IDEAS home Printed from https://ideas.repec.org/a/eee/labeco/v78y2022ics0927537122001427.html
   My bibliography  Save this article

Reassessing classification errors in the analysis of labor market dynamics

Author

Listed:
  • Shibata, Ippei

Abstract

Classification error–misreporting of true labor force statuses by survey respondents–can impact our broader understanding of labor markets in two critical dimensions: (i) measurement of labor market stocks (e.g., the unemployment rate); and (ii) the flows between these states (e.g., sources of unemployment fluctuations). This paper makes three contributions to the literature. First, this paper provides a single unifying framework for the classification error of labor market states, which can be used to analyze both stocks and flows. Second, I compare the proposed model implications with other classification-error correction models and show that the proposed latent variable approach generates similar labor market dynamics as re-interview-survey-based methods. Third, I show that correcting for classification errors with this alternative approach supports but moderates the results of previous studies in terms of the measurement of the unemployment rate and sources of unemployment fluctuations. It (i) mutes the magnitude of an underestimate of the U.S. official unemployment rate and (ii) points to a more (less) prominent role of the job separation margin (the labor force participation margin) in explaining the unemployment fluctuations.

Suggested Citation

  • Shibata, Ippei, 2022. "Reassessing classification errors in the analysis of labor market dynamics," Labour Economics, Elsevier, vol. 78(C).
  • Handle: RePEc:eee:labeco:v:78:y:2022:i:c:s0927537122001427
    DOI: 10.1016/j.labeco.2022.102252
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0927537122001427
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.labeco.2022.102252?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. Elsby, Michael W.L. & Hobijn, Bart & Şahin, Ayşegül, 2015. "On the importance of the participation margin for labor market fluctuations," Journal of Monetary Economics, Elsevier, vol. 72(C), pages 64-82.
    2. Marianna Kudlyak & Fabian Lange, 2014. "Measuring Heterogeneity in Job Finding Rates Among the Nonemployed Using Labor Force Status Histories," Working Paper 14-18, Federal Reserve Bank of Richmond.
    3. Shuaizhang Feng & Yingyao Hu, 2013. "Misclassification Errors and the Underestimation of the US Unemployment Rate," American Economic Review, American Economic Association, vol. 103(2), pages 1054-1070, April.
    4. Steven J. Davis & John Haltiwanger, 1990. "Gross Job Creation and Destruction: Microeconomic Evidence and Macroeconomic Implications," NBER Chapters, in: NBER Macroeconomics Annual 1990, Volume 5, pages 123-186, National Bureau of Economic Research, Inc.
    5. Meyer, Bruce D, 1988. "Classification-Error Models and Labor-Market Dynamics," Journal of Business & Economic Statistics, American Statistical Association, vol. 6(3), pages 385-390, July.
    6. Robert Shimer, 2012. "Reassessing the Ins and Outs of Unemployment," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 127-148, April.
    7. Hu, Yingyao, 2008. "Identification and estimation of nonlinear models with misclassification error using instrumental variables: A general solution," Journal of Econometrics, Elsevier, vol. 144(1), pages 27-61, May.
    8. Gary Solon & Ryan Michaels & Michael W. L. Elsby, 2009. "The Ins and Outs of Cyclical Unemployment," American Economic Journal: Macroeconomics, American Economic Association, vol. 1(1), pages 84-110, January.
    9. Thierry Magnac & Michael Visser, 1999. "Transition Models With Measurement Errors," The Review of Economics and Statistics, MIT Press, vol. 81(3), pages 466-474, August.
    10. Michael R. Darby & John C. Haltiwanger & Mark W. Plant, 1986. "The Ins and Outs of Unemployment: The Ins Win," NBER Working Papers 1997, National Bureau of Economic Research, Inc.
    11. Brigitte C. Madrian & Lars John Lefgren, 1999. "A Note on Longitudinally Matching Current Population Survey (CPS) Respondents," NBER Technical Working Papers 0247, National Bureau of Economic Research, Inc.
    12. Stephen W. Salant, 1977. "Search Theory and Duration Data: A Theory of Sorts," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 91(1), pages 39-57.
    13. Mr. Ippei Shibata, 2019. "Labor Market Dynamics: A Hidden Markov Approach," IMF Working Papers 2019/282, International Monetary Fund.
    14. Steven J. Davis & John Haltiwanger, 1992. "Gross Job Creation, Gross Job Destruction, and Employment Reallocation," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(3), pages 819-863.
    15. Robert Shimer, 2008. "The Probability of Finding a Job," American Economic Review, American Economic Association, vol. 98(2), pages 268-273, May.
    16. Poterba, James M & Summers, Lawrence H, 1995. "Unemployment Benefits and Labor Market Transitions: A Multinomial Logit Model with Errors in Classification," The Review of Economics and Statistics, MIT Press, vol. 77(2), pages 207-216, May.
    17. Mortensen, Dale & Pissarides, Christopher, 2011. "Job Creation and Job Destruction in the Theory of Unemployment," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 1, pages 1-19.
    18. Shigeru Fujita & Garey Ramey, 2009. "The Cyclicality Of Separation And Job Finding Rates," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 50(2), pages 415-430, May.
    19. Hie Joo Ahn & James Hamilton, 2022. "Measuring Labor-Force Participation and the Incidence and Duration of Unemployment," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 44, pages 1-32, April.
    20. Robert Shimer, 2005. "The Cyclical Behavior of Equilibrium Unemployment and Vacancies," American Economic Review, American Economic Association, vol. 95(1), pages 25-49, March.
    21. Darby, Michael R & Haltiwanger, John C & Plant, Mark W, 1985. "Unemployment Rate Dynamics and Persistent Unemployment under Rational Expectations," American Economic Review, American Economic Association, vol. 75(4), pages 614-637, September.
    22. Anne E. Polivka & Stephen M. Miller, 1998. "The CPS after the Redesign: Refocusing the Economic Lens," NBER Chapters, in: Labor Statistics Measurement Issues, pages 249-289, National Bureau of Economic Research, Inc.
    23. Abowd, John M & Zellner, Arnold, 1985. "Estimating Gross Labor-Force Flows," Journal of Business & Economic Statistics, American Statistical Association, vol. 3(3), pages 254-283, June.
    24. Poterba, James M & Summers, Lawrence H, 1986. "Reporting Errors and Labor Market Dynamics," Econometrica, Econometric Society, vol. 54(6), pages 1319-1338, November.
    25. Hu, Yingyao, 2017. "The econometrics of unobservables: Applications of measurement error models in empirical industrial organization and labor economics," Journal of Econometrics, Elsevier, vol. 200(2), pages 154-168.
    26. Oliver Jean Blanchard & Peter Diamond, 1990. "The Cyclical Behovior of the Gross Flows of U.S. Workers," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 21(2), pages 85-156.
    27. Nickell, Stephen J, 1979. "Estimating the Probability of Leaving Unemployment," Econometrica, Econometric Society, vol. 47(5), pages 1249-1266, September.
    28. Lancaster, Tony, 1979. "Econometric Methods for the Duration of Unemployment," Econometrica, Econometric Society, vol. 47(4), pages 939-956, July.
    Full references (including those not matched with items on IDEAS)

    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. Borowczyk-Martins, Daniel & Lalé, Etienne, 2020. "The ins and outs of involuntary part-time employment," Labour Economics, Elsevier, vol. 67(C).
    2. Robert Shimer, 2012. "Reassessing the Ins and Outs of Unemployment," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 15(2), pages 127-148, April.
    3. Philip Jung & Moritz Kuhn, 2019. "Earnings Losses and Labor Mobility Over the Life Cycle," Journal of the European Economic Association, European Economic Association, vol. 17(3), pages 678-724.
    4. Sun, Jiandong & Feng, Shuaizhang & Hu, Yingyao, 2021. "Misclassification errors in labor force statuses and the early identification of economic recessions," Journal of Asian Economics, Elsevier, vol. 75(C).
    5. Razzu, Giovanni & Singleton, Carl, 2016. "Gender and the business cycle: An analysis of labour markets in the US and UK," Journal of Macroeconomics, Elsevier, vol. 47(PB), pages 131-146.
    6. Alexandre Ounnas, 2020. "Worker Flows, Occupations and the Dynamics of Unemployment and Labor Force Participation," LIDAM Discussion Papers IRES 2020009, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
    7. Simmons, Michael, 2023. "Job-to-job transitions, job finding and the ins of unemployment," Labour Economics, Elsevier, vol. 80(C).
    8. Carlos Carrillo‐Tudela & Ludo Visschers, 2023. "Unemployment and Endogenous Reallocation Over the Business Cycle," Econometrica, Econometric Society, vol. 91(3), pages 1119-1153, May.
    9. Per Krusell & Toshihiko Mukoyama & Richard Rogerson & Aysegul Sahin, 2020. "Gross Worker Flows and Fluctuations in the Aggregate Labor Market," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 37, pages 205-226, August.
    10. Alexandre Ounnas, 2020. "Worker Flows and Occupations in the CPS 1976-2010: A Framework for Adjusting the Data," LIDAM Discussion Papers IRES 2020008, Université catholique de Louvain, Institut de Recherches Economiques et Sociales (IRES).
    11. Michael W. L. Elsby & Bart Hobijn & Ayşegül Şahin, 2013. "Unemployment Dynamics in the OECD," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 530-548, May.
    12. Elsby, Michael W.L. & Hobijn, Bart & Şahin, Ayşegül, 2015. "On the importance of the participation margin for labor market fluctuations," Journal of Monetary Economics, Elsevier, vol. 72(C), pages 64-82.
    13. Shigeru Fujita, 2011. "Dynamics of worker flows and vacancies: evidence from the sign restriction approach," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 26(1), pages 89-121, January/F.
    14. Miyamoto, Hiroaki, 2011. "Cyclical behavior of unemployment and job vacancies in Japan," Japan and the World Economy, Elsevier, vol. 23(3), pages 214-225.
    15. Hie Joo Ahn & James Hamilton, 2022. "Measuring Labor-Force Participation and the Incidence and Duration of Unemployment," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 44, pages 1-32, April.
    16. Andreas I. Mueller, 2017. "Separations, Sorting, and Cyclical Unemployment," American Economic Review, American Economic Association, vol. 107(7), pages 2081-2107, July.
    17. Isabel Cairo & Shigeru Fujita & Camilo Morales-Jimenez, 2022. "The Cyclicality of Labor Force Participation Flows: The Role of Labor," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 43, pages 197-216, January.
    18. Jitender Singh, 2023. "Unemployment Fluctuations in Urban Labour Market in India," The Indian Journal of Labour Economics, Springer;The Indian Society of Labour Economics (ISLE), vol. 66(1), pages 81-111, March.
    19. Lin, Ching-Yang & Miyamoto, Hiroaki, 2012. "Gross worker flows and unemployment dynamics in Japan," Journal of the Japanese and International Economies, Elsevier, vol. 26(1), pages 44-61.
    20. Sekyu Choi & Alexandre Janiak & Benjamín Villena‐Roldán, 2015. "Unemployment, Participation and Worker Flows Over the Life‐Cycle," Economic Journal, Royal Economic Society, vol. 125(589), pages 1705-1733, December.

    More about this item

    Keywords

    Gross worker flows; Current population survey; Classification errors; Unemployment; Measurement errors;
    All these keywords.

    JEL classification:

    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J6 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers

    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:eee:labeco:v:78:y:2022:i:c:s0927537122001427. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/labeco .

    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.