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How bad is occupational coding error? A task-based approach

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  • Speer, Jamin D.

Abstract

Studies of occupational choice and mobility are often plagued by rampant occupational coding error. Use of task-based occupation measures, such as O*Net, may mitigate the bias caused by coding error if the occupation is misclassified as an occupation similar to the true occupation. Measuring occupational changes in “task space”, I find that task-based measures reduce the problems of coding error, but only slightly. If one does not correct for coding error, one overestimates traditional occupational mobility rates by about 90%; using task-based measures, the overestimate of mobility is still 75%. I also show that when tasks are used as regressors and coding error is not corrected, estimates will be attenuated by 15%–20%. Task-based measures are a slight improvement over census occupation codes but are no panacea for dealing with coding error.

Suggested Citation

  • Speer, Jamin D., 2016. "How bad is occupational coding error? A task-based approach," Economics Letters, Elsevier, vol. 141(C), pages 166-168.
  • Handle: RePEc:eee:ecolet:v:141:y:2016:i:c:p:166-168
    DOI: 10.1016/j.econlet.2016.02.025
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    1. Paul Beaudry & David A. Green & Benjamin M. Sand, 2016. "The Great Reversal in the Demand for Skill and Cognitive Tasks," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 199-247.
    2. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    3. Giuseppe Moscarini & Kaj Thomsson, 2007. "Occupational and Job Mobility in the US," Scandinavian Journal of Economics, Wiley Blackwell, vol. 109(4), pages 807-836, December.
    4. David H. Autor & Michael J. Handel, 2013. "Putting Tasks to the Test: Human Capital, Job Tasks, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 59-96.
    5. Neal, Derek, 1999. "The Complexity of Job Mobility among Young Men," Journal of Labor Economics, University of Chicago Press, vol. 17(2), pages 237-261, April.
    6. Christina Gathmann & Uta Schönberg, 2010. "How General Is Human Capital? A Task-Based Approach," Journal of Labor Economics, University of Chicago Press, vol. 28(1), pages 1-49, January.
    7. Barry T. Hirsch & Edward J. Schumacher, 2012. "Underpaid or Overpaid? Wage Analysis for Nurses Using Job and Worker Attributes," Southern Economic Journal, John Wiley & Sons, vol. 78(4), pages 1096-1119, April.
    8. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    9. Gueorgui Kambourov & Iourii Manovskii, 2008. "Rising Occupational And Industry Mobility In The United States: 1968-97," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 49(1), pages 41-79, February.
    10. Maxim Poletaev & Chris Robinson, 2008. "Human Capital Specificity: Evidence from the Dictionary of Occupational Titles and Displaced Worker Surveys, 1984-2000," Journal of Labor Economics, University of Chicago Press, vol. 26(3), pages 387-420, July.
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    Cited by:

    1. Christian vom Lehn & Cache Ellsworth & Zachary Kroff, 2022. "Reconciling Occupational Mobility in the Current Population Survey," Journal of Labor Economics, University of Chicago Press, vol. 40(4), pages 1005-1051.
    2. Vasilios D. Kosteas, 2020. "Occupational concentration and outcomes for displaced workers," Papers in Regional Science, Wiley Blackwell, vol. 99(4), pages 977-997, August.
    3. Vasilios D. Kosteas, 2023. "Job satisfaction and employer‐sponsored training," British Journal of Industrial Relations, London School of Economics, vol. 61(4), pages 771-795, December.

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    More about this item

    Keywords

    Occupational mobility; Coding error; Task-based occupation measures;
    All these keywords.

    JEL classification:

    • J60 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - General
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion

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