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Agribusiness diversification and technological innovation efficiency: A U‐shaped relationship

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  • Zhiwen Su
  • Mingyu Zhang
  • Jianjun Sun
  • Wenbing Wu

Abstract

In recent years, agribusiness firms have increasingly diversified their product portfolio and expanded into new business areas through internal growth or acquisition, which can lead to the reallocation of innovation resources. This study examines the impact of agribusiness diversification (AD) on technological innovation efficiency (TIE) in China. Based on an 8‐year longitudinal dataset of 101 Chinese listed agribusiness firms from 2012 to 2019, this study applies the Tobit regression technique to reveal the underlying mechanism between AD and TIE. The empirical results show that: (1) the AD‐TIE relationship follows a U‐shaped pattern, that is, at low levels of AD, the AD‐TIE relationship is negative; at high levels of AD, the AD‐TIE relationship is positive. (2) government subsidies (GS) negatively moderate the U‐shaped relationship between AD and TIE, such that GS flattens the U‐shaped curve. Our findings have important implications for agribusiness managers and public policymakers. [EconLit citations: H25, L25, Q16].

Suggested Citation

  • Zhiwen Su & Mingyu Zhang & Jianjun Sun & Wenbing Wu, 2023. "Agribusiness diversification and technological innovation efficiency: A U‐shaped relationship," Agribusiness, John Wiley & Sons, Ltd., vol. 39(2), pages 322-346, March.
  • Handle: RePEc:wly:agribz:v:39:y:2023:i:2:p:322-346
    DOI: 10.1002/agr.21785
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    as
    1. Xi He, 2012. "Two Sides of a Coin: Endogenous and Exogenous Effects of Corporate Diversification on Firm Value," International Review of Finance, International Review of Finance Ltd., vol. 12(4), pages 375-397, December.
    2. Alfredo M. Bobillo & J.A. Rodríguez‐Sanz & F. Tejerina‐Gaite, 2018. "Corporate governance drivers of firm innovation capacity," Review of International Economics, Wiley Blackwell, vol. 26(3), pages 721-741, August.
    3. Williamson, Oliver E, 1979. "Transaction-Cost Economics: The Governance of Contractural Relations," Journal of Law and Economics, University of Chicago Press, vol. 22(2), pages 233-261, October.
    4. Lu, Jun & Wang, Wei, 2018. "Managerial conservatism, board independence and corporate innovation," Journal of Corporate Finance, Elsevier, vol. 48(C), pages 1-16.
    5. Jacquemin, Alexis P & Berry, Charles H, 1979. "Entropy Measure of Diversification and Corporate Growth," Journal of Industrial Economics, Wiley Blackwell, vol. 27(4), pages 359-369, June.
    6. Harper, Joel T. & Iyer, Subramanian Rama & Nejadmalayeri, Ali, 2017. "Diversification discount and investor sentiment," The North American Journal of Economics and Finance, Elsevier, vol. 42(C), pages 218-236.
    7. Saed Alizamir & Foad Iravani & Hamed Mamani, 2019. "An Analysis of Price vs. Revenue Protection: Government Subsidies in the Agriculture Industry," Management Science, INFORMS, vol. 65(1), pages 32-49, January.
    8. Zoltán J. Ács & Pontus Braunerhjelm & David B. Audretsch & Bo Carlsson, 2015. "The knowledge spillover theory of entrepreneurship," Chapters, in: Global Entrepreneurship, Institutions and Incentives, chapter 7, pages 129-144, Edward Elgar Publishing.
    9. Rong, Zhao & Wu, Xiaokai & Boeing, Philipp, 2017. "The effect of institutional ownership on firm innovation: Evidence from Chinese listed firms," Research Policy, Elsevier, vol. 46(9), pages 1533-1551.
    10. Shou-Min Tsao & Guang-Zheng Chen, 2012. "The impact of internationalization on performance and innovation: The moderating effects of ownership concentration," Asia Pacific Journal of Management, Springer, vol. 29(3), pages 617-642, September.
    11. German, Laura A. & Bonanno, Anya M. & Foster, Laura Catherine & Cotula, Lorenzo, 2020. "“Inclusive business” in agriculture: Evidence from the evolution of agricultural value chains," World Development, Elsevier, vol. 134(C).
    12. Wenhao Tan & Shuangli Yu & Zhenpeng Ma, 2018. "The Impact of Business Groups on Investment Efficiency: Does Capital Allocation Matter?," Emerging Markets Finance and Trade, Taylor & Francis Journals, vol. 54(15), pages 3539-3551, December.
    13. Peter G. Klein & Robert Wuebker, 2020. "Corporate diversification and innovation: Managerial myopia or inefficient internal capital markets?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 41(8), pages 1403-1416, December.
    14. Siran Fang & Xiaoshan Xue & Ge Yin & Hong Fang & Jialin Li & Yongnian Zhang, 2020. "Evaluation and Improvement of Technological Innovation Efficiency of New Energy Vehicle Enterprises in China Based on DEA-Tobit Model," Sustainability, MDPI, vol. 12(18), pages 1-22, September.
    15. Jo Thori Lind & Halvor Mehlum, 2010. "With or Without U? The Appropriate Test for a U‐Shaped Relationship," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 72(1), pages 109-118, February.
    16. Holcombe, Randall G. (Холкомб, Рэндалл Дж.), 2015. "A Theory of the Theory of Public Goods [Теория Происхождения Теории Общественных Благ]," Ekonomicheskaya Politika / Economic Policy, Russian Presidential Academy of National Economy and Public Administration, vol. 4, pages 196-207.
    17. Nastis, Stefanos A. & Papanagiotou, Evangelos & Zamanidis, Savvas, 2012. "Productive Efficiency of Subsidized Organic Alfalfa Farms," Journal of Agricultural and Resource Economics, Western Agricultural Economics Association, vol. 37(2), pages 1-9, August.
    18. Jayson L. Lusk & Darren Hudson, 2004. "Willingness-to-Pay Estimates and Their Relevance to Agribusiness Decision Making," Review of Agricultural Economics, Agricultural and Applied Economics Association, vol. 26(2), pages 152-169.
    19. Zhong, Meirui & Huang, Gangli & He, Ruifang, 2022. "The technological innovation efficiency of China's lithium-ion battery listed enterprises: Evidence from a three-stage DEA model and micro-data," Energy, Elsevier, vol. 246(C).
    20. Hyun-Han Shin & René M. Stulz, 1998. "Are Internal capital Markets Efficient?," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 113(2), pages 531-552.
    21. Meng Liu & Yun Liu & Yongliang Zhao, 2021. "Environmental Compliance and Enterprise Innovation: Empirical Evidence from Chinese Manufacturing Enterprises," IJERPH, MDPI, vol. 18(4), pages 1-18, February.
    22. Li Wang & Fei Xing & Yishan Yu & Yunhao Dai, 2021. "Does severe air pollution affect firm innovation: evidence from China," Applied Economics Letters, Taylor & Francis Journals, vol. 28(7), pages 551-558, April.
    23. Xin Xiang, 2021. "How does the internal capital market influence R&D spending? New evidence," International Journal of Emerging Markets, Emerald Group Publishing Limited, vol. 18(4), pages 886-907, May.
    24. Komarek, Adam M. & De Pinto, Alessandro & Smith, Vincent H., 2020. "A review of types of risks in agriculture: What we know and what we need to know," Agricultural Systems, Elsevier, vol. 178(C).
    25. Venkat Kuppuswamy & Belén Villalonga, 2016. "Does Diversification Create Value in the Presence of External Financing Constraints? Evidence from the 2007–2009 Financial Crisis," Management Science, INFORMS, vol. 62(4), pages 905-923, April.
    26. Ren Ze & Zhan Kun & Francis Boadu & Liu Yu, 2018. "The Effects of Boundary-Spanning Search, Network Ties, and Absorptive Capacity for Innovation: A Moderated Mediation Examination," Sustainability, MDPI, vol. 10(11), pages 1-18, October.
    27. Lei Chen & Rangan Gupta & Zinnia Mukherjee & Peter Wanke, 2016. "Technical efficiency of Connecticut Long Island Sound lobster fishery: a nonparametric approach to aggregate frontier analysis," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 81(3), pages 1533-1548, April.
    28. Nawaf Al-Maskati & André J. Bate & Gurmeet S. Bhabra & Robert Faff, 2015. "Diversification, corporate governance and firm value in small markets: evidence from New Zealand," Accounting and Finance, Accounting and Finance Association of Australia and New Zealand, vol. 55(3), pages 627-657, September.
    29. Walter Vesperi & Anna Maria Melina & Marzia Ventura & Raffaella Coppolino & Rocco Reina, 2021. "Organizing knowledge transfer between university and agribusiness firms," Systems Research and Behavioral Science, Wiley Blackwell, vol. 38(3), pages 321-329, May.
    30. Espinosa-Méndez, Christian & Jara-Bertín, Mauricio & Maquieira, Carlos, 2018. "The influence of family and pyramidal ownership on corporate diversification in Chile," The North American Journal of Economics and Finance, Elsevier, vol. 43(C), pages 158-168.
    31. Léopold Simar & Paul W. Wilson, 1998. "Sensitivity Analysis of Efficiency Scores: How to Bootstrap in Nonparametric Frontier Models," Management Science, INFORMS, vol. 44(1), pages 49-61, January.
    32. Arkadiy V. Sakhartov, 2017. "Economies of Scope, Resource Relatedness, and the Dynamics of Corporate Diversification," Strategic Management Journal, Wiley Blackwell, vol. 38(11), pages 2168-2188, November.
    33. Amar Gande & Kose John & Vinay B. Nair & Lemma W. Senbet, 2020. "Taxes, institutions, and innovation: Theory and international evidence," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 51(9), pages 1413-1442, December.
    34. W. Cooper & Shanling Li & L. Seiford & Kaoru Tone & R. Thrall & J. Zhu, 2001. "Sensitivity and Stability Analysis in DEA: Some Recent Developments," Journal of Productivity Analysis, Springer, vol. 15(3), pages 217-246, May.
    35. Hai-Yun Ren & Ching-Chi Hsu & Gen-Fu Feng & Jing Jia & Wei-Che Tsai, 2021. "The impacts of internal capital allocation efficiency on R&D investments: evidence from China," Applied Economics Letters, Taylor & Francis Journals, vol. 28(14), pages 1195-1201, August.
    36. William P. Wan, 2005. "Country Resource Environments, Firm Capabilities, and Corporate Diversification Strategies," Journal of Management Studies, Wiley Blackwell, vol. 42(1), pages 161-182, January.
    37. Babakholov Sherzod & Kyung-Ryang Kim & Sang Hyeon Lee, 2018. "Agricultural Transition and Technical Efficiency: An Empirical Analysis of Wheat-Cultivating Farms in Samarkand Region, Uzbekistan," Sustainability, MDPI, vol. 10(9), pages 1-11, September.
    38. Chongwoo Choe & Tania Dey & Vinod Mishra, 2014. "Corporate diversification, executive compensation and firm value: Evidence from Australia," Australian Journal of Management, Australian School of Business, vol. 39(3), pages 395-414, August.
    39. Wei-Kang Wang & Irene Wei Kiong Ting & Kuo-Cheng Kuo & Qian Long Kweh & Yan-Heng Lin, 2018. "Corporate diversification and efficiency: evidence from Taiwanese top 100 manufacturing firms," Operational Research, Springer, vol. 18(1), pages 187-203, April.
    40. Tetteh, Iuliia & Spaulding, Aslihan & Ptukhina, Marina, 2021. "Understanding the job-hopping syndrome among millennial employees in the U.S. food and agribusiness sector: a national survey," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 24(1).
    41. Kafouros, Mario & Aliyev, Murod & Krammer, Sorin M.S., 2021. "Do firms profit from patent litigation? The contingent roles of diversification and intangible assets," Research Policy, Elsevier, vol. 50(6).
    42. Im, Hyun Joong & Shon, Janghoon, 2019. "The effect of technological imitation on corporate innovation: Evidence from US patent data," Research Policy, Elsevier, vol. 48(9), pages 1-1.
    43. Kaifeng Duan & Changcheng Zhang & Junqiang Li & Rui Zhang & Yanwei Zhang, 2020. "Boundary-Spanning Search for Knowledge, Knowledge Reconstruction and the Sustainable Innovation Ability of Agricultural Enterprises: A Chinese Perspective," Agriculture, MDPI, vol. 10(2), pages 1-13, February.
    44. Ali, Jabir & Reed, Michael R. & Saghaian, Sayed H., 2021. "Determinants of product innovation in food and agribusiness small and medium enterprises: evidence from enterprise survey data of India," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 24(5), May.
    45. Zhimin Song & Na Zhang, 2020. "Research on Green Innovation Efficiency of ListedChinese Energy Companies Based on Triple Bottom Line," Complexity, Hindawi, vol. 2020, pages 1-15, October.
    46. Teece, David J., 1980. "Economies of scope and the scope of the enterprise," Journal of Economic Behavior & Organization, Elsevier, vol. 1(3), pages 223-247, September.
    47. Gao, Wenlian & Chou, Julia, 2015. "Innovation efficiency, global diversification, and firm value," Journal of Corporate Finance, Elsevier, vol. 30(C), pages 278-298.
    48. Liu, Dayong & Chen, Tong & Liu, Xiaoyang & Yu, Yongze, 2019. "Do more subsidies promote greater innovation? Evidence from the Chinese electronic manufacturing industry," Economic Modelling, Elsevier, vol. 80(C), pages 441-452.
    49. Jeffrey M. Wooldridge, 2015. "Control Function Methods in Applied Econometrics," Journal of Human Resources, University of Wisconsin Press, vol. 50(2), pages 420-445.
    50. Lee, Hsui-Yu & Liu, Chi-Fang & Lin, Chien-Ho, 2020. "Intellectual capital for green accounting in agribusiness," International Food and Agribusiness Management Review, International Food and Agribusiness Management Association, vol. 23(5), March.
    51. Niron Hashai, 2015. "Within-industry diversification and firm performance—an S-shaped hypothesis," Strategic Management Journal, Wiley Blackwell, vol. 36(9), pages 1378-1400, September.
    52. Jaeho Choi & Anoop Menon & Haris Tabakovic, 2021. "Using machine learning to revisit the diversification–performance relationship," Strategic Management Journal, Wiley Blackwell, vol. 42(9), pages 1632-1661, September.
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