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Explaining deviations from Okun’s law

Author

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  • Foroni, Claudia
  • Furlanetto, Francesco

Abstract

Despite its stability over time, as for any statistical relationship, Okun’s law is subject to deviations that can be large at times. In this paper, we provide a mapping between residuals in Okun’s regressions and structural shocks identified with a SVAR model by inspecting how unemployment responds to the state of the economy. We show that deviations from Okun’s law are a natural and expected outcome once one takes a multi-shock perspective, as long as shocks to automation, labour supply and structural factors in the labour market are taken into account. Our simple recipe for policy makers is that, if a positive deviation from Okun’s law arises, it is likely to be generated by either positive labour supply or automation shocks or by negative structural factors shocks. JEL Classification: E24, E32, C32

Suggested Citation

  • Foroni, Claudia & Furlanetto, Francesco, 2022. "Explaining deviations from Okun’s law," Working Paper Series 2699, European Central Bank.
  • Handle: RePEc:ecb:ecbwps:20222699
    Note: 3243564
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    1. Hochmuth, Brigitte & Kohlbrecher, Britta & Merkl, Christian & Gartner, Hermann, 2021. "Hartz IV and the decline of German unemployment: A macroeconomic evaluation," Journal of Economic Dynamics and Control, Elsevier, vol. 127(C).
    2. Domenico Giannone & Lucrezia Reichlin, 2006. "Does information help recovering structural shocks from past observations?," Journal of the European Economic Association, MIT Press, vol. 4(2-3), pages 455-465, 04-05.
    3. Forbes, Kristin & Hjortsoe, Ida & Nenova, Tsvetelina, 2018. "The shocks matter: Improving our estimates of exchange rate pass-through," Journal of International Economics, Elsevier, vol. 114(C), pages 255-275.
    4. Drautzburg, Thorsten & Fernández-Villaverde, Jesús & Guerrón-Quintana, Pablo, 2021. "Bargaining shocks and aggregate fluctuations," Journal of Economic Dynamics and Control, Elsevier, vol. 127(C).
    5. Lippi, Marco & Reichlin, Lucrezia, 1994. "VAR analysis, nonfundamental representations, blaschke matrices," Journal of Econometrics, Elsevier, vol. 63(1), pages 307-325, July.
    6. Jonas E. Arias & Juan F. Rubio‐Ramírez & Daniel F. Waggoner, 2025. "Uniform Priors for Impulse Responses," Econometrica, Econometric Society, vol. 93(2), pages 695-718, March.
    7. Christiano, Lawrence J. & Trabandt, Mathias & Walentin, Karl, 2011. "Introducing financial frictions and unemployment into a small open economy model," Journal of Economic Dynamics and Control, Elsevier, vol. 35(12), pages 1999-2041.
    8. Juan F. Rubio-Ramírez & Daniel F. Waggoner & Tao Zha, 2010. "Structural Vector Autoregressions: Theory of Identification and Algorithms for Inference," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 77(2), pages 665-696.
    9. Robert Anderton & Benedetta Di Lupidio, 2019. "Effects of labour and product market regulation on worker flows: Evidence for the euro area using micro data," Discussion Papers 2019-01, University of Nottingham, GEP.
    10. Francesco Furlanetto & Antoine Lepetit & Ørjan Robstad & Juan Rubio-Ramírez & Pål Ulvedal, 2025. "Estimating Hysteresis Effects," American Economic Journal: Macroeconomics, American Economic Association, vol. 17(1), pages 35-70, January.
    11. Stefan Schiman, 2021. "Labor Supply Shocks and the Beveridge Curve: Empirical Evidence from EU Enlargement," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 40, pages 108-127, April.
    12. Budrys, Žymantas & Porqueddu, Mario & Sokol, Andrej, 2022. "Striking a bargain: narrative identification of wage bargaining shocks," Research Bulletin, European Central Bank, vol. 98.
    13. repec:hum:wpaper:sfb649dp2011-031 is not listed on IDEAS
    14. Matthew D. Shapiro & Mark W. Watson, 1988. "Sources of Business Cycle Fluctuations," NBER Chapters, in: NBER Macroeconomics Annual 1988, Volume 3, pages 111-156, National Bureau of Economic Research, Inc.
    15. Pascal Michaillat, 2023. "Modeling Migration-Induced Unemployment," Papers 2303.13319, arXiv.org, revised Dec 2024.
    16. Francesco Furlanetto & Francesco Ravazzolo & Samad Sarferaz, 2019. "Identification of Financial Factors in Economic Fluctuations," The Economic Journal, Royal Economic Society, vol. 129(617), pages 311-337.
    17. Carvalho, Carlos & Nechio, Fernanda & Tristão, Tiago, 2021. "Taylor rule estimation by OLS," Journal of Monetary Economics, Elsevier, vol. 124(C), pages 140-154.
    18. Korobilis, Dimitris, 2022. "A new algorithm for structural restrictions in Bayesian vector autoregressions," European Economic Review, Elsevier, vol. 148(C).
    19. Michael C. Burda & Jennifer Hunt, 2011. "What Explains the German Labor Market Miracle in the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 273-335.
    20. repec:bla:germec:v:10:y:2009:i::p:284-316 is not listed on IDEAS
    21. Anderton, Robert & Di Lupidio, Benedetta, 2019. "Effects of labour and product market regulation on worker flows: evidence for the euro area using micro data," Working Paper Series 2312, European Central Bank.
    22. Lee, Jim, 2000. "The Robustness of Okun's Law: Evidence from OECD Countries," Journal of Macroeconomics, Elsevier, vol. 22(2), pages 331-356, April.
    23. Daly, Mary C. & Fernald, John G. & Jordà, Òscar & Nechio, Fernanda, 2014. "Labour Markets in the Global Financial Crisis: The Good, the Bad and the Ugly," National Institute Economic Review, National Institute of Economic and Social Research, vol. 228, pages 58-64, May.
    24. Jonas E. Arias & Juan F. Rubio‐Ramírez & Daniel F. Waggoner, 2018. "Inference Based on Structural Vector Autoregressions Identified With Sign and Zero Restrictions: Theory and Applications," Econometrica, Econometric Society, vol. 86(2), pages 685-720, March.
    25. Chang, Yongsung & Schorfheide, Frank, 2003. "Labor-supply shifts and economic fluctuations," Journal of Monetary Economics, Elsevier, vol. 50(8), pages 1751-1768, November.
    26. Mary C. Daly & John G. Fernald & Òscar Jordà & Fernanda Nechio, 2014. "Interpreting deviations from Okun’s Law," FRBSF Economic Letter, Federal Reserve Bank of San Francisco.
    27. Mary C. Daly & John G. Fernald & Òscar Jordà & Fernanda Nechio, 2013. "Shocks and Adjustments," Working Paper Series 2013-32, Federal Reserve Bank of San Francisco.
    28. Michael T. Owyang & Tatevik Sekhposyan, 2012. "Okun’s law over the business cycle: was the great recession all that different?," Review, Federal Reserve Bank of St. Louis, issue Sep, pages 399-418.
    29. Daron Acemoglu & Pascual Restrepo, 2018. "The Race between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment," American Economic Review, American Economic Association, vol. 108(6), pages 1488-1542, June.
    30. Ball, Laurence & Jalles, João Tovar & Loungani, Prakash, 2015. "Do forecasters believe in Okun’s Law? An assessment of unemployment and output forecasts," International Journal of Forecasting, Elsevier, vol. 31(1), pages 176-184.
    31. Blanchard, Olivier Jean & Quah, Danny, 1989. "The Dynamic Effects of Aggregate Demand and Supply Disturbances," American Economic Review, American Economic Association, vol. 79(4), pages 655-673, September.
    32. Christopoulos, Dimitris & McAdam, Peter & Tzavalis, Elias, 2019. "Exploring Okun’s law asymmetry: an endogenous threshold LSTR approach," Working Paper Series 2345, European Central Bank.
    33. Klein, Mathias & Schiman, Stefan, 2023. "What Accounts for the German Labor Market Miracle? A Structural VAR Approach," Macroeconomic Dynamics, Cambridge University Press, vol. 27(3), pages 794-825, April.
    34. Canova, Fabio & Paustian, Matthias, 2011. "Business cycle measurement with some theory," Journal of Monetary Economics, Elsevier, vol. 58(4), pages 345-361.
    35. René Fahr & Uwe Sunde, 2009. "Did the Hartz Reforms Speed‐Up the Matching Process? A Macro‐Evaluation Using Empirical Matching Functions," German Economic Review, Verein für Socialpolitik, vol. 10(3), pages 284-316, August.
    36. Christiane Baumeister & James D. Hamilton, 2015. "Sign Restrictions, Structural Vector Autoregressions, and Useful Prior Information," Econometrica, Econometric Society, vol. 83(5), pages 1963-1999, September.
    37. Claudia Foroni & Francesco Furlanetto & Antoine Lepetit, 2018. "Labor Supply Factors And Economic Fluctuations," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 59(3), pages 1491-1510, August.
    38. Laurence Ball & Daniel Leigh & Prakash Loungani, 2017. "Okun's Law: Fit at 50?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 49(7), pages 1413-1441, October.
    39. Guisinger, Amy Y. & Hernandez-Murillo, Ruben & Owyang, Michael T. & Sinclair, Tara M., 2018. "A state-level analysis of Okun's law," Regional Science and Urban Economics, Elsevier, vol. 68(C), pages 239-248.
    40. Regis Barnichon & Geert Mesters, 2018. "On the Demographic Adjustment of Unemployment," The Review of Economics and Statistics, MIT Press, vol. 100(2), pages 219-231, May.
    41. Oliver Jean Blanchard & Peter Diamond, 1989. "The Beveridge Curve," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 20(1), pages 1-76.
    42. An, Zidong & Ball, Laurence & Jalles, Joao & Loungani, Prakash, 2019. "Do IMF forecasts respect Okun’s law? Evidence for advanced and developing economies," International Journal of Forecasting, Elsevier, vol. 35(3), pages 1131-1142.
    43. Zanetti, Francesco, 2019. "Financial Shocks, Job Destruction Shocks, And Labor Market Fluctuations," Macroeconomic Dynamics, Cambridge University Press, vol. 23(3), pages 1137-1165, April.
    44. Mikkel Plagborg‐Møller & Christian K. Wolf, 2021. "Local Projections and VARs Estimate the Same Impulse Responses," Econometrica, Econometric Society, vol. 89(2), pages 955-980, March.
    45. Ziegenbein, Alexander, 2021. "Macroeconomic shocks and Okun’s Law," Economics Letters, Elsevier, vol. 202(C).
    46. Christian K. Wolf, 2020. "SVAR (Mis)identification and the Real Effects of Monetary Policy Shocks," American Economic Journal: Macroeconomics, American Economic Association, vol. 12(4), pages 1-32, October.
    47. Drago Bergholt & Francesco Furlanetto & Nicolò Maffei-Faccioli, 2022. "The Decline of the Labor Share: New Empirical Evidence," American Economic Journal: Macroeconomics, American Economic Association, vol. 14(3), pages 163-198, July.
    48. Karlsson, Sune & Österholm, Pär, 2020. "A hybrid time-varying parameter Bayesian VAR analysis of Okun’s law in the United States," Economics Letters, Elsevier, vol. 197(C).
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    Keywords

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    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
    • C32 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Time-Series Models; Dynamic Quantile Regressions; Dynamic Treatment Effect Models; Diffusion Processes; State Space Models

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