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Asymmetry and heterogeneity in inter-industry productivity spillovers

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  • Bairy, Gaurav Gopal
  • Raj, Prateek
  • Yayavaram, Sai

Abstract

Productivity spillovers between firms are frequently viewed as an important source of firm productivity enhancement. In this study, we focus on vertically linked inter-industry spillovers and examine their two key characteristics: asymmetry between forward (upstream) and backward (downstream) spillovers and heterogeneity among firms in leveraging such spillovers. We estimate productivity of Indian firms using firm-level data and use Input-Output tables to identify vertical linkages at the industry level. Our findings show that productivity spillovers from upstream industries benefit all firms whereas spillovers from downstream industries primarily benefit productive firms. Furthermore, the impact of forward spillovers is higher for firms operating in less competitive industries and lower for foreign firms. These heterogeneous spillover effects are likely to slow convergence in firm productivity, providing additional justification for the persistence of firm-level differences in productivity levels.

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  • Bairy, Gaurav Gopal & Raj, Prateek & Yayavaram, Sai, 2025. "Asymmetry and heterogeneity in inter-industry productivity spillovers," Working Papers 360, The University of Chicago Booth School of Business, George J. Stigler Center for the Study of the Economy and the State.
  • Handle: RePEc:zbw:cbscwp:324651
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    1. Cindy Cunningham & Lucia Foster & Cheryl Grim & John Haltiwanger & Sabrina Wulff Pabilonia & Jay Stewart & Zoltan Wolf, 2023. "Dispersion in Dispersion: Measuring Establishment‐Level Differences in Productivity," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 69(4), pages 999-1032, December.
    2. Rafael A. Corredoira & Lori Rosenkopf, 2010. "Should auld acquaintance be forgot? the reverse transfer of knowledge through mobility ties," Strategic Management Journal, Wiley Blackwell, vol. 31(2), pages 159-181, February.
    3. Nicholas Bloom & John Van Reenen, 2007. "Measuring and Explaining Management Practices Across Firms and Countries," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 122(4), pages 1351-1408.
    4. Chad Syverson, 2011. "What Determines Productivity?," Journal of Economic Literature, American Economic Association, vol. 49(2), pages 326-365, June.
    5. Machado, José A.F. & Santos Silva, J.M.C., 2019. "Quantiles via moments," Journal of Econometrics, Elsevier, vol. 213(1), pages 145-173.
    6. Nicholas Bloom & Mark Schankerman & John Van Reenen, 2013. "Identifying Technology Spillovers and Product Market Rivalry," Econometrica, Econometric Society, vol. 81(4), pages 1347-1393, July.
    7. Wolfgang Keller & Stephen R. Yeaple, 2009. "Multinational Enterprises, International Trade, and Productivity Growth: Firm-Level Evidence from the United States," The Review of Economics and Statistics, MIT Press, vol. 91(4), pages 821-831, November.
    8. Argote, L. & Epple, D., 1990. "Learning Curves In Manufacturing," GSIA Working Papers 89-90-02, Carnegie Mellon University, Tepper School of Business.
    9. Gustavo Crespi & Chiara Criscuolo & Jonathan Haskel & Matthew Slaughter, 2007. "Productivity Growth, Knowledge Flows and Spillovers," CEP Discussion Papers dp0785, Centre for Economic Performance, LSE.
    10. Kee, Hiau Looi, 2015. "Local intermediate inputs and the shared supplier spillovers of foreign direct investment," Journal of Development Economics, Elsevier, vol. 112(C), pages 56-71.
    11. Mansfield, Edwin, 1985. "How Rapidly Does New Industrial Technology Leak Out?," Journal of Industrial Economics, Wiley Blackwell, vol. 34(2), pages 217-223, December.
    12. Marcel Bogers & Ann-Kristin Zobel & Allan Afuah & Esteve Almirall & Sabine Brunswicker & Linus Dahlander & Lars Frederiksen & Annabelle Gawer & Marc Gruber & Stefan Haefliger & John Hagedoorn & Dennis, 2017. "The open innovation research landscape: established perspectives and emerging themes across different levels of analysis," Industry and Innovation, Taylor & Francis Journals, vol. 24(1), pages 8-40, January.
    13. Zeng, Rong & Grøgaard, Birgitte & Steel, Piers, 2018. "Complements or substitutes? A meta-analysis of the role of integration mechanisms for knowledge transfer in the MNE network," Journal of World Business, Elsevier, vol. 53(4), pages 415-432.
    14. Blalock, Garrick & Gertler, Paul J., 2009. "How firm capabilities affect who benefits from foreign technology," Journal of Development Economics, Elsevier, vol. 90(2), pages 192-199, November.
    15. Hötte, Kerstin, 2023. "Demand-pull, technology-push, and the direction of technological change," Research Policy, Elsevier, vol. 52(5).
    16. Nicholas Bloom & John Van Reenen, 2010. "Why Do Management Practices Differ across Firms and Countries?," Journal of Economic Perspectives, American Economic Association, vol. 24(1), pages 203-224, Winter.
    17. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    18. Daniel A. Ackerberg & Kevin Caves & Garth Frazer, 2015. "Identification Properties of Recent Production Function Estimators," Econometrica, Econometric Society, vol. 83, pages 2411-2451, November.
    19. Ioannis Bournakis & Sotiris Papaioannou & Marina Papanastassiou, 2022. "Multinationals and domestic total factor productivity: Competition effects, knowledge spillovers and foreign ownership," The World Economy, Wiley Blackwell, vol. 45(12), pages 3715-3750, December.
    20. Yang, Jinyu & Zhang, Wenqing & Zhao, Xiande, 2024. "How can suppliers strategically involve downstream manufacturers in research and development collaboration? A knowledge spillover perspective," European Journal of Operational Research, Elsevier, vol. 314(1), pages 122-135.
    21. Sharat Ganapati, 2021. "Growing Oligopolies, Prices, Output, and Productivity," American Economic Journal: Microeconomics, American Economic Association, vol. 13(3), pages 309-327, August.
    22. Da Teng & Chengchun Li & Sailesh Tanna, 2022. "Foreign ownership and productivity in Chinese newly listed firms: the moderating roles of founder’s human capital and social ties," Asia Pacific Journal of Management, Springer, vol. 39(3), pages 1125-1159, September.
    23. Peter J. Lane & Michael Lubatkin, 1998. "Relative absorptive capacity and interorganizational learning," Post-Print hal-02311860, HAL.
    24. Massimo Del Gatto & Adriana Di Liberto & Carmelo Petraglia, 2011. "Measuring Productivity," Journal of Economic Surveys, Wiley Blackwell, vol. 25(5), pages 952-1008, December.
    25. Beata Smarzynska Javorcik, 2004. "Does Foreign Direct Investment Increase the Productivity of Domestic Firms? In Search of Spillovers Through Backward Linkages," American Economic Review, American Economic Association, vol. 94(3), pages 605-627, June.
    26. Robert Gibbons & Rebecca Henderson, 2012. "Relational Contracts and Organizational Capabilities," Organization Science, INFORMS, vol. 23(5), pages 1350-1364, October.
    27. Liang, Feng Helen, 2017. "Does foreign direct investment improve the productivity of domestic firms? Technology spillovers, industry linkages, and firm capabilities," Research Policy, Elsevier, vol. 46(1), pages 138-159.
    28. Edward Wolff, 1997. "Spillovers, Linkages and Technical Change," Economic Systems Research, Taylor & Francis Journals, vol. 9(1), pages 9-23.
    29. Ugur, Mehmet & Churchill, Sefa Awaworyi & Luong, Hoang M., 2020. "What do we know about R&D spillovers and productivity? Meta-analysis evidence on heterogeneity and statistical power," Research Policy, Elsevier, vol. 49(1).
    30. Ahamed, M. Mostak & Luintel, Kul B. & Mallick, Sushanta K., 2023. "Does local knowledge spillover matter for firm productivity? The role of financial access and corporate governance," Research Policy, Elsevier, vol. 52(8).
    31. Isaksson, Olov H.D. & Simeth, Markus & Seifert, Ralf W., 2016. "Knowledge spillovers in the supply chain: Evidence from the high tech sectors," Research Policy, Elsevier, vol. 45(3), pages 699-706.
    32. Bill McEvily & Alfred Marcus, 2005. "Embedded ties and the acquisition of competitive capabilities," Strategic Management Journal, Wiley Blackwell, vol. 26(11), pages 1033-1055, November.
    33. Howitt, Peter & Aghion, Philippe, 1998. "Capital Accumulation and Innovation as Complementary Factors in Long-Run Growth," Journal of Economic Growth, Springer, vol. 3(2), pages 111-130, June.
    34. Nguyen, Thi Xuan Thu & Diez, Javier Revilla, 2019. "Less than expected—The minor role of foreign firms in upgrading domestic suppliers—The case of Vietnam," Research Policy, Elsevier, vol. 48(6), pages 1573-1585.
    35. Jaffe, Adam B, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits, and Market Value," American Economic Review, American Economic Association, vol. 76(5), pages 984-1001, December.
    36. Daron Acemoglu & Vasco M. Carvalho & Asuman Ozdaglar & Alireza Tahbaz‐Salehi, 2012. "The Network Origins of Aggregate Fluctuations," Econometrica, Econometric Society, vol. 80(5), pages 1977-2016, September.
    37. Todo, Yasuyuki & Matous, Petr & Inoue, Hiroyasu, 2016. "The strength of long ties and the weakness of strong ties: Knowledge diffusion through supply chain networks," Research Policy, Elsevier, vol. 45(9), pages 1890-1906.
    38. Nonnis, Alberto & Bounfour, Ahmed & Kim, Keungoui, 2023. "Knowledge spillovers and intangible complementarities: Empirical case of European countries," Research Policy, Elsevier, vol. 52(1).
    39. Daron Acemoglu & David Autor & Christina Patterson, 2024. "Bottlenecks: Sectoral Imbalances and the US Productivity Slowdown," NBER Macroeconomics Annual, University of Chicago Press, vol. 38(1), pages 153-207.
    40. Matthew Backus, 2020. "Why Is Productivity Correlated With Competition?," Econometrica, Econometric Society, vol. 88(6), pages 2415-2444, November.
    41. Ascani, Andrea & Gagliardi, Luisa, 2020. "Asymmetric spillover effects from MNE investment," Journal of World Business, Elsevier, vol. 55(6).
    42. Dana Minbaeva & Torben Pedersen & Ingmar Björkman & Carl F Fey & Hyeon Jeong Park, 2014. "MNC knowledge transfer, subsidiary absorptive capacity and HRM," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(1), pages 38-51, January.
    43. Juan Alcácer & Wilbur Chung, 2007. "Location Strategies and Knowledge Spillovers," Management Science, INFORMS, vol. 53(5), pages 760-776, May.
    44. Ricardo A. López & Jens Südekum, 2009. "Vertical Industry Relations, Spillovers, And Productivity: Evidence From Chilean Plants," Journal of Regional Science, Wiley Blackwell, vol. 49(4), pages 721-747, October.
    45. Petia Topalova & Amit Khandelwal, 2011. "Trade Liberalization and Firm Productivity: The Case of India," The Review of Economics and Statistics, MIT Press, vol. 93(3), pages 995-1009, August.
    46. Luiz F. Mesquita & Jaideep Anand & Thomas H. Brush, 2008. "Comparing the resource‐based and relational views: knowledge transfer and spillover in vertical alliances," Strategic Management Journal, Wiley Blackwell, vol. 29(9), pages 913-941, September.
    47. Dietmar Harhoff, 1996. "Strategic Spillovers and Incentives for Research and Development," Management Science, INFORMS, vol. 42(6), pages 907-925, June.
    48. Arora, Ashish & Fosfuri, Andrea & Gambardella, Alfonso, 2001. "Specialized technology suppliers, international spillovers and investment: evidence from the chemical industry," Journal of Development Economics, Elsevier, vol. 65(1), pages 31-54, June.
    49. Alex Eapen, 2012. "Social structure and technology spillovers from foreign to domestic firms," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(3), pages 244-263, April.
    50. Marvin B. Lieberman, 1987. "The learning curve, diffusion, and competitive strategy," Strategic Management Journal, Wiley Blackwell, vol. 8(5), pages 441-452, September.
    51. Pankaj Ghemawat & A. Michael Spence, 1985. "Learning Curve Spillovers and Market Performance," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 100(Supplemen), pages 839-852.
    52. Dana B Minbaeva & Torben Pedersen & Ingmar Björkman & Carl F Fey, 2014. "A retrospective on: MNC knowledge transfer, subsidiary absorptive capacity, and HRM," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(1), pages 52-62, January.
    53. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
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