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Non-neutral technology, firm heterogeneity, and labor demand

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  • Zhang, Hongsong

Abstract

In firm-level panel data, labor share exhibits large cross-sectional differences and a declining trend over time. This study examines the role of non-Hicks neutral technology differences across firms and over time in explaining these patterns. The non-Hicks neutral technology allows for differential factor-augmenting efficiencies for capital, labor, and material, and it has direct implications on labor shares. Estimated using firm-level production data and variation in input prices, evidence from the Chinese steel industry affirms the large heterogeneity of the non-Hicks neutral technology across firms, and its change over time is also highly non-Hicks neutral toward saving labor. The non-Hicks neutral technology explains over 50 percent of the 5.01-percentage points decline in labor share in the sample period, mainly due to the evolution of heterogeneous non-Hicks neutral technology and the resulting reallocation effect.

Suggested Citation

  • Zhang, Hongsong, 2019. "Non-neutral technology, firm heterogeneity, and labor demand," Journal of Development Economics, Elsevier, vol. 140(C), pages 145-168.
  • Handle: RePEc:eee:deveco:v:140:y:2019:i:c:p:145-168
    DOI: 10.1016/j.jdeveco.2019.06.001
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    as
    1. Bee Yan Aw & Mark J. Roberts & Daniel Yi Xu, 2011. "R&D Investment, Exporting, and Productivity Dynamics," American Economic Review, American Economic Association, vol. 101(4), pages 1312-1344, June.
    2. Jan De Loecker, 2011. "Product Differentiation, Multiproduct Firms, and Estimating the Impact of Trade Liberalization on Productivity," Econometrica, Econometric Society, vol. 79(5), pages 1407-1451, September.
    3. Jan De Loecker & Pinelopi K. Goldberg & Amit K. Khandelwal & Nina Pavcnik, 2016. "Prices, Markups, and Trade Reform," Econometrica, Econometric Society, vol. 84, pages 445-510, March.
    4. Brent Neiman, 2014. "The Global Decline of the Labor Share," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 129(1), pages 61-103.
    5. Robert Z. Lawrence, 2015. "Recent Declines in Labor's Share in US Income: A Preliminary Neoclassical Account," Working Paper Series WP15-10, Peterson Institute for International Economics.
    6. Thomas Piketty & Gabriel Zucman, 2014. "Capital is Back: Wealth-Income Ratios in Rich Countries 1700–2010," The Quarterly Journal of Economics, Oxford University Press, vol. 129(3), pages 1255-1310.
    7. Paul L. E. Grieco & Shengyu Li & Hongsong Zhang, 2016. "Production Function Estimation With Unobserved Input Price Dispersion," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 57, pages 665-690, May.
    8. Allan Collard-Wexler & Jan De Loecker, 2015. "Reallocation and Technology: Evidence from the US Steel Industry," American Economic Review, American Economic Association, vol. 105(1), pages 131-171, January.
    9. Ezra Oberfield & Devesh Raval, 2021. "Micro Data and Macro Technology," Econometrica, Econometric Society, vol. 89(2), pages 703-732, March.
    10. Diamond, Peter & McFadden, Daniel & Rodriguez, Miguel, 1978. "Measurement of the Elasticity of Factor Substitution and Bias of Technical Change," Histoy of Economic Thought Chapters, in: Fuss, Melvyn & McFadden, Daniel (ed.),Production Economics: A Dual Approach to Theory and Applications, volume 2, chapter 5, McMaster University Archive for the History of Economic Thought.
    11. Dale W. Jorgenson, 1966. "The Embodiment Hypothesis," Journal of Political Economy, University of Chicago Press, vol. 74, pages 1-1.
    12. van de Klundert, T.C.M.J. & David, P.A., 1965. "Biased Efficiency Growth and Capital-Labor Substitution in the U.S., 1899-1960Biased Efficiency Growth and Capital-Labor Substitution in the U.S., 1899-1960," Other publications TiSEM 049dd3c3-8689-4ac6-9e72-7, Tilburg University, School of Economics and Management.
    13. 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.
    14. Jan De Loecker & Frederic Warzynski, 2012. "Markups and Firm-Level Export Status," American Economic Review, American Economic Association, vol. 102(6), pages 2437-2471, October.
    15. Jin, Hui & Jorgenson, Dale W., 2010. "Econometric modeling of technical change," Journal of Econometrics, Elsevier, vol. 157(2), pages 205-219, August.
    16. 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.
    17. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    18. Piyabha Kongsamut & Sergio Rebelo & Danyang Xie, 2001. "Beyond Balanced Growth," Review of Economic Studies, Oxford University Press, vol. 68(4), pages 869-882.
    19. Mr. Sergio Rebelo & Ms. Piyabha Kongsamut & Danyang Xie, 2001. "Beyond Balanced Growth," IMF Working Papers 2001/085, International Monetary Fund.
    20. Dennis Epple & Brett Gordon & Holger Sieg, 2010. "A New Approach to Estimating the Production Function for Housing," American Economic Review, American Economic Association, vol. 100(3), pages 905-924, June.
    21. L. Rachel Ngai & Christopher A. Pissarides, 2007. "Structural Change in a Multisector Model of Growth," American Economic Review, American Economic Association, vol. 97(1), pages 429-443, March.
    22. Daron Acemoglu, 2002. "Directed Technical Change," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 69(4), pages 781-809.
    23. Daron Acemoglu & Veronica Guerrieri, 2008. "Capital Deepening and Nonbalanced Economic Growth," Journal of Political Economy, University of Chicago Press, vol. 116(3), pages 467-498, June.
    24. Gregory Mankiw, 1995. "The Growth of Nations," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 26(1, 25th A), pages 275-326.
    25. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    26. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2012. "Creative accounting or creative destruction? Firm-level productivity growth in Chinese manufacturing," Journal of Development Economics, Elsevier, vol. 97(2), pages 339-351.
    27. Matthias Kehrig & Nicolas Vincent, 0. "The Micro-Level Anatomy of the Labor Share Decline," The Quarterly Journal of Economics, Oxford University Press, vol. 136(2), pages 1031-1087.
    28. Robert S. Chirinko & Steven M. Fazzari & Andrew P. Meyer, 2011. "A New Approach to Estimating Production Function Parameters: The Elusive Capital--Labor Substitution Elasticity," Journal of Business & Economic Statistics, Taylor & Francis Journals, vol. 29(4), pages 587-594, October.
    29. Jan De Loecker & Jan Eeckhout & Gabriel Unger, 2020. "The Rise of Market Power and the Macroeconomic Implications [“Econometric Tools for Analyzing Market Outcomes”]," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 135(2), pages 561-644.
    30. Barry Naughton, 2007. "The Chinese Economy: Transitions and Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262640643, December.
    31. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    32. Kalt, Joseph P, 1978. "Technological Change and Factor Substitution in the United States: 1929-1967," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 19(3), pages 761-775, October.
    33. Matthias Kehrig & Nicolas Vincent, 2017. "Growing Productivity without Growing Wages: The Micro-Level Anatomy of the Aggregate Labor Share Decline," CESifo Working Paper Series 6454, CESifo.
    34. Rodriguez Francisco & Jayadev Arjun, 2013. "The Declining Labor Share of Income," Journal of Globalization and Development, De Gruyter, vol. 3(2), pages 1-18, March.
    35. Brandt, Loren & Van Biesebroeck, Johannes & Zhang, Yifan, 2014. "Challenges of working with the Chinese NBS firm-level data," China Economic Review, Elsevier, vol. 30(C), pages 339-352.
    36. Ann Harrison, 2022. "Has Globalization Eroded Labor’s Share? Some Cross-Country Evidence," World Scientific Book Chapters, in: Globalization, Firms, and Workers, chapter 5, pages 89-135, World Scientific Publishing Co. Pte. Ltd..
    37. Guido W. Imbens & Whitney K. Newey, 2009. "Identification and Estimation of Triangular Simultaneous Equations Models Without Additivity," Econometrica, Econometric Society, vol. 77(5), pages 1481-1512, September.
    38. Miguel A. León-Ledesma & Peter McAdam & Alpo Willman, 2010. "Identifying the Elasticity of Substitution with Biased Technical Change," American Economic Review, American Economic Association, vol. 100(4), pages 1330-1357, September.
    39. Zhang, Hongsong, 2017. "Static and dynamic gains from costly importing of intermediate inputs: Evidence from Colombia," European Economic Review, Elsevier, vol. 91(C), pages 118-145.
    40. Jan De Loecker & Pinelopi K. Goldberg & Amit K. Khandelwal & Nina Pavcnik, 2016. "Prices, Markups, and Trade Reform," Econometrica, Econometric Society, vol. 84, pages 445-510, March.
    41. anonymous, 1995. "Moderate growth expected for the nation, Southeast in 1996," Regional Update, Federal Reserve Bank of Atlanta, issue Oct, pages 1-4.
    42. Robert C. Feenstra & Zhiyuan Li & Miaojie Yu, 2014. "Exports and Credit Constraints under Incomplete Information: Theory and Evidence from China," The Review of Economics and Statistics, MIT Press, vol. 96(4), pages 729-744, October.
    43. Oliver J. Blanchard, 1997. "The Medium Run," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 28(2), pages 89-158.
    44. Rainer Klump & Peter McAdam & Alpo Willman, 2007. "Factor Substitution and Factor-Augmenting Technical Progress in the United States: A Normalized Supply-Side System Approach," The Review of Economics and Statistics, MIT Press, vol. 89(1), pages 183-192, February.
    45. Torgovitsky, Alexander, 2017. "Minimum distance from independence estimation of nonseparable instrumental variables models," Journal of Econometrics, Elsevier, vol. 199(1), pages 35-48.
    46. W. Walker Hanlon, 2015. "Necessity Is the Mother of Invention: Input Supplies and Directed Technical Change," Econometrica, Econometric Society, vol. 83, pages 67-100, January.
    47. Johannes van Biesebroeck, 2003. "Productivity Dynamics with Technology Choice: An Application to Automobile Assembly," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(1), pages 167-198.
    48. Ulrich Doraszelski & Jordi Jaumandreu, 2013. "R&D and Productivity: Estimating Endogenous Productivity," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 80(4), pages 1338-1383.
    49. Sato, Ryuzo, 1970. "The Estimation of Biased Technical Progress and the Production Function," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 11(2), pages 179-208, June.
    50. repec:pri:cepsud:231deloecker is not listed on IDEAS
    51. Chirinko, Robert S. & Fazzari, Steven M. & Meyer, Andrew P., 2011. "A New Approach to Estimating Production Function Parameters: The Elusive Capital–Labor Substitution Elasticity," Journal of Business & Economic Statistics, American Statistical Association, vol. 29(4), pages 587-594.
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    3. Shoki Kusaka & Tetsuji Okazaki & Ken Onishi & Naoki Wakamori, 2022. "The Decline of Labor Share and New Technology Diffusion: Implications forMarkups andMonopsony Power," CIRJE F-Series CIRJE-F-1208, CIRJE, Faculty of Economics, University of Tokyo.
    4. Ka Kei Gary Wong & Min Qiang Zhao, 2023. "Induced innovation and its impact on productivity growth in China: a latent variable approach," Empirical Economics, Springer, vol. 65(1), pages 371-399, July.
    5. Qizheng Gao & Jianqing Zhang & Guo Chen, 2023. "Firm heterogeneity, biased technological change, and total factor productivity: Evidence from China," Journal of Productivity Analysis, Springer, vol. 60(2), pages 147-177, October.
    6. Raval, Devesh, 2023. "A flexible cost share approach to markup estimation," Economics Letters, Elsevier, vol. 230(C).
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    8. Emir Malikov & Shunan Zhao & Jingfang Zhang, 2023. "A System Approach to Structural Identification of Production Functions with Multi-Dimensional Productivity," Papers 2302.13429, arXiv.org.

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    More about this item

    Keywords

    Declining labor share; Labor share heterogeneity; Non-Hicks neutral technology; Firm heterogeneity; Chinese steel industry;
    All these keywords.

    JEL classification:

    • D24 - Microeconomics - - Production and Organizations - - - Production; Cost; Capital; Capital, Total Factor, and Multifactor Productivity; Capacity
    • O33 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - Technological Change: Choices and Consequences; Diffusion Processes
    • D33 - Microeconomics - - Distribution - - - Factor Income Distribution
    • E25 - Macroeconomics and Monetary Economics - - Consumption, Saving, Production, Employment, and Investment - - - Aggregate Factor Income Distribution

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