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R& D investments, outsourcing and non-neutral productivity growth

Author

Listed:
  • Bee Yan Aw

    (The Pennsylvania State University)

  • Yi Lee

    (National Tsing Hua University)

Abstract

In this paper we use data on Taiwanese electronics firms to analyze the impacts of firm R& D investments and the number of affiliates in a model with non-neutral technical change. We estimate capital-augmenting productivity from the relative labor demand function while labor-augmenting productivity is estimated from the value-added production function. The empirical results indicate that R& D investments have a large and positive effect on labor-augmenting productivity while an increase in the number of affiliates increases the capital relative to labor-augmenting productivity. These labor and capital efficiency estimates are used to understand the empirical regularities that we observe about the factor-intensities employed by Taiwanese electronics firms in the cross-section as well as over time. In the cross-section, the higher capital-intensity of larger firms reflects an underlying pattern of more rapid increase in labor productivity relative to capital productivity. In the time series, the decline in the overall capital-labor ratio in the industry reflects an opposing pattern of more rapid growth in capital productivity compared to labor productivity.

Suggested Citation

  • Bee Yan Aw & Yi Lee, 2025. "R& D investments, outsourcing and non-neutral productivity growth," Journal of Productivity Analysis, Springer, vol. 63(2), pages 199-218, April.
  • Handle: RePEc:kap:jproda:v:63:y:2025:i:2:d:10.1007_s11123-024-00744-0
    DOI: 10.1007/s11123-024-00744-0
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    References listed on IDEAS

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    1. David S. Lee & Justin McCrary & Marcelo J. Moreira & Jack Porter, 2022. "Valid t-Ratio Inference for IV," American Economic Review, American Economic Association, vol. 112(10), pages 3260-3290, October.
    2. Bernard, Andrew & Fort, Teresa & Smeets, Valerie & Warzynski, Frederic, 2020. "Heterogeneous Globalization: Offshoring and Reorganization," CEPR Discussion Papers 14485, C.E.P.R. Discussion Papers.
    3. Esther Ann Bøler & Andreas Moxnes & Karen Helene Ulltveit-Moe, 2015. "R&D, International Sourcing, and the Joint Impact on Firm Performance," American Economic Review, American Economic Association, vol. 105(12), pages 3704-3739, December.
    4. Ulrich Doraszelski & Jordi Jaumandreu, 2018. "Measuring the Bias of Technological Change," Journal of Political Economy, University of Chicago Press, vol. 126(3), pages 1027-1084.
    5. Richard Blundell & Stephen Bond, 2000. "GMM Estimation with persistent panel data: an application to production functions," Econometric Reviews, Taylor & Francis Journals, vol. 19(3), pages 321-340.
    6. Christopher F. Baum & Hans Lööf & Andreas Stephan & Ingrid Viklund‐Ros, 2022. "The impact of offshoring on technical change: Evidence from Swedish manufacturing firms," Review of International Economics, Wiley Blackwell, vol. 30(3), pages 796-818, August.
    7. Marc J. Melitz & Sašo Polanec, 2015. "Dynamic Olley-Pakes productivity decomposition with entry and exit," RAND Journal of Economics, RAND Corporation, vol. 46(2), pages 362-375, June.
    8. Zhang, Hongsong, 2019. "Non-neutral technology, firm heterogeneity, and labor demand," Journal of Development Economics, Elsevier, vol. 140(C), pages 145-168.
    9. Andrew B. Bernard & J. Bradford Jensen & Stephen J. Redding & Peter K. Schott, 2007. "Firms in International Trade," Journal of Economic Perspectives, American Economic Association, vol. 21(3), pages 105-130, Summer.
    10. Daron Acemoglu & Gino Gancia & Fabrizio Zilibotti, 2015. "Offshoring and Directed Technical Change," American Economic Journal: Macroeconomics, American Economic Association, vol. 7(3), pages 84-122, July.
    11. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    12. Devesh R. Raval, 2019. "The micro elasticity of substitution and non‐neutral technology," RAND Journal of Economics, RAND Corporation, vol. 50(1), pages 147-167, March.
    13. Emir Malikov & Shunan Zhao & Jingfang Zhang, 2024. "A System Approach to Structural Identification of Production Functions with Multi-Dimensional Productivity," Advances in Econometrics, in: Essays in Honor of Subal Kumbhakar, volume 46, pages 211-263, Emerald Group Publishing Limited.
    14. Sun, Chang, 2020. "Multinational production with non-neutral technologies," Journal of International Economics, Elsevier, vol. 123(C).
    15. Akhmetova, Zhanar & Ferguson, Shon, 2015. "Offshoring, Total Factor Productivity and Skill-Biased Technological Change," Working Paper Series 1074, Research Institute of Industrial Economics.
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    More about this item

    Keywords

    Non-neutral productivity; Innovation; Outsourcing;
    All these keywords.

    JEL classification:

    • O32 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Management of Technological Innovation and R&D
    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business

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