IDEAS home Printed from https://ideas.repec.org/p/hal/journl/hal-03473875.html
   My bibliography  Save this paper

Accounting for Endogeneity in Matching Function Estimation

Author

Listed:
  • Daniel Borowczyk-Martins

    (ECON - Département d'économie (Sciences Po) - Sciences Po - Sciences Po - CNRS - Centre National de la Recherche Scientifique)

  • Grégory Jolivet

    (CES - Centre d'économie de la Sorbonne - UP1 - Université Paris 1 Panthéon-Sorbonne - CNRS - Centre National de la Recherche Scientifique)

  • Fabien Postel-Vinay

    (ECON - Département d'économie (Sciences Po) - Sciences Po - Sciences Po - CNRS - Centre National de la Recherche Scientifique, CREST - Centre de Recherche en Économie et Statistique - ENSAI - Ecole Nationale de la Statistique et de l'Analyse de l'Information [Bruz] - X - École polytechnique - IP Paris - Institut Polytechnique de Paris - ENSAE Paris - École Nationale de la Statistique et de l'Administration Économique - CNRS - Centre National de la Recherche Scientifique, LEA - Laboratoire d'Economie Appliquée - INRA - Institut National de la Recherche Agronomique, Department of Economics - UCL - University College of London [London], PSE - Paris-Jourdan Sciences Economiques - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris Sciences et Lettres - INRA - Institut National de la Recherche Agronomique - EHESS - École des hautes études en sciences sociales - ENPC - École des Ponts ParisTech - CNRS - Centre National de la Recherche Scientifique, CEPR - Center for Economic Policy Research, University of Bristol [Bristol], IZA - Institute for the Study of Labor - Institute for the Study of Labor, DELTA - Département et Laboratoire d'Economie Théorique et Appliquée - ENS-PSL - École normale supérieure - Paris - PSL - Université Paris Sciences et Lettres - EHESS - École des hautes études en sciences sociales - CNRS - Centre National de la Recherche Scientifique, INRA)

Abstract

We show that equilibrium matching models imply that standard estimates of the matching function elasticities are exposed to an endogeneity bias, which arises from the search behavior of agents on either side of the market. We offer an estimation method which, under certain structural assumptions about the process driving shocks to matching efficiency, is immune from that bias. Application of our method to the estimation of a basic version of the matching function using aggregate U.S. data from the Job Openings and Labor Turnover Survey (JOLTS) suggests that the bias can be quantitatively important.

Suggested Citation

  • Daniel Borowczyk-Martins & Grégory Jolivet & Fabien Postel-Vinay, 2013. "Accounting for Endogeneity in Matching Function Estimation," Post-Print hal-03473875, HAL.
    • Handle: RePEc:hal:journl:hal-03473875
    DOI: 10.1016/j.red.2012.07.001
    Note: View the original document on HAL open archive server: https://sciencespo.hal.science/hal-03473875
    as

    Download full text from publisher

    File URL: https://sciencespo.hal.science/hal-03473875/document
    Download Restriction: no
    File URL: https://libkey.io/10.1016/j.red.2012.07.001?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
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Fahr, Rene & Sunde, Uwe, 2005. "Job and vacancy competition in empirical matching functions," Labour Economics, Elsevier, vol. 12(6), pages 773-780, December.
    2. Cheng Hsiao, 1997. "Statistical Properties of the Two-Stage Least Squares Estimator Under Cointegration," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 64(3), pages 385-398.
    3. 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.
    4. Christopher A. Pissarides & Barbara Petrongolo, 2001. "Looking into the Black Box: A Survey of the Matching Function," Journal of Economic Literature, American Economic Association, vol. 39(2), pages 390-431, June.
    5. Gregory, Allan W. & Veall, Michael R., 1986. "Wald tests of common factor restrictions," Economics Letters, Elsevier, vol. 22(2-3), pages 203-208.
    6. Ay?egül ?ahin & Joseph Song & Giorgio Topa & Giovanni L. Violante, 2014. "Mismatch Unemployment," American Economic Review, American Economic Association, vol. 104(11), pages 3529-3564, November.
    7. P. C. B. Phillips & S. N. Durlauf, 1986. "Multiple Time Series Regression with Integrated Processes," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 53(4), pages 473-495.
    8. Yashiv, Eran, 2007. "Labor search and matching in macroeconomics," European Economic Review, Elsevier, vol. 51(8), pages 1859-1895, November.
    9. Berman, Eli, 1997. "Help Wanted, Job Needed: Estimates of a Matching Function from Employment Service Data," Journal of Labor Economics, University of Chicago Press, vol. 15(1), pages 251-292, January.
    10. Jolivet, Grégory, 2009. "A longitudinal analysis of search frictions and matching in the U.S. labor market," Labour Economics, Elsevier, vol. 16(2), pages 121-134, April.
    11. Unknown, 1986. "Letters," Choices: The Magazine of Food, Farm, and Resource Issues, Agricultural and Applied Economics Association, vol. 1(4), pages 1-9.
    12. van Ours, J. C. & Burdett, K. & Coles, M., 1994. "Temporal Aggregation Bias in Stock-Flow Models," Other publications TiSEM 993a7da0-0d67-4900-b529-6, Tilburg University, School of Economics and Management.
    13. Christopher A. Pissarides, 2000. "Equilibrium Unemployment Theory, 2nd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262161877, April.
    14. Rogerson, Richard & Shimer, Robert, 2011. "Search in Macroeconomic Models of the Labor Market," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 7, pages Pages: 61, Elsevier.
    15. Uwe Sunde, 2007. "Empirical Matching Functions: Searchers, Vacancies, and (Un‐)biased Elasticities," Economica, London School of Economics and Political Science, vol. 74(295), pages 537-560, August.
    16. Eran Yashiv, 2000. "The Determinants of Equilibrium Unemployment," American Economic Review, American Economic Association, vol. 90(5), pages 1297-1322, December.
    17. Patricia M. Anderson & Simon M. Burgess, 2000. "Empirical Matching Functions: Estimation and Interpretation Using State-Level Data," The Review of Economics and Statistics, MIT Press, vol. 82(1), pages 93-102, February.
    18. Stock, James H, 1987. "Asymptotic Properties of Least Squares Estimators of Cointegrating Vectors," Econometrica, Econometric Society, vol. 55(5), pages 1035-1056, September.
    19. Timothy Dunne & J. Bradford Jensen & Mark J. Roberts, 2009. "Producer Dynamics: New Evidence from Micro Data," NBER Books, National Bureau of Economic Research, Inc, number dunn05-1.
    20. Gregg, Paul & Petrongolo, Barbara, 2005. "Stock-flow matching and the performance of the labor market," European Economic Review, Elsevier, vol. 49(8), pages 1987-2011, November.
    21. Robert E. Hall, 2005. "Employment Fluctuations with Equilibrium Wage Stickiness," American Economic Review, American Economic Association, vol. 95(1), pages 50-65, March.
    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. Postel-Vinay, Fabien & Jolivet, Grégory & Borowczyk-Martins, Daniel, 2011. "Accounting For Endogenous Search Behavior in Matching Function Estimation," CEPR Discussion Papers 8471, C.E.P.R. Discussion Papers.
    2. repec:hal:spmain:info:hdl:2441/4l136f59vb8mcalu5p6p5li007 is not listed on IDEAS
    3. repec:spo:wpmain:info:hdl:2441/4l136f59vb8mcalu5p6p5li007 is not listed on IDEAS
    4. Daniel Borowczyk-Martins & Grégory Jolivet & Fabien Postel-Vinay, 2013. "Accounting for Endogeneity in Matching Function Estimation," SciencePo Working papers hal-03473875, HAL.
    5. Domenico Ferraro, 2018. "The Asymmetric Cyclical Behavior of the U.S. Labor Market," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 30, pages 145-162, October.
    6. Masaru Sasaki & Miki Kohara & Tomohiro Machikita, 2013. "Measuring Search Frictions Using Japanese Microdata," The Japanese Economic Review, Japanese Economic Association, vol. 64(4), pages 431-451, December.
    7. Yashiv, Eran, 2007. "Labor search and matching in macroeconomics," European Economic Review, Elsevier, vol. 51(8), pages 1859-1895, November.
    8. Matthias S. Hertweck & Vivien Lewis & Stefania Villa, 2021. "Going the Extra Mile: Effort by Workers and Job‐Seekers," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 53(8), pages 2099-2127, December.
    9. Stops Michael & Mazzoni Thomas, 2010. "Matchingprozesse auf beruflichen Teilarbeitsmärkten / Job Matching on Occupational Labour Markets," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 230(3), pages 287-312, June.
    10. Heid, Benedikt & Larch, Mario, 2016. "Gravity with unemployment," Journal of International Economics, Elsevier, vol. 101(C), pages 70-85.
    11. Michael Stops, 2014. "Job matching across occupational labour markets," Oxford Economic Papers, Oxford University Press, vol. 66(4), pages 940-958.
    12. Mathan Satchi & Jonathan Temple, 2009. "Labor Markets and Productivity in Developing Countries," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 12(1), pages 183-204, January.
    13. Kohlbrecher, Britta & Merkl, Christian, 2022. "Business cycle asymmetries and the labor market," Journal of Macroeconomics, Elsevier, vol. 73(C).
    14. Steven J. Davis & R. Jason Faberman & John C. Haltiwanger, 2013. "The Establishment-Level Behavior of Vacancies and Hiring," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 128(2), pages 581-622.
    15. Kudlyak, Marianna, 2014. "The cyclicality of the user cost of labor," Journal of Monetary Economics, Elsevier, vol. 68(C), pages 53-67.
    16. Petrosky-Nadeau, Nicolas & Wasmer, Etienne, 2015. "Macroeconomic dynamics in a model of goods, labor, and credit market frictions," Journal of Monetary Economics, Elsevier, vol. 72(C), pages 97-113.
    17. Muehlemann, Samuel & Strupler Leiser, Mirjam, 2018. "Hiring costs and labor market tightness," Labour Economics, Elsevier, vol. 52(C), pages 122-131.
    18. Gottfries, Nils & Stadin, Karolina, 2016. "The Matching Process: Search or Mismatch," Ratio Working Papers 279, The Ratio Institute.
    19. Sanna‐Mari Hynninen & Aki Kangasharju & Jaakko Pehkonen, 2009. "Matching Inefficiencies, Regional Disparities, and Unemployment," LABOUR, CEIS, vol. 23(3), pages 481-506, September.
    20. Coles, Melvyn G & Petrongolo, Barbara, 2002. "A Test Between Unemployment Theories Using Matching Data," CEPR Discussion Papers 3241, C.E.P.R. Discussion Papers.
    21. Harbo hansen, Niels-Jakob, 2019. "Measuring job openings: evidence from Swedish plant level data," Working Paper Series 2019:27, IFAU - Institute for Evaluation of Labour Market and Education Policy.
    22. Tito Boeri & Michael C. Burda, 2009. "Preferences for Collective Versus Individualised Wage Setting," Economic Journal, Royal Economic Society, vol. 119(540), pages 1440-1463, October.

    More about this item

    Keywords

    Matching Function Estimation; Unemployment; Vacancies; Job Finding;
    All these keywords.

    JEL classification:

    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity

    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:hal:journl:hal-03473875. 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: CCSD (email available below). General contact details of provider: https://hal.archives-ouvertes.fr/ .

    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.