IDEAS home Printed from https://ideas.repec.org/p/umc/wpaper/1116.html
   My bibliography  Save this paper

On The Cyclicality of Real Wages and Wage Di¤erentials

Author

Abstract

In this paper we investigate the cyclicality of real wages. The approach we take is to search for the largest possible common cyclical component in a statistical sense. This contrasts with the existing literature which uses observable variables to proxy for a common cycle. We do so by using a Bayesian dynamic latent factor model and longitudinal microdata. We find that the comovement of real wages can be related to a common factor that exhibits a significant but far from perfect correlation with the national unemployment rate. Our findings indicate that (i) the common factor explains, on average, no more than 9% of wage variation, (ii) the common factor accounts for 20% or less of the wage variability for 88% of the workers in the sample and (iii) roughly half of the wages move procyclically while half move countercyclically. These facts are inconsistent with claims of a strong systematic relationship between real wages and the business cycle. We show that these results are inconsistent with models of Walrasian labor markets typically used in DSGE models. We also confirm findings of previous studies in which skilled and unskilled wages exhibit roughly the same degree of cyclical variation.

Suggested Citation

  • Christopher Otrok & Panayiotis M. Pourpourides, 2011. "On The Cyclicality of Real Wages and Wage Di¤erentials," Working Papers 1116, Department of Economics, University of Missouri.
  • Handle: RePEc:umc:wpaper:1116
    as

    Download full text from publisher

    File URL: https://drive.google.com/file/d/192p6cJIF4TVFHfKpEIkXHtfmY5YeWery/view?usp=sharing
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Chib, Siddhartha & Greenberg, Edward, 1994. "Bayes inference in regression models with ARMA (p, q) errors," Journal of Econometrics, Elsevier, vol. 64(1-2), pages 183-206.
    2. Michael P. Keane & Eswar S. Prasad, 1991. "The relation between skill levels and the cyclical variability of employment, hours and wages," Discussion Paper / Institute for Empirical Macroeconomics 41, Federal Reserve Bank of Minneapolis.
    3. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 107(1), pages 35-78.
    4. Boldrin, Michael & Horvath, Michael, 1995. "Labor Contracts and Business Cycles," Journal of Political Economy, University of Chicago Press, vol. 103(5), pages 972-1004, October.
    5. Doz, Catherine & Giannone, Domenico & Reichlin, Lucrezia, 2011. "A two-step estimator for large approximate dynamic factor models based on Kalman filtering," Journal of Econometrics, Elsevier, vol. 164(1), pages 188-205, September.
    6. Verdugo, Gregory, 2016. "Real wage cyclicality in the Eurozone before and during the Great Recession: Evidence from micro data," European Economic Review, Elsevier, vol. 82(C), pages 46-69.
    7. Gary Solon & Robert Barsky & Jonathan A. Parker, 1994. "Measuring the Cyclicality of Real Wages: How Important is Composition Bias?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(1), pages 1-25.
    8. Pourpourides, Panayiotis M., 2011. "Implicit contracts and the cyclicality of the skill-premium," Journal of Economic Dynamics and Control, Elsevier, vol. 35(6), pages 963-979, June.
    9. Jörg Breitung & In Choi, 2013. "Factor models," Chapters, in: Nigar Hashimzade & Michael A. Thornton (ed.), Handbook of Research Methods and Applications in Empirical Macroeconomics, chapter 11, pages 249-265, Edward Elgar Publishing.
      • In Choi & Jorg Breitung, 2011. "Factor models," Working Papers 1121, Nam Duck-Woo Economic Research Institute, Sogang University (Former Research Institute for Market Economy), revised Dec 2011.
    10. King, Robert G. & Rebelo, Sergio T., 1999. "Resuscitating real business cycles," Handbook of Macroeconomics, in: J. B. Taylor & M. Woodford (ed.), Handbook of Macroeconomics, edition 1, volume 1, chapter 14, pages 927-1007, Elsevier.
    11. Gomme, Paul & Greenwood, Jeremy, 1995. "On the cyclical allocation of risk," Journal of Economic Dynamics and Control, Elsevier, vol. 19(1-2), pages 91-124.
    12. Otrok, Christopher & Whiteman, Charles H, 1998. "Bayesian Leading Indicators: Measuring and Predicting Economic Conditions in Iowa," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 997-1014, November.
    13. Cooley, Thomas F & Ogaki, Masao, 1996. "A Time Series Analysis of Real Wages, Consumption, and Asset Returns," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(2), pages 119-134, March-Apr.
    14. Flavio Cunha & James J. Heckman, 2008. "Formulating, Identifying and Estimating the Technology of Cognitive and Noncognitive Skill Formation," Journal of Human Resources, University of Wisconsin Press, vol. 43(4).
    15. Christiano, Lawrence J & Eichenbaum, Martin, 1992. "Current Real-Business-Cycle Theories and Aggregate Labor-Market Fluctuations," American Economic Review, American Economic Association, vol. 82(3), pages 430-450, June.
    16. Shin, Donggyun, 1994. "Cyclicality of real wages among young men," Economics Letters, Elsevier, vol. 46(2), pages 137-142, October.
    17. Costas Azariadis, 1976. "On the Incidence of Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 43(1), pages 115-125.
    18. Bruce C. Greenwald & Joseph E. Stiglitz, 1988. "Examining Alternative Macroeconomic Theories," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 19(1), pages 207-270.
    19. Keane, Michael & Moffitt, Robert & Runkle, David, 1988. "Real Wages over the Business Cycle: Estimating the Impact of Heterogeneity with Micro Data," Journal of Political Economy, University of Chicago Press, vol. 96(6), pages 1232-1266, December.
    20. Christopher A. Pissarides, 2009. "The Unemployment Volatility Puzzle: Is Wage Stickiness the Answer?," Econometrica, Econometric Society, vol. 77(5), pages 1339-1369, September.
    21. Mankiw, N Gregory, 1989. "Real Business Cycles: A New Keynesian Perspective," Journal of Economic Perspectives, American Economic Association, vol. 3(3), pages 79-90, Summer.
    22. Mario Forni & Lucrezia Reichlin, 1998. "Let's Get Real: A Factor Analytical Approach to Disaggregated Business Cycle Dynamics," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 65(3), pages 453-473.
    23. Jungbacker, B. & Koopman, S.J. & van der Wel, M., 2011. "Maximum likelihood estimation for dynamic factor models with missing data," Journal of Economic Dynamics and Control, Elsevier, vol. 35(8), pages 1358-1368, August.
    24. Per Krusell & Lee E. Ohanian & JosÈ-Victor RÌos-Rull & Giovanni L. Violante, 2000. "Capital-Skill Complementarity and Inequality: A Macroeconomic Analysis," Econometrica, Econometric Society, vol. 68(5), pages 1029-1054, September.
    25. Gordon, Donald F, 1974. "A Neo-Classical Theory of Keynesian Unemployment," Economic Inquiry, Western Economic Association International, vol. 12(4), pages 431-459, December.
    26. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    27. Osano, Hiroshi & Inoue, Tohru, 1991. "Testing between Competing Models of Real Business Cycles," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 32(3), pages 669-688, August.
    28. Lucas, Robert E., 1977. "Understanding business cycles," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 5(1), pages 7-29, January.
    29. John C. Ham & Kevin T. Reilly, 2002. "Testing Intertemporal Substitution, Implicit Contracts, and Hours Restriction Models of the Labor Market Using Micro Data," American Economic Review, American Economic Association, vol. 92(4), pages 905-927, September.
    30. King, Robert G. & Plosser, Charles I. & Rebelo, Sergio T., 1988. "Production, growth and business cycles : I. The basic neoclassical model," Journal of Monetary Economics, Elsevier, vol. 21(2-3), pages 195-232.
    31. Brunner, Karl & Meltzer, Allan H., 1977. "Stabilization of the domestic and international economy," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 5(1), pages 1-6, January.
    32. Anger, Silke, 2011. "The Cyclicality of Effective Wages within Employer–Employee Matches in a Rigid Labor Market," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 18(6), pages 786-797.
    33. Bils, Mark J, 1985. "Real Wages over the Business Cycle: Evidence from Panel Data," Journal of Political Economy, University of Chicago Press, vol. 93(4), pages 666-689, August.
    34. Paul Beaudry & John DiNardo, 1995. "Is the Behavior of Hours Worked Consistent with Implicit Contract Theory?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 743-768.
    35. Sargent, Thomas J, 1989. "Two Models of Measurements and the Investment Accelerator," Journal of Political Economy, University of Chicago Press, vol. 97(2), pages 251-287, April.
    36. Pedro S. Martins & Gary Solon & Jonathan P. Thomas, 2012. "Measuring What Employers Do about Entry Wages over the Business Cycle: A New Approach," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(4), pages 36-55, October.
    37. Olivier Jean Blanchard & Stanley Fischer, 1989. "Lectures on Macroeconomics," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262022834, April.
    38. Beaudry, Paul & DiNardo, John, 1991. "The Effect of Implicit Contracts on the Movement of Wages over the Business Cycle: Evidence from Micro Data," Journal of Political Economy, University of Chicago Press, vol. 99(4), pages 665-688, August.
    39. M. Ayhan Kose & Christopher Otrok & Charles H. Whiteman, 2003. "International Business Cycles: World, Region, and Country-Specific Factors," American Economic Review, American Economic Association, vol. 93(4), pages 1216-1239, September.
    40. Michael Keane & Eswar Prasad, 1993. "Skill Levels and the Cyclical Variability of Employment, Hours, and Wages," IMF Staff Papers, Palgrave Macmillan, vol. 40(4), pages 711-743, December.
    41. James P. Ziliak & Beth A. Wilson & Joe A. Stone, 1999. "Spatial Dynamics And Heterogeneity In The Cyclicality Of Real Wages," The Review of Economics and Statistics, MIT Press, vol. 81(2), pages 227-236, May.
    42. James H. Stock & Mark W. Watson, 1989. "New Indexes of Coincident and Leading Economic Indicators," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 351-409, National Bureau of Economic Research, Inc.
    43. Azariadis, Costas, 1975. "Implicit Contracts and Underemployment Equilibria," Journal of Political Economy, University of Chicago Press, vol. 83(6), pages 1183-1202, December.
    44. Anabela Carneiro & Paulo Guimarães & Pedro Portugal, 2012. "Real Wages and the Business Cycle: Accounting for Worker, Firm, and Job Title Heterogeneity," American Economic Journal: Macroeconomics, American Economic Association, vol. 4(2), pages 133-152, April.
    45. Heckman, James J & Sedlacek, Guilherme, 1985. "Heterogeneity, Aggregation, and Market Wage Functions: An Empirical Model of Self-selection in the Labor Market," Journal of Political Economy, University of Chicago Press, vol. 93(6), pages 1077-1125, December.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Hideaki Hirata & M. Ayhan Kose & Christopher Otrok & Marco E Terrones, 2013. "Global House Price Fluctuations: Synchronization and Determinants," NBER International Seminar on Macroeconomics, University of Chicago Press, vol. 9(1), pages 119-166.
    2. Claudia M. Buch & Sandra Eickmeier & Esteban Prieto, 2014. "Macroeconomic Factors and Microlevel Bank Behavior," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(4), pages 715-751, June.
    3. Hauber, Philipp & Schumacher, Christian, 2021. "Precision-based sampling with missing observations: A factor model application," Discussion Papers 11/2021, Deutsche Bundesbank.
    4. Chatzivgeri, Eleni & Mumtaz, Haroon & Tavasci, Daniela & Ventimiglia, Luigi, 2019. "Common and country specific factors in the distribution of real wages," Economics Letters, Elsevier, vol. 184(C).
    5. Jungbacker, B. & Koopman, S.J. & van der Wel, M., 2011. "Maximum likelihood estimation for dynamic factor models with missing data," Journal of Economic Dynamics and Control, Elsevier, vol. 35(8), pages 1358-1368, August.
    6. Cesa-Bianchi, Ambrogio, 2013. "Housing cycles and macroeconomic fluctuations: A global perspective," Journal of International Money and Finance, Elsevier, vol. 37(C), pages 215-238.
    7. B. Jungbacker & S.J. Koopman & M. van der Wel, 2009. "Dynamic Factor Analysis in The Presence of Missing Data," Tinbergen Institute Discussion Papers 09-010/4, Tinbergen Institute, revised 11 Mar 2011.

    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. Pourpourides, Panayiotis M., 2011. "Implicit contracts and the cyclicality of the skill-premium," Journal of Economic Dynamics and Control, Elsevier, vol. 35(6), pages 963-979, June.
    2. Leena Rudanko, 2008. "Aggregate and Idiosyncratic Risk in a Frictional Labor Market," Boston University - Department of Economics - Working Papers Series wp2008-009, Boston University - Department of Economics.
    3. Merkl, Christian & Stüber, Heiko, 2024. "Wage and employment cyclicalities at the establishment level," European Economic Review, Elsevier, vol. 161(C).
    4. Matthew J. Lindquist, 2004. "Capital-Skill Complementarity and Inequality Over the Business Cycle," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 7(3), pages 519-540, July.
    5. repec:eee:labchp:v:3:y:1999:i:pb:p:2291-2372 is not listed on IDEAS
    6. Gary Solon & Robert Barsky & Jonathan A. Parker, 1994. "Measuring the Cyclicality of Real Wages: How Important is Composition Bias?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(1), pages 1-25.
    7. Fei Peng & Sajid Anwar & Lili Kang, 2020. "Job Movement and Real Wage Flexibility in Eastern and Western Parts of Germany," Journal of Economics and Finance, Springer;Academy of Economics and Finance, vol. 44(4), pages 764-789, October.
    8. Barrela, Rodrigo & Costa, Eduardo & Portugal, Pedro, 2024. "On the Asymmetrical Sensitivity of the Distribution of Real Wages to Business Cycle Fluctuations," IZA Discussion Papers 16911, Institute of Labor Economics (IZA).
    9. Grace Weishi Gu & Eswar Prasad & Thomas Moehrle, 2020. "New Evidence on Cyclical Variation in Average Labor Costs in the United States," The Review of Economics and Statistics, MIT Press, vol. 102(5), pages 966-979, December.
    10. Christian Calmès, 2003. "Poignée de main invisible et persistance des cycles économiques : une revue de la littérature," Staff Working Papers 03-40, Bank of Canada.
    11. Verdugo, Gregory, 2016. "Real wage cyclicality in the Eurozone before and during the Great Recession: Evidence from micro data," European Economic Review, Elsevier, vol. 82(C), pages 46-69.
    12. Stock, J.H. & Watson, M.W., 2016. "Dynamic Factor Models, Factor-Augmented Vector Autoregressions, and Structural Vector Autoregressions in Macroeconomics," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 415-525, Elsevier.
    13. Bauer, Anja & Lochner, Benjamin, 2020. "History dependence in wages and cyclical selection: Evidence from Germany," Labour Economics, Elsevier, vol. 67(C).
    14. Kang, Lili & Peng, Fei, 2012. "Selection and Real wage cyclicality: Germany Case," MPRA Paper 42452, University Library of Munich, Germany.
    15. John C. Ham & Kevin T. Reilly, 2013. "Implicit Contracts, Life Cycle Labor Supply, And Intertemporal Substitution," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 54, pages 1133-1158, November.
    16. Sherif Khalifa, 2009. "Heterogeneous Workers and Occupations: Inequality, Unemployment, and Crowding Out," Southern Economic Journal, John Wiley & Sons, vol. 75(4), pages 1141-1164, April.
    17. Anabela Carneiro & Paulo Guimaraes & Pedro Portugal, 2009. "Real Wages and the Business Cycle: Accounting for Worker and Firm Heterogeneity," CEF.UP Working Papers 0903, Universidade do Porto, Faculdade de Economia do Porto.
    18. John C. Ham & Kevin T. Reilly, 2013. "Implicit Contracts, Life Cycle Labor Supply, And Intertemporal Substitution," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 54(4), pages 1133-1158, November.
    19. Mark Gertler & Christopher Huckfeldt & Antonella Trigari, 2020. "Unemployment Fluctuations, Match Quality, and the Wage Cyclicality of New Hires," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 87(4), pages 1876-1914.
    20. Merkl, Christian & Stüber, Heiko, 2016. "Wage cyclicalities and labor market dynamics at the establishment level: Theory and evidence," FAU Discussion Papers in Economics 12/2016, Friedrich-Alexander University Erlangen-Nuremberg, Institute for Economics.
    21. Lydon, Reamonn & Lozej, Matija, 2018. "Flexibility of new hires’ earnings in Ireland," Labour Economics, Elsevier, vol. 53(C), pages 112-127.

    More about this item

    Keywords

    Wages; Wage Differentials; Business Cycles; Bayesian Analysis;
    All these keywords.

    JEL classification:

    • C11 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Bayesian Analysis: General
    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • C22 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes
    • C23 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Models with Panel Data; Spatio-temporal Models
    • C81 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Microeconomic Data; Data Access
    • C82 - Mathematical and Quantitative Methods - - Data Collection and Data Estimation Methodology; Computer Programs - - - Methodology for Collecting, Estimating, and Organizing Macroeconomic Data; Data Access
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

    NEP fields

    This paper has been announced in the following NEP Reports:

    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:umc:wpaper:1116. 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: Chao Gu (email available below). General contact details of provider: https://edirc.repec.org/data/edumous.html .

    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.