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Wage Setting and Unemployment: Evidence from Online Job Vacancy Data

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Listed:
  • Faryna, Oleksandr
  • Pham, Tho
  • Talavera, Oleksandr
  • Tsapin, Andriy

Abstract

This paper examines the relationship between labour market conditions and wage dynamics by exploiting a unique dataset of 0.8 million online job vacancies. We find a weak trade-off between aggregated national-level wage inflation and unemployment. This link becomes more evident when wage inflation is disaggregated at sectoral and occupational levels. Using exogenous variations in local market unemployment as the main identification strategy, a negative correlation between vacancy-level wage and unemployment is also established. The correlation magnitude, however, is different across regions and skill segments. Our findings suggest the importance of micro data’s unique dimensions in examining wage setting – unemployment relationship.

Suggested Citation

  • Faryna, Oleksandr & Pham, Tho & Talavera, Oleksandr & Tsapin, Andriy, 2020. "Wage Setting and Unemployment: Evidence from Online Job Vacancy Data," GLO Discussion Paper Series 503, Global Labor Organization (GLO).
    • Handle: RePEc:zbw:glodps:503
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    1. Adrjan, Pawel & Lydon, Reamonn, 2019. "Clicks and jobs: measuring labour market tightness using online data," Economic Letters 6/EL/19, Central Bank of Ireland.
    2. Arthur Turrell & Bradley Speigner & Jyldyz Djumalieva & David Copple & James Thurgood, 2019. "Transforming Naturally Occurring Text Data into Economic Statistics: The Case of Online Job Vacancy Postings," NBER Chapters, in: Big Data for Twenty-First-Century Economic Statistics, pages 173-207, National Bureau of Economic Research, Inc.
    3. George J. Borjas, 2021. "The Wage Impact Of The Marielitos: A Reappraisal," World Scientific Book Chapters, in: Foundational Essays in Immigration Economics, chapter 12, pages 375-408, World Scientific Publishing Co. Pte. Ltd..
    4. Moretti, Laura & Onorante, Luca & Zakipour-Saber, Shayan, 2019. "Phillips curves in the euro area," Research Technical Papers 8/RT/19, Central Bank of Ireland.
    5. Cervini-Plá María & López-Villavicencio Antonia & Silva José I., 2018. "The Heterogeneous Cyclicality of Income and Wages Among the Distribution in the UK," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 18(2), pages 1-13, April.
    6. Olivier Coibion & Yuriy Gorodnichenko, 2015. "Is the Phillips Curve Alive and Well after All? Inflation Expectations and the Missing Disinflation," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(1), pages 197-232, January.
    7. Achim Ahrens & Christian B. Hansen & Mark E Schaffer, 2018. "LASSOPACK: Stata module for lasso, square-root lasso, elastic net, ridge, adaptive lasso estimation and cross-validation," Statistical Software Components S458458, Boston College Department of Economics, revised 09 Jan 2024.
    8. Mary C. Daly & Bart Hobijn, 2014. "Downward Nominal Wage Rigidities Bend the Phillips Curve," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 46(S2), pages 51-93, October.
    9. 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.
    10. Peter Nijkamp & Jacques Poot, 2005. "The Last Word on the Wage Curve?," Journal of Economic Surveys, Wiley Blackwell, vol. 19(3), pages 421-450, July.
    11. Laurence Ball & Sandeep Mazumder, 2011. "Inflation Dynamics and the Great Recession," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 42(1 (Spring), pages 337-405.
    12. Azar, José & Marinescu, Ioana & Steinbaum, Marshall & Taska, Bledi, 2020. "Concentration in US labor markets: Evidence from online vacancy data," Labour Economics, Elsevier, vol. 66(C).
    13. Peter Hooper & Frederic S. Mishkin & Amir Sufi, 2019. "Prospects for Inflation in a High Pressure Economy: Is the Phillips Curve Dead or is It Just Hibernating?," NBER Working Papers 25792, National Bureau of Economic Research, Inc.
    14. Marianna Kudlyak, 2015. "What We Know About Wage Adjustment During the 2007-09 Recession and Its Aftermath," Economic Quarterly, Federal Reserve Bank of Richmond, issue 3Q, pages 225-244.
    15. Brad Hershbein & Lisa B. Kahn, 2018. "Do Recessions Accelerate Routine-Biased Technological Change? Evidence from Vacancy Postings," American Economic Review, American Economic Association, vol. 108(7), pages 1737-1772, July.
    16. Doyle, Matthew & Beaudry, Paul, 2000. "What Happened to the Phillips Curve in the 1990s in Canada," Staff General Research Papers Archive 10286, Iowa State University, Department of Economics.
    17. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 48(1 (Spring), pages 229-299.
    18. Olivier Blanchard & Lawrence F. Katz, 1997. "What We Know and Do Not Know about the Natural Rate of Unemployment," Journal of Economic Perspectives, American Economic Association, vol. 11(1), pages 51-72, Winter.
    19. Joseph P. Byrne & Alexandros Kontonikas & Alberto Montagnoli, 2013. "International Evidence on the New Keynesian Phillips Curve Using Aggregate and Disaggregate Data," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 45(5), pages 913-932, August.
    20. Jan Morten Dyrstad & Kare Johansen, 2000. "Regional Wage Responses to Unemployment and Profitability: Empirical Evidence From Norwegian Manufacturing Industries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 62(1), pages 101-117, February.
    21. Wiljan van den Berge, 2019. "Automatic Reaction – What Happens to Workers at Firms that Automate?," CPB Discussion Paper 390.rdf, CPB Netherlands Bureau for Economic Policy Analysis.
    22. Imbs, Jean & Jondeau, Eric & Pelgrin, Florian, 2011. "Sectoral Phillips curves and the aggregate Phillips curve," Journal of Monetary Economics, Elsevier, vol. 58(4), pages 328-344.
    23. Paul J. Devereux & Robert A. Hart, 2006. "Real Wage Cyclicality of Job Stayers, Within-Company Job Movers, and Between-Company Job Movers," ILR Review, Cornell University, ILR School, vol. 60(1), pages 105-119, October.
    24. Robert J. Gordon, 2013. "The Phillips Curve is Alive and Well: Inflation and the NAIRU During the Slow Recovery," NBER Working Papers 19390, National Bureau of Economic Research, Inc.
    25. Kudlyak, Marianna, 2014. "The cyclicality of the user cost of labor," Journal of Monetary Economics, Elsevier, vol. 68(C), pages 53-67.
    26. Turrell, Arthur & Thurgood, James & Djumalieva, Jyldyz & Copple, David & Speigner, Bradley, 2018. "Using online job vacancies to understand the UK labour market from the bottom-up," Bank of England working papers 742, Bank of England.
    27. A. W. Phillips, 1958. "The Relation Between Unemployment and the Rate of Change of Money Wage Rates in the United Kingdom, 1861–1957," Economica, London School of Economics and Political Science, vol. 25(100), pages 283-299, November.
    28. Oleksandr Faryna, 2016. "Nonlinear Exchange Rate Pass-Through to Domestic Prices in Ukraine," Visnyk of the National Bank of Ukraine, National Bank of Ukraine, issue 236, pages 30-42, June.
    29. Pedro S. Martins, 2007. "Heterogeneity In Real Wage Cyclicality," Scottish Journal of Political Economy, Scottish Economic Society, vol. 54(5), pages 684-698, November.
    30. Olivier Blanchard, 2016. "The Phillips Curve: Back to the '60s?," American Economic Review, American Economic Association, vol. 106(5), pages 31-34, May.
    31. Rose Cunningham & Vikram Rai & Kristina Hess, 2019. "Exploring Wage Phillips Curves in Advanced Economies," Discussion Papers 2019-8, Bank of Canada.
    32. Mamertino, Mariano & Sinclair, Tara M., 2019. "Migration and online job search: A gravity model approach," Economics Letters, Elsevier, vol. 181(C), pages 51-53.
    33. Bell, Brian & Nickell, Stephen & Quintini, Glenda, 2002. "Wage equations, wage curves and all that," Labour Economics, Elsevier, vol. 9(3), pages 341-360, July.
    34. David G. Blanchflower & Andrew J. Oswald, 2005. "The Wage Curve Reloaded," NBER Working Papers 11338, National Bureau of Economic Research, Inc.
    35. Wagner, Joachim, 1994. "German wage curves, 1979-1990," Economics Letters, Elsevier, vol. 44(3), pages 307-311.
    36. 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.
    37. John M. Roberts, 2006. "Monetary Policy and Inflation Dynamics," International Journal of Central Banking, International Journal of Central Banking, vol. 2(3), September.
    38. David Deming & Lisa B. Kahn, 2018. "Skill Requirements across Firms and Labor Markets: Evidence from Job Postings for Professionals," Journal of Labor Economics, University of Chicago Press, vol. 36(S1), pages 337-369.
    39. Alan B. Krueger & Judd Cramer & David Cho, 2014. "Are the Long-Term Unemployed on the Margins of the Labor Market?," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 45(1 (Spring), pages 229-299.
    40. Víctor M. Montuenga‐Gómez & José M. Ramos‐Parreño, 2005. "Reconciling the Wage Curve and the Phillips Curve," Journal of Economic Surveys, Wiley Blackwell, vol. 19(5), pages 735-765, December.
    41. Dyrstad, Jan Morten & Johansen, Kare, 2000. "Regional Wage Responses to Unemployment and Profitabililty: Empirical Evidence from Norwegian Manufacturing Industries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 62(1), pages 101-117, February.
    42. Hilary Hoynes & Douglas L. Miller & Jessamyn Schaller, 2012. "Who Suffers during Recessions?," Journal of Economic Perspectives, American Economic Association, vol. 26(3), pages 27-48, Summer.
    43. repec:mcb:jmoncb:v:45:y:2013:i::p:913-932 is not listed on IDEAS
    44. David G. Blanchflower & Andrew J. Oswald, 1995. "An Introduction to the Wage Curve," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 153-167, Summer.
    45. Wiljan van den Berge, 2019. "Automatic Reaction – What Happens to Workers at Firms that Automate?," CPB Discussion Paper 390, CPB Netherlands Bureau for Economic Policy Analysis.
    46. Montuenga, Victor & Garcia, Inmaculada & Fernandez, Melchor, 2003. "Wage flexibility: evidence from five EU countries based on the wage curve," Economics Letters, Elsevier, vol. 78(2), pages 169-174, February.
    47. Mary C. Daly & Bart Hobijn, 2017. "Composition and Aggregate Real Wage Growth," American Economic Review, American Economic Association, vol. 107(5), pages 349-352, May.
    48. Jyldyz Djumalieva & Antonio Lima & Cath Sleeman, 2018. "Classifying Occupations According to Their Skill Requirements in Job Advertisements," Economic Statistics Centre of Excellence (ESCoE) Discussion Papers ESCoE DP-2018-04, Economic Statistics Centre of Excellence (ESCoE).
    49. Llaudes, Ricardo, 2005. "The Phillips curve and long-term unemployment," Working Paper Series 441, European Central Bank.
    50. Kiss, Aron & Van Herck, Kristine, 2019. "Short-Term and Long-Term Determinants of Moderate Wage Growth in the EU," IZA Policy Papers 144, Institute of Labor Economics (IZA).
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    More about this item

    Keywords

    Phillips curve; wage curve; heterogeneity; micro data; online vacancies;
    All these keywords.

    JEL classification:

    • C55 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Large Data Sets: Modeling and Analysis
    • E24 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Employment; Unemployment; Wages; Intergenerational Income Distribution; Aggregate Human Capital; Aggregate Labor Productivity
    • E31 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Price Level; Inflation; Deflation
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles

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