Name File Type Size Last Modified
Replication File Measuring application/zip 75 MB 10/12/2020 02:21:PM

Project Citation: 

Laajaj, Rachid, and Macours, Karen. Measuring Skills in Developing Countries. Ann Arbor, MI: Inter-university Consortium for Political and Social Research [distributor], 2020-10-12.

Project Description

Summary:  View help for Summary Measures of cognitive, noncognitive, and technical skills are increasingly used to analyze the determinants of skill formation or the role of skills in economic decisions in developing and developed countries. Yet in most cases, these measures have only been validated in high-income countries. This paper tests the reliability and validity of some of the most commonly used skills measures in a rural developing context. A survey experiment with a series of skills measurements was administered to more than 900 farmers in western Kenya, and the same questions were asked again after three weeks to test the reliability of the measures. To test predictive power, the study also collected information on agricultural practices and production during the four following seasons. The results show the cognitive skills measures are reliable and internally consistent, while technical skills are difficult to capture and very noisy. The evidence further suggests that measurement error in noncognitive skills is non-classical, as correlations between questions are driven in part by the answering patterns of the respondents and the phrasing of the questions. Addressing both random and systematic measurement error using common psychometric practices and repeated measures leads to improvements and clearer predictions, but does not address all concerns. We replicate the main parts of the analysis for farmers in Colombia, and obtain similar results. The paper provides a cautionary tale for naïve interpretations of skill measures. It also points to the importance of addressing measurement challenges to establish the relationship of different skills with economic outcomes. Based on these findings, the paper derives guidelines for skill measurement and interpretation in similar contexts.
Funding Sources:  View help for Funding Sources World Bank and Standing Panel for Impact Assessment (SIAC 1); DFID-ESRC Growth Research Program (JES-1362222); French National Research Agency (ANR) (ANR-17-EURE-0001); INRA

Scope of Project

Subject Terms:  View help for Subject Terms Economics; skills; developing country; agriculture
Geographic Coverage:  View help for Geographic Coverage Kenya, Siaya
Time Period(s):  View help for Time Period(s) 1/1/2012 – 12/31/2015 (Year 2012 to 2015)
Collection Date(s):  View help for Collection Date(s) 1/1/2012 – 12/31/2015 (Year 2012 to 2015)
Universe:  View help for Universe Households in rural areas in Siaya, Western Kenya. Mix of randomly selected representativ households and households selected by the community to participate in the agronomic trials.
Households in Sucre, Colombia

Data Type(s):  View help for Data Type(s) survey data

Related Publications

This study is un-published. See below for other available versions.

Published Versions

Export Metadata

Report a Problem

Found a serious problem with the data, such as disclosure risk or copyrighted content? Let us know.

This material is distributed exactly as it arrived from the data depositor. ICPSR has not checked or processed this material. Users should consult the investigator(s) if further information is desired.