IDEAS home Printed from https://ideas.repec.org/p/cpr/ceprdp/17513.html
   My bibliography  Save this paper

Do the Long-term Unemployed Benefit from Automated Occupational Advice during Online Job Search?

Author

Listed:
  • Belot, Michèle
  • Kircher, Philipp
  • Muller, Paul

Abstract

In a randomized field experiment, we provide personalized suggestions about suitable alternative occupations to long-term unemployed job seekers in the UK. The suggestions are automatically generated, integrated in an online job search platform, and fed into actual search queries. Effects on the primary pre-registered outcomes of "finding a stable job" and "reaching a cumulative earnings threshold" are positive, are significant among those who searched at least once, and are more pronounced for those who are longer unemployed. Treated individuals include more occupations in their search and find more jobs in recommended occupations.

Suggested Citation

  • Belot, Michèle & Kircher, Philipp & Muller, Paul, 2022. "Do the Long-term Unemployed Benefit from Automated Occupational Advice during Online Job Search?," CEPR Discussion Papers 17513, C.E.P.R. Discussion Papers.
  • Handle: RePEc:cpr:ceprdp:17513
    as

    Download full text from publisher

    File URL: https://cepr.org/publications/DP17513
    Download Restriction: CEPR Discussion Papers are free to download for our researchers, subscribers and members. If you fall into one of these categories but have trouble downloading our papers, please contact us at subscribers@cepr.org
    ---><---

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

    Other versions of this item:

    References listed on IDEAS

    as
    1. Dirk Bergemann & Marco Ottaviani, 2021. "Information Markets and Nonmarkets," Cowles Foundation Discussion Papers 2296, Cowles Foundation for Research in Economics, Yale University.
    2. Bruno Crépon & Esther Duflo & Marc Gurgand & Roland Rathelot & Philippe Zamora, 2013. "Do Labor Market Policies have Displacement Effects? Evidence from a Clustered Randomized Experiment," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 531-580.
    3. Gerard J. van den Berg & Bas van der Klaauw, 2006. "Counseling And Monitoring Of Unemployed Workers: Theory And Evidence From A Controlled Social Experiment," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 47(3), pages 895-936, August.
    4. Luc Behaghel & Bruno Cr?pon & Marc Gurgand, 2014. "Private and Public Provision of Counseling to Job Seekers: Evidence from a Large Controlled Experiment," American Economic Journal: Applied Economics, American Economic Association, vol. 6(4), pages 142-174, October.
    5. Pieter Gautier & Paul Muller & Bas van der Klaauw & Michael Rosholm & Michael Svarer, 2018. "Estimating Equilibrium Effects of Job Search Assistance," Journal of Labor Economics, University of Chicago Press, vol. 36(4), pages 1073-1125.
    6. David Card & Jochen Kluve & Andrea Weber, 2010. "Active Labour Market Policy Evaluations: A Meta-Analysis," Economic Journal, Royal Economic Society, vol. 120(548), pages 452-477, November.
    7. Bennmarker, Helge & Grönqvist, Erik & Öckert, Björn, 2009. "Effects of outsourcing employment services: evidence from a randomized experiment," Working Paper Series 2009:23, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    8. David Card & Jochen Kluve & Andrea Weber, 2018. "What Works? A Meta Analysis of Recent Active Labor Market Program Evaluations," Journal of the European Economic Association, European Economic Association, vol. 16(3), pages 894-931.
    9. Altmann, Steffen & Falk, Armin & Jäger, Simon & Zimmermann, Florian, 2018. "Learning about job search: A field experiment with job seekers in Germany," Journal of Public Economics, Elsevier, vol. 164(C), pages 33-49.
    10. Lars Ljungqvist & Thomas J. Sargent, 2008. "Two Questions about European Unemployment," Econometrica, Econometric Society, vol. 76(1), pages 1-29, January.
    11. repec:hal:pseose:halshs-00840901 is not listed on IDEAS
    12. Peter Kuhn, 2014. "The internet as a labor market matchmaker," IZA World of Labor, Institute of Labor Economics (IZA), pages 1-18, May.
    13. Michèle Belot & Philipp Kircher & Paul Muller, 2019. "Providing Advice to Jobseekers at Low Cost: An Experimental Study on Online Advice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1411-1447.
    14. Krug, Gerhard & Stephan, Gesine, 2013. "Is the Contracting-Out of Intensive Placement Services More Effective than Provision by the PES? Evidence from a Randomized Field Experiment," IZA Discussion Papers 7403, Institute of Labor Economics (IZA).
    15. Lalive, Rafael & Cottier, Lionel & Flueckiger, Yves & Kempeneers, Pierre, 2018. "Does Job Search Assistance Really Raise Employment?," CEPR Discussion Papers 13133, C.E.P.R. Discussion Papers.
    16. repec:iza:izawol:journl:y:2014:p:18 is not listed on IDEAS
    17. 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.
    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. Adams-Prassl, Abi & Boneva, Teodora & Golin, Marta & Rauh, Christopher, 2023. "Perceived returns to job search," Labour Economics, Elsevier, vol. 80(C).
    2. Diego Dabed Sitnisky & Sabrina Genz & Emilie Rademakers, 2023. "Resilience to Automation: The Role of Task Overlap for Job Finding," Working Papers 2312, Utrecht School of Economics.
    3. Lukas Hensel & Kate Orkin & Andrea Kiss & Robert Garlick, 2023. "Jobseekers' beliefs about comparative advantage and (mis)directed search," CSAE Working Paper Series 2023-11, Centre for the Study of African Economies, University of Oxford.
    4. Jake Bradley & Lukas Mann, 2023. "Learning about labour markets," Discussion Papers 2023/01, University of Nottingham, Centre for Finance, Credit and Macroeconomics (CFCM).

    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. Michèle Belot & Philipp Kircher & Paul Muller, 2019. "Providing Advice to Jobseekers at Low Cost: An Experimental Study on Online Advice," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 86(4), pages 1411-1447.
    2. Altmann, Steffen & Glenny, Anita Marie & Mahlstedt, Robert & Sebald, Alexander, 2022. "The Direct and Indirect Effects of Online Job Search Advice," IZA Discussion Papers 15830, Institute of Labor Economics (IZA).
    3. Csaba Bekesi & Florica Stefanescu & Delia Bekesi, 2017. "Looking For A Job," Annals of Faculty of Economics, University of Oradea, Faculty of Economics, vol. 1(2), pages 60-73, December.
    4. Malory Rennoir & Ilan Tojerow, 2019. "Évaluation de l’ensemble du dispositif de contrôle de la disponibilité des chômeurs, tel que mis en œuvre au sein du Forem," ULB Institutional Repository 2013/292150, ULB -- Universite Libre de Bruxelles.
    5. Girum Abebe & A Stefano Caria & Marcel Fafchamps & Paolo Falco & Simon Franklin & Simon Quinn, 2021. "Anonymity or Distance? Job Search and Labour Market Exclusion in a Growing African City [Endogenous Stratification in Randomized Experiments]," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 88(3), pages 1279-1310.
    6. Altmann, Steffen & Falk, Armin & Jäger, Simon & Zimmermann, Florian, 2018. "Learning about job search: A field experiment with job seekers in Germany," Journal of Public Economics, Elsevier, vol. 164(C), pages 33-49.
    7. Lehner, Lukas & Kasy, Maximilian, 2022. "Employing the unemployed of Marienthal: Evaluation of a guaranteed job program," INET Oxford Working Papers 2022-29, Institute for New Economic Thinking at the Oxford Martin School, University of Oxford.
    8. van der Klaauw, Bas & Ziegler, Lennart, 2019. "A Field Experiment on Labor Market Speeddates for Unemployed Workers," IZA Discussion Papers 12140, Institute of Labor Economics (IZA).
    9. Ioana E. Marinescu, 2017. "Job search monitoring and assistance for the unemployed," IZA World of Labor, Institute of Labor Economics (IZA), pages 380-380, August.
    10. Eva m. Berger & Guenther Koenig & Henning Müller & Felix Schmidt & Daniel Schunk, 2017. "Self-Regulation Training and Job Search Effort: A Natural Field Experiment within an Active Labor Market Program," Working Papers 1712, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz.
    11. Michael C. Knaus & Michael Lechner & Anthony Strittmatter, 2022. "Heterogeneous Employment Effects of Job Search Programs: A Machine Learning Approach," Journal of Human Resources, University of Wisconsin Press, vol. 57(2), pages 597-636.
    12. Eva M. Berger & Guenther Koenig & Henning Mueller & Felix Schmidt & Daniel Schunk, 2016. "Self-Regulation Training, Labor Market Reintegration of Unemployed Individuals, and Locus of Control Evidence from a Natural Field Experiment," Working Papers 1622, Gutenberg School of Management and Economics, Johannes Gutenberg-Universität Mainz, revised 2016.
    13. Jonas Maibom, 2023. "The Welfare Effects Of Mandatory Reemployment Programs: Combining A Structural Model And Experimental Data," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 64(2), pages 607-640, May.
    14. Maibom, Jonas, 2021. "The Welfare Effects of Mandatory Reemployment Programs: Combining a Structural Model and Experimental Data," IZA Discussion Papers 14866, Institute of Labor Economics (IZA).
    15. Lalive, Rafael & Cottier, Lionel & Flueckiger, Yves & Kempeneers, Pierre, 2018. "Does Job Search Assistance Really Raise Employment?," CEPR Discussion Papers 13133, C.E.P.R. Discussion Papers.
    16. Laurel Wheeler & Robert Garlick & Eric Johnson & Patrick Shaw & Marissa Gargano, 2022. "LinkedIn(to) Job Opportunities: Experimental Evidence from Job Readiness Training," American Economic Journal: Applied Economics, American Economic Association, vol. 14(2), pages 101-125, April.
    17. Marco Caliendo & Steffen Künn & Robert Mahlstedt, 2022. "The Intended and Unintended Effects of Promoting Labor Market Mobility," CEPA Discussion Papers 42, Center for Economic Policy Analysis.
    18. Briscese, Guglielmo & Zanella, Giulio & Quinn, Veronica, 2020. "Improving Job Search Skills: A Field Experiment on Online Employment Assistance," IZA Discussion Papers 13170, Institute of Labor Economics (IZA).
    19. Guglielmo Briscese & Giulio Zanella & Veronica Quinn, 2022. "Providing Government Assistance Online: A Field Experiment with the Unemployed," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 41(2), pages 579-602, March.
    20. Cheung, Maria & Egebark, Johan & Forslund, Anders & Laun, Lisa & Rödin, Magnus & Vikström, Johan, 2019. "Does job search assistance reduce unemployment? Experimental evidence on displacement effects and mechanisms," Working Paper Series 2019:25, IFAU - Institute for Evaluation of Labour Market and Education Policy.

    More about this item

    Keywords

    Online advice; Job search; Long-term unemployment; Occupational mobility; Field experiment;
    All these keywords.

    JEL classification:

    • D83 - Microeconomics - - Information, Knowledge, and Uncertainty - - - Search; Learning; Information and Knowledge; Communication; Belief; Unawareness
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion
    • C93 - Mathematical and Quantitative Methods - - Design of Experiments - - - Field Experiments

    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:cpr:ceprdp:17513. 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: the person in charge (email available below). General contact details of provider: https://www.cepr.org .

    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.