IDEAS home Printed from https://ideas.repec.org/a/eee/labeco/v48y2017icp198-214.html
   My bibliography  Save this article

Routine-biased technical change: Panel evidence of task orientation and wage effects

Author

Listed:
  • Ross, Matthew B.

Abstract

This analysis explores changes in the premium for abstract relative to routine tasks both across and within occupations over time. Previous theoretical and empirical work has linked growth in the relative task premium to changes in production technology that complement abstract but substitute for routine tasks, i.e. the Routine-Biased Technical Change hypothesis. The supporting empirical literature has relied almost exclusively on repeated cross-sections of workers and single cross-sections of task content. Thus, these studies have been unable to examine the evolution of wages in response to changes in task content within occupations over time and unable to control for unobserved individual and occupational heterogeneity. In this paper, I construct a new panel of occupational task content using incumbent-updated survey data from archived releases of the O*NET database. Estimating wage effects in a model with individual and occupation fixed-effects, I find that an increase of ten percentiles in the routine task distribution corresponds with a wage penalty of −0.09 to −0.35 percent in 2004 and declining to between −0.42 and −2.43 percent by 2013. In contrast, an increase of ten percentiles in the abstract task distribution corresponds with a wage penalty of 0.42–2.27 percent in 2004 and declining to between 0.42 and 2.43 percent by 2013. In contrasting estimates with and without individual fixed-effects, I also find evidence patterns of self-selection over time that are also consistent with the Routine-Biased Technical Change hypothesis.

Suggested Citation

  • Ross, Matthew B., 2017. "Routine-biased technical change: Panel evidence of task orientation and wage effects," Labour Economics, Elsevier, vol. 48(C), pages 198-214.
  • Handle: RePEc:eee:labeco:v:48:y:2017:i:c:p:198-214
    DOI: 10.1016/j.labeco.2017.08.007
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S092753711730283X
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.labeco.2017.08.007?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. Cortes, Guido Matias & Jaimovich, Nir & Nekarda, Christopher J. & Siu, Henry E., 2020. "The dynamics of disappearing routine jobs: A flows approach," Labour Economics, Elsevier, vol. 65(C).
    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. Autor, David H., 2013. "The "task approach" to labor markets : an overview," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 185-199.
    4. Giovanni Peri & Chad Sparber, 2016. "Task Specialization, Immigration, and Wages," World Scientific Book Chapters,in: The Economics of International Migration, chapter 3, pages 81-115 World Scientific Publishing Co. Pte. Ltd..
    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. Guido Matias Cortes, 2016. "Where Have the Middle-Wage Workers Gone? A Study of Polarization Using Panel Data," Journal of Labor Economics, University of Chicago Press, vol. 34(1), pages 63-105.
    7. Christina Gathmann & Uta Schönberg, 2010. "How General Is Human Capital? A Task-Based Approach," Journal of Labor Economics, University of Chicago Press, vol. 28(1), pages 1-49, January.
    8. 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.
    9. David H. Autor & Michael J. Handel, 2013. "Putting Tasks to the Test: Human Capital, Job Tasks, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 59-96.
    10. 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.
    11. 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.
    12. 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.
    13. David Autor, 2014. "Polanyi's Paradox and the Shape of Employment Growth," NBER Working Papers 20485, National Bureau of Economic Research, Inc.
    14. Joseph G. Altonji & Lisa B. Kahn & Jamin D. Speer, 2014. "Trends in Earnings Differentials across College Majors and the Changing Task Composition of Jobs," American Economic Review, American Economic Association, vol. 104(5), pages 387-393, May.
    15. Giovanni Peri & Chad Sparber, 2016. "Task Specialization, Immigration, and Wages," World Scientific Book Chapters, in: The Economics of International Migration, chapter 3, pages 81-115, World Scientific Publishing Co. Pte. Ltd..
    16. Shintaro Yamaguchi, 2012. "Tasks and Heterogeneous Human Capital," Journal of Labor Economics, University of Chicago Press, vol. 30(1), pages 1-53.
    17. 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. Colin Caines & Florian Hoffmann & Gueorgui Kambourov, 2017. "Complex-Task Biased Technological Change and the Labor Market," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 25, pages 298-319, April.
    2. de Vries, Gaaitzen J. & Gentile, Elisabetta & Miroudot, Sébastien & Wacker, Konstantin M., 2020. "The rise of robots and the fall of routine jobs," Labour Economics, Elsevier, vol. 66(C).
    3. Bachmann, Ronald & Demir, Gökay & Green, Colin P. & Uhlendorff, Arne, 2022. "The Role of Within-Occupation Task Changes in Wage Development," IZA Discussion Papers 15647, Institute of Labor Economics (IZA).
    4. Lordan, Grace & Stringer, Eliza-Jane, 2022. "People versus machines: The impact of being in an automatable job on Australian worker’s mental health and life satisfaction," Economics & Human Biology, Elsevier, vol. 46(C).
    5. García-Peñalosa, Cecilia & Petit, Fabien & van Ypersele, Tanguy, 2023. "Can workers still climb the social ladder as middling jobs become scarce? Evidence from two British cohorts," Labour Economics, Elsevier, vol. 84(C).
    6. Marchand, Joseph, 2020. "Routine Tasks were Demanded from Workers during an Energy Boom," Working Papers 2020-8, University of Alberta, Department of Economics.
    7. Martina Bisello & Marta Fana & Enrique Fernández-Macías & Sergio Torrejón Pérez, 2021. "A comprehensive European database of tasks indices for socio-economic research," JRC Working Papers on Labour, Education and Technology 2021-04, Joint Research Centre.
    8. Consoli, Davide & Marin, Giovanni & Rentocchini, Francesco & Vona, Francesco, 2023. "Routinization, within-occupation task changes and long-run employment dynamics," Research Policy, Elsevier, vol. 52(1).
    9. Nicola Cassandro & Marco Centra & Dario Guarascio & Piero Esposito, 2021. "What drives employment–unemployment transitions? Evidence from Italian task-based data," Economia Politica: Journal of Analytical and Institutional Economics, Springer;Fondazione Edison, vol. 38(3), pages 1109-1147, October.
    10. repec:hal:spmain:info:hdl:2441/13fti1jo4t8vjpe6ko3qrrv2nv is not listed on IDEAS
    11. Enghin Atalay & Phai Phongthiengtham & Sebastian Sotelo & Daniel Tannenbaum, 2020. "The Evolution of Work in the United States," American Economic Journal: Applied Economics, American Economic Association, vol. 12(2), pages 1-34, April.
    12. Jaimovich, Nir & Cortes, Matias & Siu, Henry, 2018. "The “End of Men†and Rise of Women in the High-Skilled Labor Market," CEPR Discussion Papers 13323, C.E.P.R. Discussion Papers.
    13. Delaporte, Isaure & Peña, Werner, 2023. "The Dynamics of Labour Market Polarization in Chile: An Analysis of the Link Between Technical Change and Informality," GLO Discussion Paper Series 1262, Global Labor Organization (GLO).
    14. Qiguo Gong, 2023. "Machine endowment cost model: task assignment between humans and machines," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-8, December.

    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. Dengler, Katharina & Matthes, Britta & Paulus, Wiebke, 2014. "Occupational Tasks in the German Labour Market : an alternative measurement on the basis of an expert database," FDZ Methodenreport 201412_en, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    2. Silvia Vannutelli & Sergio Scicchitano & Marco Biagetti, 2022. "Routine-biased technological change and wage inequality: do workers’ perceptions matter?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 12(3), pages 409-450, September.
    3. Maarten Goos & Melanie Arntz & Ulrich Zierahn & Terry Gregory & Stephanie Carretero Gomez & Ignacio Gonzalez Vazquez & Koen Jonkers, 2019. "The Impact of Technological Innovation on the Future of Work," JRC Working Papers on Labour, Education and Technology 2019-03, Joint Research Centre.
    4. David H. Autor & Michael J. Handel, 2013. "Putting Tasks to the Test: Human Capital, Job Tasks, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 31(S1), pages 59-96.
    5. David J. Deming, 2017. "The Growing Importance of Social Skills in the Labor Market," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(4), pages 1593-1640.
    6. Davide Consoli & Francesco Vona & Francesco Rentocchini, 2016. "That was then, this is now: skills and routinization in the 2000s," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 25(5), pages 847-866.
    7. Ian Nicole A. Generalao, 2019. "Mapping tasks to occupations using Philippine data," UP School of Economics Discussion Papers 201904, University of the Philippines School of Economics.
    8. Gregory, Terry & Salomons, Anna & Zierahn, Ulrich, 2016. "Racing With or Against the Machine? Evidence from Europe," VfS Annual Conference 2016 (Augsburg): Demographic Change 145843, Verein für Socialpolitik / German Economic Association.
    9. Eckhardt Bode & Stephan Brunow & Ingrid Ott & Alina Sorgner, 2019. "Worker Personality: Another Skill Bias beyond Education in the Digital Age," German Economic Review, Verein für Socialpolitik, vol. 20(4), pages 254-294, November.
    10. Britta Matthes & Bernhard Christoph & Florian Janik & Michael Ruland, 2014. "Collecting information on job tasks—an instrument to measure tasks required at the workplace in a multi-topic survey [Die Erfassung von Job-Tasks in persönlichen Befragungen. Ein neues Instrument z," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 47(4), pages 273-297, December.
    11. Vallizadeh, Ehsan & Muysken, Joan & Ziesemer, Thomas, 2016. "Offshoring medium-skill tasks, low-skill unemployment and the skill-wage structure," MERIT Working Papers 2016-070, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    12. repec:hal:spmain:info:hdl:2441/2ajduu0gqt9ho8h2tavbin6ops is not listed on IDEAS
    13. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2016. "ELS issues in robotics and steps to consider them. Part 1: Robotics and employment. Consequences of robotics and technological change for the structure and level of employment," ZEW Expertises, ZEW - Leibniz Centre for European Economic Research, number 146501.
    14. repec:iab:iabfme:201412(de is not listed on IDEAS
    15. Ross, Matthew, 2014. "Skill Biased Technical Change: Wage Effects from a Panel of Occupational Task Measures," MPRA Paper 63732, University Library of Munich, Germany, revised 18 Apr 2015.
    16. Dengler, Katharina & Matthes, Britta & Paulus, Wiebke, 2014. "Berufliche Tasks auf dem deutschen Arbeitsmarkt : eine alternative Messung auf Basis einer Expertendatenbank (Occupational Tasks in the German Labour Market : an alternative measurement on the basis o," FDZ Methodenreport 201412_de, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    17. Bachmann, Ronald & Demir, Gökay & Green, Colin & Uhlendorff, Arne, 2022. "The Role of Within-Occupation Task Change in Wage Development," VfS Annual Conference 2022 (Basel): Big Data in Economics 264113, Verein für Socialpolitik / German Economic Association.
    18. repec:iab:iabfme:201412(en is not listed on IDEAS
    19. Eduard Storm, 2023. "On the measurement of tasks: does expert data get it right?," Journal for Labour Market Research, Springer;Institute for Employment Research/ Institut für Arbeitsmarkt- und Berufsforschung (IAB), vol. 57(1), pages 1-24, December.
    20. Dirk Antonczyk & Thomas DeLeire & Bernd Fitzenberger, 2018. "Polarization and Rising Wage Inequality: Comparing the U.S. and Germany," Econometrics, MDPI, vol. 6(2), pages 1-33, April.
    21. Böhm, Michael Johannes & Gaudecker, Hans-Martin von & Schran, Felix, 2019. "Occupation Growth, Skill Prices, and Wage Inequality," IZA Discussion Papers 12647, Institute of Labor Economics (IZA).
    22. Antonio Martins-Neto & Nanditha Mathew & Pierre Mohnen & Tania Treibich, 2021. "Is There Job Polarization in Developing Economies? A Review and Outlook," CESifo Working Paper Series 9444, CESifo.
    23. Ralph Stinebrickner & Todd Stinebrickner & Paul Sullivan, 2019. "Job Tasks, Time Allocation, and Wages," Journal of Labor Economics, University of Chicago Press, vol. 37(2), pages 399-433.

    More about this item

    Keywords

    Labor dynamics; Occupations; Tasks; Technological change; Wage polarization;
    All these keywords.

    JEL classification:

    • J23 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Demand
    • 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
    • J63 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Turnover; Vacancies; Layoffs
    • J64 - Labor and Demographic Economics - - Mobility, Unemployment, Vacancies, and Immigrant Workers - - - Unemployment: Models, Duration, Incidence, and Job Search
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes

    Statistics

    Access and download statistics

    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:eee:labeco:v:48:y:2017:i:c:p:198-214. 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: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/labeco .

    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.