Skills, Tasks and Technologies: Implications for Employment and Earnings

A central organizing framework of the voluminous recent literature studying changes in the returns to skills and the evolution of earnings inequality is what we refer to as the canonical model, which elegantly and powerfully operationalizes the supply and demand for skills by assuming two distinct skill groups that perform two different and imperfectly substitutable tasks or produce two imperfectly substitutable goods. Technology is assumed to take a factor-augmenting form, which, by complementing either high or low skill workers, can generate skill biased demand shifts. In this paper, we argue that despite its notable successes, the canonical model is largely silent on a number of central empirical developments of the last three decades, including: (1) significant declines in real wages of low skill workers, particularly low skill males; (2) non-monotone changes in wages at different parts of the earnings distribution during different decades; (3) broad-based increases in employment in high skill and low skill occupations relative to middle skilled occupations (i.e., job 'polarization'); (4) rapid diffusion of new technologies that directly substitute capital for labor in tasks previously performed by moderately-skilled workers; and (5) expanding offshoring opportunities, enabled by technology, which allow foreign labor to substitute for domestic workers in specific tasks. Motivated by these patterns, we argue that it is valuable to consider a richer framework for analyzing how recent changes in the earnings and employment distribution in the United States and other advanced economies are shaped by the interactions among worker skills, job tasks, evolving technologies, and shifting trading opportunities. We propose a tractable task-based model in which the assignment of skills to tasks is endogenous and technical change may involve the substitution of machines for certain tasks previously performed by labor. We further consider how the evolution of technology in this task-based setting may be endogenized. We show how such a framework can be used to interpret several central recent trends, and we also suggest further directions for empirical exploration.

[1]  P. Romer Endogenous Technological Change , 1989, Journal of Political Economy.

[2]  S. Rosen Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition , 1974, Journal of Political Economy.

[3]  R. Freeman Demand for Education , 1987 .

[4]  G. Johnson THE DEMAND FOR LABOR BY EDUCATIONAL CATEGORY , 1970 .

[5]  Joel Mokyr,et al.  The Lever of Riches: Technological Creativity and Economic Progress. , 1991 .

[6]  Claudia Goldin,et al.  The Great Compression: The Wage Structure in the United States at Mid- Century , 1991 .

[7]  G. Peri,et al.  Task Specialisation, Immigration and Wages , 2008 .

[8]  R. Freeman Chapter 6 Demand for education , 1986 .

[9]  D. Acemoglu Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality , 1998 .

[10]  T. Lemieux Post-Secondary Education and Increasing Wage Inequality , 2006 .

[11]  Stephen Machin,et al.  Technology and Changes in Skill Structure: Evidence from Seven OECD Countries , 1998 .

[12]  R. Burkhauser,et al.  Improving imputations of top incomes in the public-use current population survey by using both cell-means and variances , 2010 .

[13]  Luis Garicano,et al.  Hierarchies and the Organization of Knowledge in Production , 2000, Journal of Political Economy.

[14]  Daron Acemoglu,et al.  Capital Deepening and Nonbalanced Economic Growth , 2006, Journal of Political Economy.

[15]  A. Blinder How Many U.S. Jobs Might Be Offshorable , 2007 .

[16]  A. Davies,et al.  From the American System to Mass Production, 1800-1932: The Development of Manufacturing Technology in the United States. , 1985 .

[17]  David S. Lee Wage Inequality in the U.S. during the 1980s: Rising Dispersion or Falling Minimum Wage? , 1998 .

[18]  W. Nordhaus Two Centuries of Productivity Growth in Computing , 2007, The Journal of Economic History.

[19]  Gary W. Loveman,et al.  A Comparison of Changes in the Structure of Wages , 1993 .

[20]  T. DeLeire,et al.  Polarization and Rising Wage Inequality: Comparing the U.S. And Germany , 2018, SSRN Electronic Journal.

[21]  E. Moretti Real Wage Inequality , 2008, SSRN Electronic Journal.

[22]  David H. Autor,et al.  Trends in U.S. Wage Inequality: Revising the Revisionists , 2008, The Review of Economics and Statistics.

[23]  S. Machin Wage Inequality in the UK , 1996 .

[24]  D. Hamermesh Changing Inequality in Markets for Workplace Amenities , 1998 .

[25]  David H. Autor,et al.  Changes in the Wage Structure and Earnings Inequality , 1999 .

[26]  Ann P. Bartel,et al.  How Does Information Technology Affect Productivity? Plant-Level Comparisons of Product Innovation, Process Improvement, and Worker Skills , 2007 .

[27]  J. Dinardo,et al.  Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach , 1996 .

[28]  S. Lee,et al.  Trends in Quality-Adjusted Skill Premia in the United States, 1960-2000 , 2009, SSRN Electronic Journal.

[29]  T. Bresnahan Computerisation and Wage Dispersion: An Analytical Reinterpretation , 1999 .

[30]  Kevin M. Murphy,et al.  Wage Inequality and the Rise in Returns to Skill , 1993, Journal of Political Economy.

[31]  Charles A. Wilson ON THE GENERAL STRUCTURE OF RICARDIAN MODELS WITH A CONTINUUM OF GOODS: APPLICATIONS TO GROWTH, TARIFF THEORY, AND TECHNICAL CHANGE , 1980 .

[32]  Michael Sattinger,et al.  Assignment Models of the Distribution of Earnings , 1993 .

[33]  David A. Jaeger Reconciling the Old and New Census Bureau Education Questions: Recommendations for Researchers , 1997 .

[34]  Alexandra Spitz-Oener,et al.  Explaining Women's Success: Technological Change and the Skill Content of Women's Work , 2007, The Review of Economics and Statistics.

[35]  Johannes Ludsteck,et al.  Revisiting the German Wage Structure , 2007, SSRN Electronic Journal.

[36]  Finis Welch Black-White Differences in Returns to Schooling , 1971 .

[37]  Coen N. Teulings,et al.  The Wage Distribution in a Model of the Assignment of Skills to Jobs , 1995, Journal of Political Economy.

[38]  Joseph Zeira Machines as Engines of Growth , 2005 .

[39]  A. Rodrı́guez-Clare,et al.  Growth, Size, and Openness: A Quantitative Approach , 2010 .

[40]  Bernd Fitzenberger,et al.  Skill Wage Premia, Employment, and Cohort Effects: Are Workers in Germany All of the Same Type? , 2006, SSRN Electronic Journal.

[41]  David Card,et al.  Skill‐Biased Technological Change and Rising Wage Inequality: Some Problems and Puzzles , 2002, Journal of Labor Economics.

[42]  D. Champernowne A Dynamic Growth Model Involving A Production Function , 1961 .

[43]  D. Acemoglu Technical Change, Inequality, and the Labor Market , 2000 .

[44]  C. Teulings The Contribution of Minimum Wages to Increasing Wage Inequality , 2003 .

[45]  Francine D. Blau,et al.  Swimming Upstream: Trends in the Gender Wage Differential in the 1980s , 1997, Journal of Labor Economics.

[46]  Boyan Jovanovic,et al.  General Purpose Technologies , 2005 .

[47]  Risky Behavior Among Youths: An Economic Analysis , 2001 .

[48]  Joseph Zeira,et al.  Workers, Machines, and Economic Growth , 1998 .

[49]  Robert C. Feenstra,et al.  The Impact of Outsourcing and High-Technology Capital on Wages: Estimates For the United States, 1979–1990 , 1999 .

[50]  Joel Mokyr,et al.  The Lever of Riches: Technological Creativity and Economic Progress , 1991 .

[51]  D. Acemoglu Directed Technical Change , 2001 .

[52]  The Resolution of the Labor Scarcity Paradox , 1984 .

[53]  Kevin M. Murphy,et al.  Why Has the Natural Rate of Unemployment Increased Over Time? , 1992 .

[54]  A. Manning,et al.  Job Polarization in Europe , 2009 .

[55]  Richard B. Freeman,et al.  The overeducated American , 1976 .

[56]  J. Dinardo,et al.  The Returns to Computer Use Revisited: Have Pencils Changed the Wage Structure Too? , 1996 .

[57]  David A. Hounshell,et al.  From the American System to Mass Production 1800–1932: The Development of Manufacturing Technology in the United States by David A. Hounshell (review) , 2023 .

[58]  F. Nielsen,et al.  Income Inequality in the United States , 2005 .

[59]  Daron Acemoglu,et al.  When Does Labor Scarcity Encourage Innovation? , 2009, Journal of Political Economy.

[60]  R. Clower,et al.  The Theory of Capital , 1961 .

[61]  B. Hirsch,et al.  Match Bias in Wage Gap Estimates Due to Earnings Imputation , 2003, Journal of Labor Economics.

[62]  David Card,et al.  Changes in the Relative Structure of Wages and Employment: A Comparison of the United States, Canada, and France , 1996 .

[63]  C. Pissarides,et al.  Structural Change in a Multi-Sector Model of Growth , 2004, SSRN Electronic Journal.

[64]  A. Manning We Can Work it Out: The Impact of Technological Change on the Demand for Low-Skill Workers , 2004 .

[65]  Martin F. Hellwig,et al.  Endogenous Technical Change in a Competitive Economy , 2001, J. Econ. Theory.

[66]  Michael Sattinger,et al.  Comparative Advantage and the Distributions of Earnings and Abilities , 1975 .

[67]  Alexandra Spitz-Oener Technical Change, Job Tasks, and Rising Educational Demands: Looking outside the Wage Structure , 2006, Journal of Labor Economics.

[68]  G. Violante,et al.  Deunionization, Technical Change and Inequality , 2001 .

[69]  D. Acemoglu Equilibrium Bias of Technology , 2005 .

[70]  Lowell J. Taylor,et al.  Earnings Functions When Wages and Prices Vary by Location , 2008, Journal of Labor Economics.

[71]  Bruce D. Meyer,et al.  Changes in the Consumption, Income, and Well-Being of Single Mother Headed Families , 2008 .

[72]  David H. Autor,et al.  Computing Inequality: Have Computers Changed the Labor Market? , 1998 .

[73]  G. Saint‐Paul On the Distribution of Income and Worker Assignment under Intrafirm Spillovers, with an Application to Ideas and Networks , 1999, Journal of Political Economy.

[74]  Skill-biased technological change: Is there hope for the unskilled? , 2008 .

[75]  David Dorn,et al.  This Job is &Apos;Getting Old:&Apos; Measuring Changes in Job Opportunities Using Occupational Age Structure , 2009 .

[76]  J. Jensen,et al.  Tradable Services: Understanding the Scope and Impact of Services Outsourcing , 2005 .

[77]  Magnus Johannesson,et al.  Genetic Variation in Preferences for Giving and Risk Taking , 2009 .

[78]  Lawrence F. Katz,et al.  Rising Wage Inequality: The Role of Composition and Prices , 2005 .

[79]  Jonathan Vogel,et al.  Matching and Inequality in the World Economy , 2009, Journal of Political Economy.

[80]  David S. Lee Wage Inequality in the United States During the 1980s: Rising Dispersion or Falling Minimum Wage? , 1999 .

[81]  S. Rosen The Economics of Superstars , 1981 .

[82]  Emmanuel Saez,et al.  Income inequality in the United States , 2003 .

[83]  D. Acemoglu Changes in Unemployment and Wage Inequality: an Alternative Theory and Some Evidence , 1998 .

[84]  J. Heckman,et al.  Heterogeneity, Aggregation, and Market Wage Functions: An Empirical Model of Self-Selection in the Labor Market , 1985, Journal of Political Economy.

[85]  N. Fortin,et al.  Occupational Tasks and Changes in the Wage Structure , 2011, SSRN Electronic Journal.

[86]  James J. Heckman,et al.  Explaining Rising Wage Inequality: Explorations with a Dynamic General Equilibrium Model of Labor Earnings with Heterogeneous Agents , 1998 .

[87]  Lawrence F. Katz,et al.  Differences and Changes in Wage Structures , 1995 .

[88]  T. Lemieux,et al.  The Evolution of the Returns to Human Capital in Canada, 1980–2005 , 2008, SSRN Electronic Journal.

[89]  Gilles Saint-Paul,et al.  Innovation and Inequality: How Does Technical Progress Affect Workers? , 2008 .

[90]  Trends in Quality Adjusted Skill Premia in the US, 1960-2000 , 2010 .

[91]  David Autor,et al.  The Skill Content of Recent Technological Change: An Empirical Exploration , 2003 .

[92]  Jan Tinbergen,et al.  SUBSTITUTION OF GRADUATE BY OTHER LABOUR , 1974 .

[93]  Christina Gathmann,et al.  How General Is Human Capital? A Task‐Based Approach , 2007, Journal of Labor Economics.

[94]  Sherwin Rosen,et al.  Authority, Control, and the Distribution of Earnings , 1982 .

[95]  R. Solow,et al.  The Roaring Nineties: Can Full Employment Be Sustained? , 2003 .

[96]  Emmanuel Saez,et al.  Top Incomes in the Long Run of History , 2009 .

[97]  Eric Maskin,et al.  Wage Inequality and Segregation by Skill , 1996 .

[98]  Bernd Fitzenberger,et al.  Can a Task-Based Approach Explain the Recent Changes in the German Wage Structure? , 2009, SSRN Electronic Journal.

[99]  P. Samuelson,et al.  Comparative Advantage, Trade, and Payments in a Ricardian Model with a Continuum of Goods - , 1976 .

[100]  John Van Reenen,et al.  Has ICT Polarized Skill Demand? Evidence from Eleven Countries Over 25 Years , 2010 .

[101]  Dropout and Enrollment Trends in the Post-War Period: What Went Wrong in the 1970s? , 2000 .

[102]  Richard J. Murnane,et al.  Upstairs, Downstairs: Computers and Skills on Two Floors of a Large Bank , 2001 .

[103]  Daron Acemoglu,et al.  Cross-Country Inequality Trends , 2002 .

[104]  Lawrence F. Katz,et al.  The Polarization of the U.S. Labor Market , 2006 .

[105]  Chinhui Juhn Wage Inequality and Industrial Change: Evidence from Five Decades , 1994 .

[106]  Francine D. Blau,et al.  International Differences in Male Wage Inequality: Institutions versus Market Forces , 1994, Journal of Political Economy.

[107]  A. Manning,et al.  Lousy and Lovely Jobs: The Rising Polarization of Work in Britain , 2007, The Review of Economics and Statistics.

[108]  Lawrence F. Katz,et al.  The Race Between Education And Technology , 2008 .

[109]  B. Pierce Recent Trends in Compensation Inequality , 2010 .

[110]  Bruce A. Weinberg,et al.  Interpersonal Styles and Labor Market Outcomes , 2006, The Journal of human resources.

[111]  Daniel Parent,et al.  Performance Pay and Wage Inequality , 2007, SSRN Electronic Journal.

[112]  Technology and the Labor Market , 2003 .

[113]  R. Saposnik On transitivity of the social preference relation under simple majority rule , 1975 .

[114]  Asuman E. Ozdaglar,et al.  Generalized Poincaré-Hopf Theorem for Compact Nonsmooth Regions , 2007, Math. Oper. Res..

[115]  R. Middleton,et al.  Solow, Robert M , 2002 .

[116]  Thomas Lemieux,et al.  Increasing Residual Wage Inequality: Composition Effects, Noisy Data, or Rising Demand for Skill? , 2006 .