryan Brown & Hani Mansour & Stephen O'Connell & James Reeves, 2019. "Gender Differences in Political Career Progression: Evidence from U.S. Elections," CESifo Working Paper Series 7821, CESifo.
    20. Willage, Barton & Willén, Alexander, 2022. "Postpartum Job Loss: Transitory Effect on Mothers, Long-run Damage to Children," European Economic Review, Elsevier, vol. 150(C).

    More about this item

    Keywords

    Gender stereotypes; Salary gap; Discrimination; Big data; Machine learning; Mexico;
    All these keywords.

    JEL classification:

    • C52 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Model Evaluation, Validation, and Selection
    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • 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
    • O54 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Latin America; Caribbean

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:spr:jlabre:v:43:y:2022:i:1:d:10.1007_s12122-022-09331-4. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.