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The Returns to Pencil Use Revisited

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  • Spitz-Oener, Alexandra

Abstract

The increased diffusion of computers is one of the fundamental changes at workplaces in recent decades. While the majority of workers now spend a substantial fraction of their working day with a computer, research on the wage effect of computer use effectively came to a halt after DiNardo and Pischke [1997] found that wages were also positively associated with pencil use, calling into question the ability to distinguish the effect of computers from other confounding factors. Using the same data set as DiNardo and Pischke, but a more recent wave, this paper revitalizes the discussion by showing that the pencil effect disappeared in 1998/99, whereas the computer effect is still present. Computer users - but not pencil users - have experienced a pronounced shift towards analytical and interactive tasks, for which they are rewarded in the workplace.

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  • Spitz-Oener, Alexandra, 2007. "The Returns to Pencil Use Revisited," ZEW Discussion Papers 07-020, ZEW - Leibniz Centre for European Economic Research.
  • Handle: RePEc:zbw:zewdip:5508
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    1. Eswar S. Prasad, 2004. "The Unbearable Stability of the German Wage Structure: Evidence and Interpretation," IMF Staff Papers, Palgrave Macmillan, vol. 51(2), pages 354-385.
    2. Entorf, Horst & Gollac, Michel & Kramarz, Francis, 1999. "New Technologies, Wages, and Worker Selection," Journal of Labor Economics, University of Chicago Press, vol. 17(3), pages 464-491, July.
    3. Katz, Lawrence F. & Autor, David H., 1999. "Changes in the wage structure and earnings inequality," Handbook of Labor Economics, in: O. Ashenfelter & D. Card (ed.), Handbook of Labor Economics, edition 1, volume 3, chapter 26, pages 1463-1555, Elsevier.
    4. John M. Abowd & Francis Kramarz & David N. Margolis, 1999. "High Wage Workers and High Wage Firms," Econometrica, Econometric Society, vol. 67(2), pages 251-334, March.
    5. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2005. "Trends in U.S. Wage Inequality: Re-Assessing the Revisionists," NBER Working Papers 11627, National Bureau of Economic Research, Inc.
    6. Schmidt, Christoph M & Zimmermann, Klaus F, 1991. "Work Characteristics, Firm Size and Wages," The Review of Economics and Statistics, MIT Press, vol. 73(4), pages 705-710, November.
    7. Brown, Charles & Medoff, James, 1989. "The Employer Size-Wage Effect," Journal of Political Economy, University of Chicago Press, vol. 97(5), pages 1027-1059, October.
    8. David H. Autor & Frank Levy & Richard J. Murnane, 2003. "The skill content of recent technological change: an empirical exploration," Proceedings, Federal Reserve Bank of San Francisco, issue Nov.
    9. Robert Gibbons & Lawrence Katz, 1992. "Does Unmeasured Ability Explain Inter-Industry Wage Differentials?," Review of Economic Studies, Oxford University Press, vol. 59(3), pages 515-535.
    10. Entorf, Horst & Kramarz, Francis, 1997. "Does unmeasured ability explain the higher wages of new technology workers?," European Economic Review, Elsevier, vol. 41(8), pages 1489-1509, August.
    11. Reinhard Hujer & Bernd Fitzenberger & Reinhold Schnabel & Thomas E. MaCurdy, 2001. "Testing for uniform wage trends in West-Germany: A cohort analysis using quantile regressions for censored data," Empirical Economics, Springer, vol. 26(1), pages 41-86.
    12. Alan B. Krueger, 1993. "How Computers Have Changed the Wage Structure: Evidence from Microdata, 1984–1989," The Quarterly Journal of Economics, Oxford University Press, vol. 108(1), pages 33-60.
    13. Alexandra Spitz-Oener, 2006. "Technical Change, Job Tasks, and Rising Educational Demands: Looking outside the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 24(2), pages 235-270, April.
    14. John E. DiNardo & Jörn-Steffen Pischke, 1997. "The Returns to Computer Use Revisited: Have Pencils Changed the Wage Structure Too?," The Quarterly Journal of Economics, Oxford University Press, vol. 112(1), pages 291-303.
    15. Alan B. Krueger & Lawrence H. Summers, 1986. "Reflections on the Inter-Industry Wage Structure," NBER Working Papers 1968, National Bureau of Economic Research, Inc.
    16. Richard Blundell & Lorraine Dearden & Barbara Sianesi, 2003. "Evaluating the impact of education on earnings in the UK: Models, methods and results from the NCDS," IFS Working Papers W03/20, Institute for Fiscal Studies.
    17. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2005. "Rising Wage Inequality: The Role of Composition and Prices," Harvard Institute of Economic Research Working Papers 2096, Harvard - Institute of Economic Research.
    18. 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, Oxford University Press, vol. 117(1), pages 339-376.
    19. Peter Dolton & Gerry Makepeace, 2004. "Computer Use and Earnings in Britain," Economic Journal, Royal Economic Society, vol. 114(494), pages 117-129, March.
    20. 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.
    21. Lucy Chennells & John Van Reenen, 1999. "Has technology hurt less skilled workers? A survey of the micro-econometric evidence," IFS Working Papers W99/27, Institute for Fiscal Studies.
    22. Brian D. Bell, "undated". "Skill-Biased Technical Change and Wages: Evidence from a Longitudinal Data Se," Economics Papers W25., Economics Group, Nuffield College, University of Oxford.
    23. Levy, Frank & Murnane, Richard J, 1996. "With What Skills Are Computers a Complement?," American Economic Review, American Economic Association, vol. 86(2), pages 258-262, May.
    24. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    25. William T. Dickens & Lawrence F. Katz, 1986. "Interindustry Wage Differences and Industry Characteristics," NBER Working Papers 2014, National Bureau of Economic Research, Inc.
    26. 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.
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    Cited by:

    1. Black, Sandra E. & Muller, Chandra & Spitz-Oener, Alexandra & He, Ziwei & Hung, Koit & Warren, John Robert, 2021. "The importance of STEM: High school knowledge, skills and occupations in an era of growing inequality," Research Policy, Elsevier, vol. 50(7).
    2. Schäffler, Johannes & Moritz, Michael, 2018. "German FDI in the Czech Republic - Employment effects in the home country," IAB-Discussion Paper 201806, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    3. Peter Dolton & Panu Pelkonen, 2008. "The Wage Effects of Computer Use: Evidence from WERS 2004," British Journal of Industrial Relations, London School of Economics, vol. 46(4), pages 587-630, December.
    4. Daniela Rohrbach-Schmidt & Michael Tiemann, 2013. "Changes in workplace tasks in Germany—evaluating skill and task measures [Wandel der Tätigkeiten am Arbeitsplatz in Deutschland – Analysen von Skill und Task-Maßen]," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 46(3), pages 215-237, September.
    5. Falck, Oliver & Heimisch-Roecker, Alexandra & Wiederhold, Simon, 2021. "Returns to ICT skills," Research Policy, Elsevier, vol. 50(7).
    6. Elisabeth Bublitz, 2018. "Matching skills of individuals and firms along the career path," Oxford Economic Papers, Oxford University Press, vol. 70(2), pages 509-537.
    7. Mathias Silva, 2016. "TIC y Desigualdad Salarial en Uruguay," Documentos de Investigacion Estudiantil (students working papers) 16-06, Instituto de Economia - IECON.
    8. Görlitz, Katja & Tamm, Marcus, 2011. "Revisiting the Complementarity between Education and Training – The Role of Personality, Working Tasks and Firm Effects," Ruhr Economic Papers 307, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen.
    9. Schäffler, Johannes, 2016. "German Direct Investments in the Czech Republic – Employment Effects on German Multinational Enterprises," VfS Annual Conference 2016 (Augsburg): Demographic Change 145526, Verein für Socialpolitik / German Economic Association.
    10. Ingwersen, Kai & Thomsen, Stephan L., 2020. "An Empirical Assessment of Workload and Migrants' Health in Germany," IZA Discussion Papers 13962, Institute of Labor Economics (IZA).
    11. Katja Görlitz & Marcus Tamm, 2011. "Revisiting the Complementarity between Education and Training – The Role of Personality, Working Tasks and Firm Effects," Ruhr Economic Papers 0307, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, Ruhr-Universität Bochum, Universität Dortmund, Universität Duisburg-Essen.
    12. Pfeiffer, Sabine, 2018. "The "future of employment" on the shop floor: Why production jobs are less susceptible to computerization than assumed," International Journal for Research in Vocational Education and Training (IJRVET), European Research Network in Vocational Education and Training (VETNET), European Educational Research Association, vol. 5(3), pages 208-225.
    13. Regula Geel & Uschi Backes-Gellner, 2009. "Occupational Mobility Within and Between Skill Clusters: An Empirical Analysis Based on the Skill-Weights Approach," Economics of Education Working Paper Series 0047, University of Zurich, Department of Business Administration (IBW), revised Mar 2011.
    14. Pfeiffer, Sabine, 2015. "Auswirkungen von Industrie 4.0 auf Aus- und Weiterbildung (ITA-manu:script 15-03)," ITA manu:scripts 15_03, Institute of Technology Assessment (ITA).
    15. Thor Berger & Carl Benedikt Frey, 2016. "Structural Transformation in the OECD: Digitalisation, Deindustrialisation and the Future of Work," OECD Social, Employment and Migration Working Papers 193, OECD Publishing.
    16. Thomsen, Stephan L, 2018. "Die Rolle der Computerisierung und Digitalisierung für Beschäftigung und Einkommen," Hannover Economic Papers (HEP) dp-645, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    17. Golo Henseke, 2019. "Against the Grain? Assessing Graduate Labour Market Trends in Germany Through a Task-Based Indicator of Graduate Jobs," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 141(2), pages 809-840, January.
    18. Pikos, Anna Katharina & Thomsen, Stephan L., 2016. "Rising Work Complexity but Decreasing Returns," IZA Discussion Papers 9878, Institute of Labor Economics (IZA).
    19. Hunt, Jennifer & Nunn, Ryan, 2022. "Has U.S. employment really polarized? A critical reappraisal," Labour Economics, Elsevier, vol. 75(C).
    20. Reimann, Mareike & Abendroth, Anja-Kristin & Diewald, Martin, 2020. "How digitalized is work in large German workplaces, and how is digitalized work perceived by workers? : A new employer-employee survey instrument," IAB-Forschungsbericht 202008, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    21. repec:zbw:rwirep:0307 is not listed on IDEAS
    22. Pikos, Anna Katharina, 2017. "The task composition and work-related mental health - a descriptive study," Hannover Economic Papers (HEP) dp-610, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    23. Pikos, Anna Katharina, 2017. "The causal effect of multitasking on work-related mental health - the more you do, the worse you feel," Hannover Economic Papers (HEP) dp-609, Leibniz Universität Hannover, Wirtschaftswissenschaftliche Fakultät.
    24. Görlitz, Katja & Tamm, Marcus, 2016. "The returns to voucher-financed training on wages, employment and job tasks," Economics of Education Review, Elsevier, vol. 52(C), pages 51-62.
    25. bernhard Boockmann, 2014. "Offshoring Potential and Employment Dynamics," IAW Discussion Papers 111, Institut für Angewandte Wirtschaftsforschung (IAW).

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    More about this item

    Keywords

    Computer wage differential; pencil wage differentials; changing skill requirements;
    All these keywords.

    JEL classification:

    • C13 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Estimation: General
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials

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