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Patents, Pay and People: How Innovation Reshapes the Workforce

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  • Çiğdem Ekiz
  • Eren Gürer
  • Erol Taymaz

Abstract

We examine how innovation shapes firm-level workforce dynamics using rich administrative data from Türkiye, a developing economy characterized by medium-technology, incremental innovation. We find that patent-based innovation increases both firm size and average daily wages, with the largest employment gains among workers earning just above the median wage. To uncover the mechanisms behind these outcomes, we construct worker transition matrices. Relative to comparable non-innovative firms, innovative firms (i) retain incumbent workers at higher rates, particularly at the top of the wage distribution, (ii) promote retained workers into higher wage bins more frequently, and (iii) hire more new workers, disproportionately into higher wage bins. Finally, occupational composition analysis shows that employment growth is concentrated among technical and production occupations, consistent with the medium-technology, incremental nature of innovation in our sample.

Suggested Citation

  • Çiğdem Ekiz & Eren Gürer & Erol Taymaz, 2026. "Patents, Pay and People: How Innovation Reshapes the Workforce," CESifo Working Paper Series 12986, CESifo.
  • Handle: RePEc:ces:ceswps:_12986
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    1. Patrick Kline & Neviana Petkova & Heidi Williams & Owen Zidar, 2019. "Who Profits from Patents? Rent-Sharing at Innovative Firms," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1343-1404.
    2. Van Reenen, John, 1997. "Employment and Technological Innovation: Evidence from U.K. Manufacturing Firms," Journal of Labor Economics, University of Chicago Press, vol. 15(2), pages 255-284, April.
    3. Lachenmaier, Stefan & Rottmann, Horst, 2011. "Effects of innovation on employment: A dynamic panel analysis," International Journal of Industrial Organization, Elsevier, vol. 29(2), pages 210-220, March.
    4. Florent Bordot, 2022. "Artificial Intelligence, Robots and Unemployment: Evidence from OECD Countries," Journal of Innovation Economics, De Boeck Université, vol. 0(1), pages 117-138.
    5. Doruk Cengiz & Arindrajit Dube & Attila Lindner & Ben Zipperer, 2019. "The Effect of Minimum Wages on Low-Wage Jobs," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 134(3), pages 1405-1454.
    6. Leonid Kogan & Dimitris Papanikolaou & Amit Seru & Noah Stoffman, 2017. "Technological Innovation, Resource Allocation, and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 132(2), pages 665-712.
    7. John Van Reenen, 1996. "The Creation and Capture of Rents: Wages and Innovation in a Panel of U. K. Companies," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 111(1), pages 195-226.
    8. Francesco Bogliacino & Dario Guarascio & Valeria Cirillo, 2018. "The dynamics of profits and wages: technology, offshoring and demand," Industry and Innovation, Taylor & Francis Journals, vol. 25(8), pages 778-808, September.
    9. Mario Pianta & Massimiliano Tancioni, 2008. "Innovations, wages, and profits," Journal of Post Keynesian Economics, Taylor & Francis Journals, vol. 31(1), pages 101-123, September.
    10. Kirill Borusyak & Xavier Jaravel & Jann Spiess, 2024. "Revisiting Event-Study Designs: Robust and Efficient Estimation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 91(6), pages 3253-3285.
    11. Aghion, Philippe & Bergeaud, Antonin Jean Jacob & Blundell, Richard & Griffith, Rachel, 2019. "The innovation premium to soft skills in low-skilled occupations," LSE Research Online Documents on Economics 103452, London School of Economics and Political Science, LSE Library.
    12. 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.
    13. Domini, Giacomo & Grazzi, Marco & Moschella, Daniele & Treibich, Tania, 2021. "Threats and opportunities in the digital era: Automation spikes and employment dynamics," Research Policy, Elsevier, vol. 50(7).
    14. Desyllas, Panos & Hughes, Alan, 2010. "Do high technology acquirers become more innovative?," Research Policy, Elsevier, vol. 39(8), pages 1105-1121, October.
    15. Cirera, Xavier & Martins-Neto, Antonio Soares, 2023. "Do innovative firms pay higher wages? Micro-level evidence from Brazil," Research Policy, Elsevier, vol. 52(1).
    16. Victoria Castillo & Alessandro Maffioli & Sofía Rojo & Rodolfo Stucchi, 2014. "The effect of innovation policy on SMEs’ employment and wages in Argentina," Small Business Economics, Springer, vol. 42(2), pages 387-406, February.
    17. Jiafeng Chen & Jonathan Roth, 2024. "Logs with Zeros? Some Problems and Solutions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 139(2), pages 891-936.
    18. Leonid Kogan & Dimitris Papanikolaou & Lawrence D.W. Schmidt & Bryan Seegmiller, 2023. "Technology and Labor Displacement: Evidence from Linking Patents with Worker-Level Data," NBER Working Papers 31846, National Bureau of Economic Research, Inc.
    19. Domini, Giacomo & Grazzi, Marco & Moschella, Daniele & Treibich, Tania, 2022. "For whom the bell tolls: The firm-level effects of automation on wage and gender inequality," Research Policy, Elsevier, vol. 51(7).
    20. repec:fth:harver:1473 is not listed on IDEAS
    21. Renato de Castro Garcia & Veneziano Araujo & Sarah Ferreira, 2026. "How R&D grant size affects innovation in small firms," Small Business Economics, Springer, vol. 67(3), pages 1947-1973, October.
    22. Grinza, Elena & Quatraro, Francesco, 2019. "Workers’ replacements and firms’ innovation dynamics: New evidence from Italian matched longitudinal data," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    23. Alam, Afroza & Diegmann, André, 2026. "Patents, firm rents, and worker compensation: Causal evidence from quasi-random patent allocation," IWH Discussion Papers 6/2026, Halle Institute for Economic Research (IWH).
    24. Afroza Alam & André Diegmann, 2026. "Patents, Firm Rents, and Worker Compensation: Causal Evidence from Quasi-Random Patent Allocation," CESifo Working Paper Series 12666, CESifo.
    25. Daron Acemoglu & Pascual Restrepo, 2020. "Robots and Jobs: Evidence from US Labor Markets," Journal of Political Economy, University of Chicago Press, vol. 128(6), pages 2188-2244.
    26. Alam, Afroza & Diegmann, André, 2026. "Patents, firm rents, and worker compensation: Causal evidence from quasi-random patent allocation," ZEW Discussion Papers 26-022, ZEW - Leibniz Centre for European Economic Research.
    27. Harrison, Rupert & Jaumandreu, Jordi & Mairesse, Jacques & Peters, Bettina, 2014. "Does innovation stimulate employment? A firm-level analysis using comparable micro-data from four European countries," International Journal of Industrial Organization, Elsevier, vol. 35(C), pages 29-43.
    28. Wolfgang Dauth & Sebastian Findeisen & Jens Suedekum & Nicole Woessner, 2021. "The Adjustment of Labor Markets to Robots [“Skills, Tasks and Technologies: Implications for Employment and Earnings]," Journal of the European Economic Association, European Economic Association, vol. 19(6), pages 3104-3153.
    29. Elena Meschi & Erol Taymaz & Marco Vivarelli, 2016. "Globalization, technological change and labor demand: a firm-level analysis for Turkey," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 152(4), pages 655-680, November.
    30. Van Roy, Vincent & Vértesy, Dániel & Vivarelli, Marco, 2018. "Technology and employment: Mass unemployment or job creation? Empirical evidence from European patenting firms," Research Policy, Elsevier, vol. 47(9), pages 1762-1776.
    31. Callaway, Brantly & Sant’Anna, Pedro H.C., 2021. "Difference-in-Differences with multiple time periods," Journal of Econometrics, Elsevier, vol. 225(2), pages 200-230.
    32. 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.
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    Keywords

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    JEL classification:

    • J21 - Labor and Demographic Economics - - Demand and Supply of Labor - - - Labor Force and Employment, Size, and Structure
    • J31 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Wage Level and Structure; Wage Differentials
    • O31 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Innovation and Invention: Processes and Incentives

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