We assess South African workseekers’ skills and disseminate the assessment results to explore how limited information affects firm and workseeker behavior. Giving workseekers assessment results that they can credibly share with firms increases workseekers’ employment and earnings and better aligns their skills, beliefs and search strategies. Giving workseekers assessment results that they cannot easily share with firms has similar effects on beliefs and search, but smaller effects on employment and earnings. Giving assessment results only to firms shifts interview decisions. These findings show that getting credible skill information to the right agents can improve outcomes in the labor market.
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Creative Commons Attribution 4.0 International (CC BY 4.0) License | https://creativecommons.org/licenses/by/4.0/ |
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AEA Data and Code Repository | https://www.openicpsr.org/openicpsr/aea |
The code was last run on a 2022 4-core Intel-based desktop with Linux Ubuntu version 18.04.
The full sequence of analysis will take approximately 15 minutes.
Run 0_master.do, which calls all other necessary programs except 2a_create_anonymous_id.do and 2b_deidentify_datasets_id.do, which required datasets containing personally identifiable information that are not included in this replication package. Further instructions are contained in the readme file in the reproducibility package.
This paper uses data on the labor market in South Africa, collected from five sources. The first source is a workseeker-level survey dataset collected by the authors, which records participants’ employment, job search, and beliefs relevant to their employment, job search, and skills. The second source is an administrative dataset obtained from the Harambee Youth Employment Accelerator. This records participants’ scores on skill assessments. We merge these sources using participants’ national identity numbers and names. The third source is a correspondence study dataset collected by the authors, which records job application characteristics and outcomes. The fourth source is a firm-level dataset containing survey and choice experiment data. These data are provided as part of the replication package (Carranza et al., 2022).
One table in Appendix D uses publicly-available data from Statistics South Africa (Statistics South Africa, 2016, 2017). These data can be accessed from the URLs included in the bibliographic entries and are not included in the replication package.
Statement about Rights: The authors of the manuscript have legitimate access to and permission to use the data used in this manuscript. See the accompanying letter granting permission from the external data provider, the Harambee Youth Employment Accelerator. Users interested in accessing the original data that the Harambee Youth Employment Accelerator shared with the authors can contact the organization at https://harambee.co.za/, although the organization has not indicated that they will respond to any such requests.
Yes, please refer to the data statement and the readme file.
Author | Affiliation | |
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Eliana Carranza | World Bank | ecarranza@worldbank.org |
Robert Garlick | Duke University | robert.garlick@duke.edu |
Kate Orkin | University of Oxford | kate.orkin@bsg.ox.ac.uk |
Neil Rankin | University of Stellenbosch | neilrankin@sun.ac.za |
Agency Name | Role |
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Wim Louw | RA |
Wendy Trott | RA |
Shelby Carvalho | RA |
Allegra Cockburn | RA |
Goodwill Mpofu | RA |
Emmanuel Bakirdjian | RA |
Nilmini Herath | RA |
Lukas Hensel | RA |
Svetlana Pimkina | RA |
Laurel Wheeler | RA |
Brynde Kreft | RA |
Stephanie Palla | RA |
Rachel Sayers | RA |
Gabriel Cunha | RA |
Jenn Kades | RA |
2022-11
Location | Code |
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South Africa | ZAF |
The materials in the reproducibility packages are distributed as they were prepared by the staff of the International Bank for Reconstruction and Development/the World Bank. The findings, interpretations, and conclusions expressed in this event do not necessarily reflect the views of the World Bank, the Executive Directors of the World Bank, or the governments they represent. The World Bank does not guarantee the accuracy of the materials included in the reproducibility package.
Name | Abbreviation | Affiliation |
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Krestel | CK | World Bank |
2023-07-06
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