IDEAS home Printed from https://ideas.repec.org/a/taf/ecsysr/v18y2006i3p221-255.html
   My bibliography  Save this article

The growth of information workers in the US economy, 1950-2000: the role of technological change, computerization, and structural change

Author

Listed:
  • Edward Wolff

Abstract

Using data from the decennial US Censuses of 1950, 1960, 1970, 1980, 1990, and 2000, I construct matrices of employment by 267 occupations and 64 industries and then aggregate the occupations into four categories: (i) knowledge producers; (ii) data processors; (iii) service workers; and (iv) goods-processing workers. I find that information workers (the sum of the first two categories) increased from 37% of the workforce in 1950 to 59% in 2000. Then, using an input-output decomposition analysis, I find that the growth in information workers was driven not by a shift in tastes toward information-intensive goods and services (as measured by the composition of final demand) but rather by a roughly equal combination of the substitution of information workers for goods and service workers within the structure of production of industries and the unbalanced growth effect (from differential rates of industry productivity growth). Finally, on the basis of regression analysis, I find that R&D expenditures and computer investment are positively associated with the growth in knowledge workers but negatively associated with the growth of data workers.

Suggested Citation

  • Edward Wolff, 2006. "The growth of information workers in the US economy, 1950-2000: the role of technological change, computerization, and structural change," Economic Systems Research, Taylor & Francis Journals, vol. 18(3), pages 221-255.
  • Handle: RePEc:taf:ecsysr:v:18:y:2006:i:3:p:221-255
    DOI: 10.1080/09535310600844193
    as

    Download full text from publisher

    File URL: http://www.tandfonline.com/doi/abs/10.1080/09535310600844193
    Download Restriction: Access to full text is restricted to subscribers.

    File URL: https://libkey.io/10.1080/09535310600844193?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Bresnahan, Timothy F. & Trajtenberg, M., 1995. "General purpose technologies 'Engines of growth'?," Journal of Econometrics, Elsevier, vol. 65(1), pages 83-108, January.
    2. Allen, Steven G, 2001. "Technology and the Wage Structure," Journal of Labor Economics, University of Chicago Press, vol. 19(2), pages 440-483, April.
    3. Leontief, Wassily & Duchin, Faye, 1986. "The Future Impact of Automation on Workers," OUP Catalogue, Oxford University Press, number 9780195036237, Decembrie.
    4. George J. Borjas & Richard B. Freeman & Lawrence F. Katz, 1992. "On the Labor Market Effects of Immigration and Trade," NBER Chapters, in: Immigration and the Work Force: Economic Consequences for the United States and Source Areas, pages 213-244, National Bureau of Economic Research, Inc.
    5. Wolff, Edward N, 1985. "Industrial Composition, Interindustry Effects, and the U.S. Productivity Slowdown," The Review of Economics and Statistics, MIT Press, vol. 67(2), pages 268-277, May.
    6. Wood, Adrian, 1998. "Globalisation and the Rise in Labour Market Inequalities," Economic Journal, Royal Economic Society, vol. 108(450), pages 1463-1482, September.
    7. 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.
    8. Wood, Adrian, 1995. "North-South Trade, Employment and Inequality: Changing Fortunes in a Skill-Driven World," OUP Catalogue, Oxford University Press, number 9780198290155, Decembrie.
    9. 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.
    10. Eli Berman & John Bound & Zvi Griliches, 1994. "Changes in the Demand for Skilled Labor within U. S. Manufacturing: Evidence from the Annual Survey of Manufactures," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 109(2), pages 367-397.
    11. White, Halbert, 1980. "A Heteroskedasticity-Consistent Covariance Matrix Estimator and a Direct Test for Heteroskedasticity," Econometrica, Econometric Society, vol. 48(4), pages 817-838, May.
    12. Eli Bekman & John Bound & Stephen Machin, 1998. "Implications of Skill-Biased Technological Change: International Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1245-1279.
    13. J. David Richardson, 1995. "Income Inequality and Trade: How to Think, What to Conclude," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 33-55, Summer.
    14. Stephen Machin & John Van Reenen, 1998. "Technology and Changes in Skill Structure: Evidence from Seven OECD Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1215-1244.
    15. 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, President and Fellows of Harvard College, vol. 112(1), pages 291-303.
    16. Edward N. Wolff, 2002. "Computerization and Structural Change," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 48(1), pages 59-75, March.
    17. Timothy Dunne & John Haltiwanger & Lucia Foster, 2000. "Wage and Productivity Dispersion in U.S. Manufacturing: The Role of Computer Investment," NBER Working Papers 7465, National Bureau of Economic Research, Inc.
    18. David H. Autor & Frank Levy & Richard J. Murnane, 2002. "Upstairs, Downstairs: Computers and Skills on Two Floors of a Large Bank," ILR Review, Cornell University, ILR School, vol. 55(3), pages 432-447, April.
    19. 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.
    20. Erik Dietzenbacher & Bart Los, 1998. "Structural Decomposition Techniques: Sense and Sensitivity," Economic Systems Research, Taylor & Francis Journals, vol. 10(4), pages 307-324.
    21. Helpman, Elhanan & Trajtenberg, Manuel, 1994. "A Time to Sow and a Time to Reap: Growth Based on General Purpose Technologies," CEPR Discussion Papers 1080, C.E.P.R. Discussion Papers.
    22. David, Paul A., 1989. "COMPUTER AND DYNAMO: The Modern Productivity Paradox in a Not-Too Distant Mirror," Economic Research Papers 268373, University of Warwick - Department of Economics.
    23. Paul Krugman & Robert Lawrence, 1993. "Trade, Jobs, and Wages," NBER Working Papers 4478, National Bureau of Economic Research, Inc.
    24. Richard B. Freeman, 1995. "Are Your Wages Set in Beijing?," Journal of Economic Perspectives, American Economic Association, vol. 9(3), pages 15-32, Summer.
    25. 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.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Mariolis Theodore & Konstantakis Konstantinos N. & Michaelides Panayotis G. & Tsionas Efthymios G., 2019. "A non-linear Keynesian Goodwin-type endogenous model of the cycle: Bayesian evidence for the USA," Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 23(1), pages 1-16, February.
    2. Andrew Robert Watkins, 2009. "The Dynamics of Urban Economies: Melbourne 1971 to 2006," Urban Studies, Urban Studies Journal Limited, vol. 46(8), pages 1553-1576, July.
    3. Anna Pietruszka-Ortyl & Małgorzata Ćwiek & Bernard Ziębicki & Anna Wójcik-Karpacz, 2021. "Organizational Culture as a Prerequisite for Knowledge Transfer among IT Professionals: The Case of Energy Companies," Energies, MDPI, vol. 14(23), pages 1-32, December.
    4. Thijs ten Raa & Pierre Mohnen, 2009. "Competition and Performance: The Different Roles of Capital and Labor," World Scientific Book Chapters, in: Input–Output Economics: Theory And Applications Featuring Asian Economies, chapter 20, pages 371-388, World Scientific Publishing Co. Pte. Ltd..
    5. Gulay Gunluk-Senesen & Umit Senesen, 2011. "Decomposition Of Labour Demand By Employer Sectors And Gender: Findings For Major Exporting Sectors In Turkey," Economic Systems Research, Taylor & Francis Journals, vol. 23(2), pages 233-253.
    6. Jonathan Bendor & Scott E. Page, 2019. "Optimal team composition for tool‐based problem solving," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 28(4), pages 734-764, November.
    7. Bashir, Sadaf & Sadowski, B. M., 2014. "General purpose technologies: A survey, a critique and future research directions," 25th European Regional ITS Conference, Brussels 2014 101443, International Telecommunications Society (ITS).
    8. André Carrascal Incera, 2017. "Drivers of change in the European youth employment: a comparative structural decomposition analysis," Economic Systems Research, Taylor & Francis Journals, vol. 29(4), pages 463-485, October.
    9. Nath, Hiranya & Apte, Uday & Karmarkar, Uday, 2020. "Service Industrialization, Employment and Wages in the US Information Economy," Foundations and Trends(R) in Technology, Information and Operations Management, now publishers, vol. 13(4), pages 250-343, July.
    10. Uday Karmarkar, 2015. "OM Forum—The Service and Information Economy: Research Opportunities," Manufacturing & Service Operations Management, INFORMS, vol. 17(2), pages 136-141, May.
    11. Kagawa, Shigemi & Nansai, Keisuke & Kudoh, Yuki, 2009. "Does product lifetime extension increase our income at the expense of energy consumption?," Energy Economics, Elsevier, vol. 31(2), pages 197-210.
    12. Marschak, Thomas & Shanthikumar, J. George & Zhou, Junjie, 2017. "Does more information-gathering effort raise or lower the average quantity produced?," Journal of Mathematical Economics, Elsevier, vol. 69(C), pages 104-117.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Borghans, Lex & ter Weel, Bas, 2007. "The diffusion of computers and the distribution of wages," European Economic Review, Elsevier, vol. 51(3), pages 715-748, April.
    2. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    3. Borghans, Lex & Weel, Bas ter, 2001. "What happens when agent T gets a computer?," Research Memorandum 017, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    4. David H. Autor & Lawrence F. Katz & Alan B. Krueger, 1998. "Computing Inequality: Have Computers Changed the Labor Market?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1169-1213.
    5. Lex Borghans & Bas ter Weel, 2011. "Computers, skills and wages," Applied Economics, Taylor & Francis Journals, vol. 43(29), pages 4607-4622.
    6. Nathalie Chusseau & Michel Dumont & Joël Hellier, 2008. "Explaining Rising Inequality: Skill‐Biased Technical Change And North–South Trade," Journal of Economic Surveys, Wiley Blackwell, vol. 22(3), pages 409-457, July.
    7. Ariell Reshef, 2013. "Is Technological Change Biased Towards the Unskilled in Services? An Empirical Investigation," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(2), pages 312-331, April.
    8. Bresnahan, Timothy F, 1999. "Computerisation and Wage Dispersion: An Analytical Reinterpretation," Economic Journal, Royal Economic Society, vol. 109(456), pages 390-415, June.
    9. Irene Brambilla, 2018. "Digital Technology Adoption and Jobs: A Model of Firm Heterogeneity," Department of Economics, Working Papers 117, Departamento de Economía, Facultad de Ciencias Económicas, Universidad Nacional de La Plata.
    10. Nico Voigtlaender, 2009. "Many Sectors Meet More Skills: Intersectoral Linkages and the Skill Bias of Technology," 2009 Meeting Papers 1136, Society for Economic Dynamics.
    11. Piva, Mariacristina & Santarelli, Enrico & Vivarelli, Marco, 2005. "The skill bias effect of technological and organisational change: Evidence and policy implications," Research Policy, Elsevier, vol. 34(2), pages 141-157, March.
    12. Kölling, Arnd & Schank, Thorsten, 2002. "Skill-biased technological change, international trade and the wage structure," Discussion Papers 14, Friedrich-Alexander University Erlangen-Nuremberg, Chair of Labour and Regional Economics.
    13. 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.
    14. Anders Akerman & Ingvil Gaarder & Magne Mogstad, 2015. "The Skill Complementarity of Broadband Internet," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 130(4), pages 1781-1824.
    15. David B. Audretsch & Mark Sanders, 2007. "Globalization and the Rise of the Entrepreneurial Economy," Jena Economics Research Papers 2007-003, Friedrich-Schiller-University Jena.
    16. Borghans, Lex & Weel, Bas ter, 2001. "What happens when agent T gets a computer?," Research Memorandum 017, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
    17. Petri Böckerman & Seppo Laaksonen & Jari Vainiomäki, 2013. "Is There Job Polarization at the Firm Level?," Working Papers 1391, Tampere University, Faculty of Management and Business, Economics.
    18. G.R. Arabsheibani & J.M. Emami & A. Marin, 2004. "The Impact of Computer Use On Earnings in the UK," Scottish Journal of Political Economy, Scottish Economic Society, vol. 51(1), pages 82-94, February.
    19. Irene Brambilla, 2018. "Digital Technology Adoption and Jobs: A Model of Firm Heterogeneity," IIE, Working Papers 117, IIE, Universidad Nacional de La Plata.
    20. Mario Pianta, 2018. "Technology and Employment: Twelve Stylised Facts for the Digital Age," The Indian Journal of Labour Economics, Springer;The Indian Society of Labour Economics (ISLE), vol. 61(2), pages 189-225, June.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:taf:ecsysr:v:18:y:2006:i:3:p:221-255. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/CESR20 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.