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The future of employment: How susceptible are jobs to computerisation?

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  • Frey, Carl Benedikt
  • Osborne, Michael A.

Abstract

We examine how susceptible jobs are to computerisation. To assess this, we begin by implementing a novel methodology to estimate the probability of computerisation for 702 detailed occupations, using a Gaussian process classifier. Based on these estimates, we examine expected impacts of future computerisation on US labour market outcomes, with the primary objective of analysing the number of jobs at risk and the relationship between an occupations probability of computerisation, wages and educational attainment.

Suggested Citation

  • Frey, Carl Benedikt & Osborne, Michael A., 2017. "The future of employment: How susceptible are jobs to computerisation?," Technological Forecasting and Social Change, Elsevier, vol. 114(C), pages 254-280.
    • Handle: RePEc:eee:tefoso:v:114:y:2017:i:c:p:254-280
    DOI: 10.1016/j.techfore.2016.08.019
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    as
    1. Nir Jaimovich & Henry E. Siu, 2020. "Job Polarization and Jobless Recoveries," The Review of Economics and Statistics, MIT Press, vol. 102(1), pages 129-147, March.
    2. Lawrence F. Katz & Kevin M. Murphy, 1992. "Changes in Relative Wages, 1963–1987: Supply and Demand Factors," The Quarterly Journal of Economics, Oxford University Press, vol. 107(1), pages 35-78.
    3. Paul Beaudry & David A. Green & Benjamin M. Sand, 2016. "The Great Reversal in the Demand for Skill and Cognitive Tasks," Journal of Labor Economics, University of Chicago Press, vol. 34(S1), pages 199-247.
    4. Maarten Goos & Alan Manning & Anna Salomons, 2009. "Job Polarization in Europe," American Economic Review, American Economic Association, vol. 99(2), pages 58-63, May.
    5. Guy Michaels & Ferdinand Rauch & Stephen J Redding, 2019. "Task Specialization in U.S. Cities from 1880 to 2000," Journal of the European Economic Association, European Economic Association, vol. 17(3), pages 754-798.
    6. Allen, Steven G, 2001. "Technology and the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 19(2), pages 440-483, April.
    7. Atack, Jeremy & Bateman, Fred & Margo, Robert A., 2008. "Steam power, establishment size, and labor productivity growth in nineteenth century American manufacturing," Explorations in Economic History, Elsevier, vol. 45(2), pages 185-198, April.
    8. Jeremy Atack & Michael R. Haines & Robert A. Margo, 2008. "Railroads and the Rise of the Factory: Evidence for the United States, 1850-70," NBER Working Papers 14410, National Bureau of Economic Research, Inc.
    9. Nordhaus, William D., 2007. "Two Centuries of Productivity Growth in Computing," The Journal of Economic History, Cambridge University Press, vol. 67(1), pages 128-159, March.
    10. Allen, Robert C., 2009. "The Industrial Revolution in Miniature: The Spinning Jenny in Britain, France, and India," The Journal of Economic History, Cambridge University Press, vol. 69(4), pages 901-927, December.
    11. Philippe Aghion & Peter Howitt, 1994. "Growth and Unemployment," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 61(3), pages 477-494.
    12. Cain, Louis P. & Paterson, Donald G., 1986. "Biased Technical Change, Scale, and Factor Substitution in American Industry, 1850–1919," The Journal of Economic History, Cambridge University Press, vol. 46(1), pages 153-164, March.
    13. J. Bradford Jensen & Lori G. Kletzer, 2010. "Measuring Tradable Services and the Task Content of Offshorable Services Jobs," NBER Chapters, in: Labor in the New Economy, pages 309-335, National Bureau of Economic Research, Inc.
    14. J. Bradford Jensen & Lori G. Kletzer, 2005. "Tradable Services: Understanding the Scope and Impact of Services Outsourcing," Working Paper Series WP05-9, Peterson Institute for International Economics.
    15. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The Skill Content of Recent Technological Change: An Empirical Exploration," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 118(4), pages 1279-1333.
    16. North, Douglass C. & Weingast, Barry R., 1989. "Constitutions and Commitment: The Evolution of Institutions Governing Public Choice in Seventeenth-Century England," The Journal of Economic History, Cambridge University Press, vol. 49(4), pages 803-832, December.
    17. Lawrence F. Katz & Robert A. Margo, 2014. "Technical Change and the Relative Demand for Skilled Labor: The United States in Historical Perspective," NBER Chapters, in: Human Capital in History: The American Record, pages 15-57, National Bureau of Economic Research, Inc.
    18. David H. Autor & David Dorn, 2013. "The Growth of Low-Skill Service Jobs and the Polarization of the US Labor Market," American Economic Review, American Economic Association, vol. 103(5), pages 1553-1597, August.
    19. Christopher A. Pissarides, 2000. "Equilibrium Unemployment Theory, 2nd Edition," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262161877, December.
    20. Sheilagh Ogilvie, 2004. "Guilds, efficiency, and social capital: evidence from German proto‐industry," Economic History Review, Economic History Society, vol. 57(2), pages 286-333, May.
    21. Allen, Robert C., 2009. "Engels' pause: Technical change, capital accumulation, and inequality in the british industrial revolution," Explorations in Economic History, Elsevier, vol. 46(4), pages 418-435, October.
    22. Alan B. Krueger, 1993. "How Computers Have Changed the Wage Structure: Evidence from Microdata, 1984–1989," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(1), pages 33-60.
    23. Atack, Jeremy & Bateman, Fred & Margo, Robert A., 2004. "Skill Intensity and Rising Wage Dispersion in Nineteenth-Century American Manufacturing," The Journal of Economic History, Cambridge University Press, vol. 64(1), pages 172-192, March.
    24. Gray, Rowena, 2013. "Taking technology to task: The skill content of technological change in early twentieth century United States," Explorations in Economic History, Elsevier, vol. 50(3), pages 351-367.
    25. Claudia Goldin & Lawrence F. Katz, 1998. "The Origins of Technology-Skill Complementarity," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(3), pages 693-732.
    26. Goldin, Claudia & Sokoloff, Kenneth, 1982. "Women, Children, and Industrialization in the Early Republic: Evidence from the Manufacturing Censuses," The Journal of Economic History, Cambridge University Press, vol. 42(4), pages 741-774, December.
    27. James, John A. & Skinner, Jonathan S., 1985. "The Resolution of the Labor-Scarcity Paradox," The Journal of Economic History, Cambridge University Press, vol. 45(3), pages 513-540, September.
    28. Feinstein, Charles H., 1998. "Pessimism Perpetuated: Real Wages and the Standard of Living in Britain during and after the Industrial Revolution," The Journal of Economic History, Cambridge University Press, vol. 58(3), pages 625-658, September.
    29. 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.
    30. A. D. Roy, 1951. "Some Thoughts On The Distribution Of Earnings," Oxford Economic Papers, Oxford University Press, vol. 3(2), pages 135-146.
    31. Daron Acemoglu, 2003. "Labor- And Capital-Augmenting Technical Change," Journal of the European Economic Association, MIT Press, vol. 1(1), pages 1-37, March.
    32. Acemoglu, Daron & Autor, David, 2011. "Skills, Tasks and Technologies: Implications for Employment and Earnings," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 4, chapter 12, pages 1043-1171, Elsevier.
    33. Kerwin Kofi Charles & Erik Hurst & Matthew J Notowidigdo, 2019. "Housing Booms, Manufacturing Decline and Labour Market Outcomes," The Economic Journal, Royal Economic Society, vol. 129(617), pages 209-248.
    34. Alan S. Blinder, 2009. "How Many US Jobs Might be Offshorable?," World Economics, World Economics, 1 Ivory Square, Plantation Wharf, London, United Kingdom, SW11 3UE, vol. 10(2), pages 41-78, April.
    35. Timothy F. Bresnahan & Erik Brynjolfsson & Lorin M. Hitt, 2002. "Information Technology, Workplace Organization, and the Demand for Skilled Labor: Firm-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 117(1), pages 339-376.
    36. Maarten Goos & Alan Manning, 2007. "Lousy and Lovely Jobs: The Rising Polarization of Work in Britain," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 118-133, February.
    37. Kevin M. Murphy & W. Craig Riddell & Paul M. Romer, 1998. "Wages, Skills, and Technology in the United States and Canada," NBER Working Papers 6638, National Bureau of Economic Research, Inc.
    38. Bresnahan, Timothy F, 1999. "Computerisation and Wage Dispersion: An Analytical Reinterpretation," Economic Journal, Royal Economic Society, vol. 109(456), pages 390-415, June.
    39. James Barlow & Ritsuko Ozaki, 2005. "Building Mass Customised Housing through Innovation in the Production System: Lessons from Japan," Environment and Planning A, , vol. 37(1), pages 9-20, January.
    40. Alan S. Blinder & Alan B. Krueger, 2013. "Alternative Measures of Offshorability: A Survey Approach," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 97-128.
    41. Robert A. Margo, 2000. "Introduction to "Wages and Labor Markets in the United States, 1820-1860"," NBER Chapters, in: Wages and Labor Markets in the United States, 1820-1860, pages 1-5, National Bureau of Economic Research, Inc.
    42. Epstein, S. R., 1998. "Craft Guilds, Apprenticeship, and Technological Change in Preindustrial Europe," The Journal of Economic History, Cambridge University Press, vol. 58(3), pages 684-713, September.
    43. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    44. Robert J. Gordon, 2012. "Is U.S. Economic Growth Over? Faltering Innovation Confronts the Six Headwinds," NBER Working Papers 18315, National Bureau of Economic Research, Inc.
    45. Ingram, Beth F. & Neumann, George R., 2006. "The returns to skill," Labour Economics, Elsevier, vol. 13(1), pages 35-59, February.
    46. Brown, Martin & Philips, Peter, 1986. "Craft Labor and Mechanization in Nineteenth-Century American Canning," The Journal of Economic History, Cambridge University Press, vol. 46(3), pages 743-756, September.
    47. Lindert, Peter H. & Williamson, Jeffrey G., 1983. "Reinterpreting Britain's social tables, 1688-1913," Explorations in Economic History, Elsevier, vol. 20(1), pages 94-109, January.
    48. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, Oxford University Press, vol. 113(4), pages 1169-1213.
    49. Claudia Goldin & Lawrence F. Katz, 1995. "The Decline of Non-Competing Groups: Changes in the Premium to Education, 1890 to 1940," NBER Working Papers 5202, National Bureau of Economic Research, Inc.
    50. Lucas, Robert Jr. & Prescott, Edward C., 1974. "Equilibrium search and unemployment," Journal of Economic Theory, Elsevier, vol. 7(2), pages 188-209, February.
    51. Atkinson, A B, 2008. "The Changing Distribution of Earnings in OECD Countries," OUP Catalogue, Oxford University Press, number 9780199532438, Decembrie.
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    More about this item

    Keywords

    Occupational choice; Technological change; Wage inequality; Employment; Skill demand;
    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
    • J24 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Human Capital; Skills; Occupational Choice; Labor Productivity
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J62 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Job, Occupational and Intergenerational Mobility; Promotion
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

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