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Routine-biased technological change and wage inequality: do workers’ perceptions matter?

Author

Listed:
  • Silvia Vannutelli

    (Northwestern University)

  • Sergio Scicchitano

    (INAPP (National Institute for the Analysis of Public Policies)
    GLO (Global Labor Organization))

  • Marco Biagetti

    (INAPP (National Institute for the Analysis of Public Policies)
    GLO (Global Labor Organization))

Abstract

The Routine-Biased Technological Change (RBTC) has been regarded as a relatively novel technology-based explanation of social changes affecting job and wage polarization. In this paper, we investigate wage inequality between routine and non-routine workers along the wage distribution in Italy. Thanks to unique survey data, we can estimate the wage differential using both the actual and the perceived level of routine intensity of jobs to classify workers. We adopt semi-parametric decomposition techniques to quantify the importance of worker characteristics in explaining the gaps. We also employ non-parametric techniques to account for self-selection bias. We find evidence of a significant U-shaped pattern in the wage gap, according to both definitions, with non-routine workers always earning significantly more than routine workers. Results show that worker characteristics fully explain the gap in the case of perceived routine, while they account for no more than 50% of the gap across the distribution in the case of actual routine. Thus, the results highlight the importance of taking into account workers’ perceptions to reduce the set of omitted vaiables when analyzing determinants of wage inequality.

Suggested Citation

  • 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.
  • Handle: RePEc:spr:eurasi:v:12:y:2022:i:3:d:10.1007_s40821-022-00222-3
    DOI: 10.1007/s40821-022-00222-3
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    1. Marco Vivarelli, 2014. "Innovation, Employment and Skills in Advanced and Developing Countries: A Survey of Economic Literature," Journal of Economic Issues, Taylor & Francis Journals, vol. 48(1), pages 123-154.
    2. Sergio Scicchitano & Marco Biagetti & Antonio Chirumbolo, 2020. "More insecure and less paid? The effect of perceived job insecurity on wage distribution," Applied Economics, Taylor & Francis Journals, vol. 52(18), pages 1998-2013, April.
    3. 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.
    4. Francis Green & Yu Zhu, 2010. "Overqualification, job dissatisfaction, and increasing dispersion in the returns to graduate education," Oxford Economic Papers, Oxford University Press, vol. 62(4), pages 740-763, October.
    5. Dengler, Katharina & Matthes, Britta, 2018. "The impacts of digital transformation on the labour market: Substitution potentials of occupations in Germany," Technological Forecasting and Social Change, Elsevier, vol. 137(C), pages 304-316.
    6. 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.
    7. Teresa Barbieri & Gaetano Basso & Sergio Scicchitano, 2022. "Italian Workers at Risk During the COVID-19 Epidemic," Italian Economic Journal: A Continuation of Rivista Italiana degli Economisti and Giornale degli Economisti, Springer;Società Italiana degli Economisti (Italian Economic Association), vol. 8(1), pages 175-195, March.
    8. Mauro Caselli & Andrea Fracasso & Sergio Scicchitano & Silvio Traverso & Enrico Tundis, 2021. "Stop worrying and love the robot: An activity-based approach to assess the impact of robotization on employment dynamics," DEM Working Papers 2021/06, Department of Economics and Management.
    9. Hartog, Joop, 2000. "Over-education and earnings: where are we, where should we go?," Economics of Education Review, Elsevier, vol. 19(2), pages 131-147, April.
    10. 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).
    11. DiNardo, John & Fortin, Nicole M & Lemieux, Thomas, 1996. "Labor Market Institutions and the Distribution of Wages, 1973-1992: A Semiparametric Approach," Econometrica, Econometric Society, vol. 64(5), pages 1001-1044, September.
    12. Guy Michaels & Ashwini Natraj & John Van Reenen, 2010. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over 25 Years," CEP Discussion Papers dp0987, Centre for Economic Performance, LSE.
    13. Sonja C. Kassenboehmer & Mathias G. Sinning, 2014. "Distributional Changes in the Gender Wage Gap," ILR Review, Cornell University, ILR School, vol. 67(2), pages 335-361, April.
    14. Daron Acemoglu, 1998. "Why Do New Technologies Complement Skills? Directed Technical Change and Wage Inequality," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(4), pages 1055-1089.
    15. 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.
    16. Koenker, Roger W & Bassett, Gilbert, Jr, 1978. "Regression Quantiles," Econometrica, Econometric Society, vol. 46(1), pages 33-50, January.
    17. 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.
    18. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    19. Jung, Jin Hwa & Lim, Dong-Geon, 2020. "Industrial robots, employment growth, and labor cost: A simultaneous equation analysis," Technological Forecasting and Social Change, Elsevier, vol. 159(C).
    20. Naticchioni, Paolo & Ragusa, Giuseppe & Massari, Riccardo, 2014. "Unconditional and Conditional Wage Polarization in Europe," IZA Discussion Papers 8465, Institute of Labor Economics (IZA).
    21. David H. Autor & Lawrence F. Katz & Melissa S. Kearney, 2008. "Trends in U.S. Wage Inequality: Revising the Revisionists," The Review of Economics and Statistics, MIT Press, vol. 90(2), pages 300-323, May.
    22. Bogliacino, Francesco & Piva, Mariacristina & Vivarelli, Marco, 2012. "R&D and employment: An application of the LSDVC estimator using European microdata," Economics Letters, Elsevier, vol. 116(1), pages 56-59.
    23. Maria Savona & Rinaldo Evangelista, 2003. "The impact of innovation on employment and skills in services. Evidence from Italy," Post-Print halshs-00247420, HAL.
    24. Mariacristina Piva & Marco Vivarelli, 2018. "Is Innovation Destroying Jobs? Firm-Level Evidence from the EU," Sustainability, MDPI, vol. 10(4), pages 1-16, April.
    25. Rohrbach-Schmidt, Daniela & Tiemann, Michael, 2013. "Changes in workplace tasks in Germany : evaluating skill and task measures," Journal for Labour Market Research, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany], vol. 46(3), pages 215-237.
    26. David H. Autor & David Dorn & Gordon H. Hanson & Jae Song, 2014. "Trade Adjustment: Worker-Level Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(4), pages 1799-1860.
    27. 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.
    28. Melly, Blaise, 2005. "Decomposition of differences in distribution using quantile regression," Labour Economics, Elsevier, vol. 12(4), pages 577-590, August.
    29. Toshie Ikenaga & Ryo Kambayashi, 2016. "Task Polarization in the Japanese Labor Market: Evidence of a Long-Term Trend," Industrial Relations: A Journal of Economy and Society, Wiley Blackwell, vol. 55(2), pages 267-293, April.
    30. Daron Acemoglu, 2002. "Technical Change, Inequality, and the Labor Market," Journal of Economic Literature, American Economic Association, vol. 40(1), pages 7-72, March.
    31. John T. Addison, 2020. "The consequences of trade union power erosion," IZA World of Labor, Institute of Labor Economics (IZA), pages 1-68, February.
    32. Séamus McGuinness, 2006. "Overeducation in the Labour Market," Journal of Economic Surveys, Wiley Blackwell, vol. 20(3), pages 387-418, July.
    33. 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.
    34. Luca Bonacini & Giovanni Gallo & Sergio Scicchitano, 2021. "Working from home and income inequality: risks of a ‘new normal’ with COVID-19," Journal of Population Economics, Springer;European Society for Population Economics, vol. 34(1), pages 303-360, January.
    35. Martin Falk & Eva Hagsten, 2021. "Innovation intensity and skills in firms across five European countries," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 11(3), pages 371-394, September.
    36. Mauro Caselli & Andrea Fracasso & Sergio Scicchitano, 2020. "From the lockdown to the new normal: An analysis of the limitations to individual mobility in Italy following the Covid-19 crisis," Discussion Paper series in Regional Science & Economic Geography 2020-07, Gran Sasso Science Institute, Social Sciences, revised Oct 2020.
    37. Arup Mitra & Amit Jha, 2015. "Innovation and employment: a firm level study of Indian industries," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 5(1), pages 45-71, June.
    38. Keisuke Hirano & Guido W. Imbens & Geert Ridder, 2003. "Efficient Estimation of Average Treatment Effects Using the Estimated Propensity Score," Econometrica, Econometric Society, vol. 71(4), pages 1161-1189, July.
    39. 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.
    40. Marco Vivarelli, 2013. "Technology, Employment and Skills: An Interpretative Framework," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 66-89, June.
    41. Seamus McGuinness & Konstantinos Pouliakas & Paul Redmond, 2018. "Skills Mismatch: Concepts, Measurement And Policy Approaches," Journal of Economic Surveys, Wiley Blackwell, vol. 32(4), pages 985-1015, September.
    42. 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.
    43. Ardiana N. Gashi & Geoff Pugh & Nick Adnett, 2010. "Technological change and employer‐provided training: evidence from UK workplaces," International Journal of Manpower, Emerald Group Publishing Limited, vol. 31(4), pages 426-448, July.
    44. Ben Jann, 2008. "The Blinder–Oaxaca decomposition for linear regression models," Stata Journal, StataCorp LP, vol. 8(4), pages 453-479, December.
    45. Mariacristina Piva & Marco Vivarelli, 2018. "Technological change and employment: is Europe ready for the challenge?," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 8(1), pages 13-32, March.
    46. Rica, Sara De La & Gortazar, Lucas & Lewandowski, Piotr, 2020. "Job Tasks and Wages in Developed Countries: Evidence from PIAAC," Labour Economics, Elsevier, vol. 65(C).
    47. Rafael Muñoz de Bustillo Llorente & Sudipa Sarkar & Raquel Sebastian & Jose-Ignacio Antón, 2018. "Educational mismatch in Europe at the turn of the century," International Journal of Manpower, Emerald Group Publishing Limited, vol. 39(8), pages 977-995, November.
    48. 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.
    49. Sergio P. Firpo & Nicole M. Fortin & Thomas Lemieux, 2018. "Decomposing Wage Distributions Using Recentered Influence Function Regressions," Econometrics, MDPI, vol. 6(2), pages 1-40, May.
    50. Muñoz de Bustillo, Rafael & Sarkar, Sudipa & Sebastián, Raquel & Antón, José-Ignacio, 2018. "Education mismatch in Europe at the turn of the century: Measurement, intensity and evolution," MPRA Paper 85779, University Library of Munich, Germany.
    51. Francesco Bogliacino & Marco Vivarelli, 2012. "The Job Creation Effect Of R&D Expenditures," Australian Economic Papers, Wiley Blackwell, vol. 51(2), pages 96-113, June.
    52. Hale Utar, 2018. "Workers beneath the Floodgates: Low-Wage Import Competition and Workers’ Adjustment," The Review of Economics and Statistics, MIT Press, vol. 100(4), pages 631-647, October.
    53. Laura Barbieri & Mariacristina Piva & Marco Vivarelli, 2019. "R&D, embodied technological change, and employment: evidence from Italian microdata," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 28(1), pages 203-218.
    54. Dolton, Peter & Vignoles, Anna, 2000. "The incidence and effects of overeducation in the U.K. graduate labour market," Economics of Education Review, Elsevier, vol. 19(2), pages 179-198, April.
    55. 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.
    56. Matthias Weiss & Alfred Garloff, 2009. "Skill-biased technological change and endogenous benefits: the dynamics of unemployment and wage inequality," Applied Economics, Taylor & Francis Journals, vol. 43(7), pages 811-821.
    57. 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.
    58. Boll, Christina & Leppin, Julian & Rossen, Anja & Wolf, André, 2016. "Overeducation - New evidence for 25 European countries," IAB-Discussion Paper 201635, Institut für Arbeitsmarkt- und Berufsforschung (IAB), Nürnberg [Institute for Employment Research, Nuremberg, Germany].
    59. Getinet Haile & Ilina Srour & Marco Vivarelli, 2017. "Imported technology and manufacturing employment in Ethiopia," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 7(1), pages 1-23, April.
    60. 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.
    61. Cirillo, Valeria & Evangelista, Rinaldo & Guarascio, Dario & Sostero, Matteo, 2021. "Digitalization, routineness and employment: An exploration on Italian task-based data," Research Policy, Elsevier, vol. 50(7).
    62. Maarten Goos & Alan Manning & Anna Salomons, 2014. "Explaining Job Polarization: Routine-Biased Technological Change and Offshoring," American Economic Review, American Economic Association, vol. 104(8), pages 2509-2526, August.
    63. Guy Michaels & Ashwini Natraj & John Van Reenen, 2014. "Has ICT Polarized Skill Demand? Evidence from Eleven Countries over Twenty-Five Years," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 60-77, March.
    64. Atalay, Enghin & Phongthiengtham, Phai & Sotelo, Sebastian & Tannenbaum, Daniel, 2018. "New technologies and the labor market," Journal of Monetary Economics, Elsevier, vol. 97(C), pages 48-67.
    65. 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.
    66. Evangelista, Rinaldo & Savona, Maria, 2003. "Innovation, employment and skills in services. Firm and sectoral evidence," Structural Change and Economic Dynamics, Elsevier, vol. 14(4), pages 449-474, December.
    67. Alan S. Blinder, 1973. "Wage Discrimination: Reduced Form and Structural Estimates," Journal of Human Resources, University of Wisconsin Press, vol. 8(4), pages 436-455.
    68. Arntz, Melanie & Gregory, Terry & Zierahn, Ulrich, 2017. "Revisiting the risk of automation," Economics Letters, Elsevier, vol. 159(C), pages 157-160.
    69. Atkinson, A B, 2008. "The Changing Distribution of Earnings in OECD Countries," OUP Catalogue, Oxford University Press, number 9780199532438, December.
    70. Neves, Pedro Cunha & Afonso, Óscar & Sequeira, Tiago Neves, 2018. "Population growth and the wage skill premium," Economic Modelling, Elsevier, vol. 68(C), pages 435-449.
    71. Sergio Destefanis & Giuseppe Mastromatteo, 2015. "The OECD Beveridge Curve: technological progress, globalisation and institutional factors," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 5(1), pages 151-172, June.
    72. Valeria Cirillo, 2014. "Patterns of innovation and wage distribution. Do “innovative firms” pay higher wages? Evidence from Chile," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 4(2), pages 181-206, December.
    73. Gaetano Basso, 2020. "The Evolution of the Occupational Structure in Italy, 2007–2017," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 152(2), pages 673-704, November.
    74. Stephan Kampelmann & François Rycx, 2013. "The Dynamics Of Task-Biased Technological Change :The Case Of Occupations," Brussels Economic Review, ULB -- Universite Libre de Bruxelles, vol. 56(2), pages 113-142.
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    1. Caselli, Mauro & Fracasso, Andrea & Traverso, Silvio, 2021. "Robots and risk of COVID-19 workplace contagion: Evidence from Italy," Technological Forecasting and Social Change, Elsevier, vol. 173(C).
    2. Mauro Caselli & Andrea Fracasso & Arianna Marcolin & Sergio Scicchitano, 2023. "The reassuring effect of firms' technological innovations on workers' job insecurity," International Journal of Manpower, Emerald Group Publishing Limited, vol. 45(4), pages 754-778, October.
    3. Giorgio Gnecco & Sara Landi & Massimo Riccaboni, 2024. "The emergence of social soft skill needs in the post COVID-19 era," Quality & Quantity: International Journal of Methodology, Springer, vol. 58(1), pages 647-680, February.
    4. Liliana Cuccu & Vicente Royuela & Sergio Scicchitano, 2023. ""Navigating the Precarious Path: Understanding the Dualisation of the Italian Labour Market through the Lens of Involuntary Part-Time Employment"," IREA Working Papers 202314, University of Barcelona, Research Institute of Applied Economics, revised Oct 2023.
    5. Mauro Caselli & Andrea Fracasso & Arianna Marcolin & Sergio Scicchitano, 2023. "Technological Innovations and Workers’ Job Insecurity: The Moderating Role of Firm Strategies," CESifo Working Paper Series 10673, CESifo.

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    More about this item

    Keywords

    Blinder/Oaxaca; Counterfactual distribution; Italy; Non-parametric methodology; Quantile regression; Routine; Semi-parametric methodology; Wage inequality;
    All these keywords.

    JEL classification:

    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • J82 - Labor and Demographic Economics - - Labor Standards - - - Labor Force Composition
    • C14 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General - - - Semiparametric and Nonparametric Methods: General

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