IDEAS home Printed from https://ideas.repec.org/a/eee/tefoso/v169y2021ics0040162521002298.html
   My bibliography  Save this article

Influencing mechanism of reverse knowledge spillover on investment enterprises’ technological progress: An empirical examination of Chinese firms

Author

Listed:
  • Hu, Feng
  • Xi, Xun
  • Zhang, Yueyue

Abstract

The effect of reverse knowledge spillover on the technological progress of investment enterprises has been a hot research area internationally, but its mechanism has not yet been revealed. This study investigated the influencing mechanism of reverse knowledge spillover on investment enterprises’ technological progress. The knowledge structure theory was adopted to interpret reverse knowledge spillover from three perspectives—breadth, depth, and intensity—to build a theoretical model. The hypotheses were verified using empirical data from China's listed manufacturing enterprises. The findings revealed that the breadth and depth of reverse knowledge spillover can help promote the technological progress of investment enterprises, which is subject to positive regulation of the intensity of the former. At the early stages of reverse knowledge spillover, the effect of its depth on the technological progress of the investing firm is greater than that of its breadth, and vice versa in later stages. Our work extends the knowledge structure theory to the study of reverse knowledge spillover and fills the gap in the literature on dynamic knowledge structure. This study is also the first to identify the correlation and differences between knowledge depth and intensity.

Suggested Citation

  • Hu, Feng & Xi, Xun & Zhang, Yueyue, 2021. "Influencing mechanism of reverse knowledge spillover on investment enterprises’ technological progress: An empirical examination of Chinese firms," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
  • Handle: RePEc:eee:tefoso:v:169:y:2021:i:c:s0040162521002298
    DOI: 10.1016/j.techfore.2021.120797
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0040162521002298
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.techfore.2021.120797?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Yao, Meifang & Di, He & Zheng, Xianrong & Xu, Xiaobo, 2018. "Impact of payment technology innovations on the traditional financial industry: A focus on China," Technological Forecasting and Social Change, Elsevier, vol. 135(C), pages 199-207.
    2. Lai, Mingyong & Wang, Hua & Zhu, Shujin, 2009. "Double-edged effects of the technology gap and technology spillovers: Evidence from the Chinese industrial sector," China Economic Review, Elsevier, vol. 20(3), pages 414-424, September.
    3. Nicole Adler & Niron Hashai, 2007. "Knowledge flows and the modelling of the multinational enterprise," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 38(4), pages 639-657, July.
    4. Ernst, Holger, 2001. "Patent applications and subsequent changes of performance: evidence from time-series cross-section analyses on the firm level," Research Policy, Elsevier, vol. 30(1), pages 143-157, January.
    5. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    6. Jeon, Haejun, 2015. "Patent infringement, litigation, and settlement," Economic Modelling, Elsevier, vol. 51(C), pages 99-111.
    7. Elhanan Helpman & Marc J. Melitz & Stephen R. Yeaple, 2004. "Export Versus FDI with Heterogeneous Firms," American Economic Review, American Economic Association, vol. 94(1), pages 300-316, March.
    8. Li, Jian & Strange, Roger & Ning, Lutao & Sutherland, Dylan, 2016. "Outward foreign direct investment and domestic innovation performance: Evidence from China," International Business Review, Elsevier, vol. 25(5), pages 1010-1019.
    9. Kim de Meulenaere & Sophie de Winne & Elise Marescaux & Stijn Vanormelingen, 2019. "The Role of Firm Size and Knowledge Intensity in the Performance Effects of Collective Turnover," Post-Print hal-02509311, HAL.
    10. Nicolai Juul Foss & Torben Pedersen, 2004. "Organizing knowledge processes in the multinational corporation: an introduction," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(5), pages 340-349, September.
    11. Bruno Cirillo & Stefano Brusoni & Giovanni Valentini, 2014. "The Rejuvenation of Inventors Through Corporate Spinouts," Organization Science, INFORMS, vol. 25(6), pages 1764-1784, December.
    12. Paul, Justin & Feliciano-Cestero, María M., 2021. "Five decades of research on foreign direct investment by MNEs: An overview and research agenda," Journal of Business Research, Elsevier, vol. 124(C), pages 800-812.
    13. Görg, Holger & Molana, Hassan & Montagna, Catia, 2009. "Foreign direct investment, tax competition and social expenditure," International Review of Economics & Finance, Elsevier, vol. 18(1), pages 31-37, January.
    14. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    15. Lin, Mi & Kwan, Yum K., 2016. "FDI technology spillovers, geography, and spatial diffusion," International Review of Economics & Finance, Elsevier, vol. 43(C), pages 257-274.
    16. Bernat, Stefan & Karabag, Solmaz Filiz, 2019. "Strategic alignment of technology: Organising for technology upgrading in emerging economy firms," Technological Forecasting and Social Change, Elsevier, vol. 145(C), pages 295-306.
    17. J. Myles Shaver, 1998. "Accounting for Endogeneity When Assessing Strategy Performance: Does Entry Mode Choice Affect FDI Survival?," Management Science, INFORMS, vol. 44(4), pages 571-585, April.
    18. Abdul Wadud & Ben White, 2000. "Farm household efficiency in Bangladesh: a comparison of stochastic frontier and DEA methods," Applied Economics, Taylor & Francis Journals, vol. 32(13), pages 1665-1673.
    19. Wang, Jian-Ye & Blomstrom, Magnus, 1992. "Foreign investment and technology transfer : A simple model," European Economic Review, Elsevier, vol. 36(1), pages 137-155, January.
    20. Yan Zhang & Haiyang Li & Yu Li & Li‐An Zhou, 2010. "FDI spillovers in an emerging market: the role of foreign firms' country origin diversity and domestic firms' absorptive capacity," Strategic Management Journal, Wiley Blackwell, vol. 31(9), pages 969-989, September.
    21. Chen, Victor Zitian & Li, Jing & Shapiro, Daniel M., 2012. "International reverse spillover effects on parent firms: Evidences from emerging-market MNEs in developed markets," European Management Journal, Elsevier, vol. 30(3), pages 204-218.
    22. Battese, G E & Coelli, T J, 1995. "A Model for Technical Inefficiency Effects in a Stochastic Frontier Production Function for Panel Data," Empirical Economics, Springer, vol. 20(2), pages 325-332.
    23. Zhi Shen & Francisco Puig, 2018. "Spatial Dependence of the FDI Entry Mode Decision: Empirical Evidence From Emerging Market Enterprises," Management International Review, Springer, vol. 58(1), pages 171-193, February.
    24. Kafouros, Mario I. & Buckley, Peter J. & Clegg, Jeremy, 2012. "The effects of global knowledge reservoirs on the productivity of multinational enterprises: The role of international depth and breadth," Research Policy, Elsevier, vol. 41(5), pages 848-861.
    25. Kong, Dejing & Zhou, Yuan & Liu, Yufei & Xue, Lan, 2017. "Using the data mining method to assess the innovation gap: A case of industrial robotics in a catching-up country," Technological Forecasting and Social Change, Elsevier, vol. 119(C), pages 80-97.
    26. Hao Chen & Jiadong Pan & Wen Xiao, 2020. "Chinese Outward Foreign Direct Investment and Industrial Upgrading from the Perspective of Differences among Countries," China & World Economy, Institute of World Economics and Politics, Chinese Academy of Social Sciences, vol. 28(3), pages 1-28, May.
    27. Demirbag, Mehmet & Apaydin, Marina & Sahadev, Sunil, 2021. "Micro-foundational dimensions of firm internationalisation as determinants of knowledge management strategy: A case for global strategic partnerships," Technological Forecasting and Social Change, Elsevier, vol. 165(C).
    28. Rosanna Pittiglio & Filippo Reganati, 2016. "Vertical Spillovers from Multinational Enterprises: Does Technological Gap Matter?," Panoeconomicus, Savez ekonomista Vojvodine, Novi Sad, Serbia, vol. 63(3), pages 313-323, June.
    29. Aigner, Dennis & Lovell, C. A. Knox & Schmidt, Peter, 1977. "Formulation and estimation of stochastic frontier production function models," Journal of Econometrics, Elsevier, vol. 6(1), pages 21-37, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Meng, LingYan & Li, Jinshi, 2023. "Efficient natural resource rents and carbon taxes in BRICS green growth," Resources Policy, Elsevier, vol. 86(PA).
    2. Meng, Can & Sousa, Carlos M.P. & Chen, Jieke, 2024. "Unraveling the relationship between innovation performance feedback and outward FDI: Moderating influence of inward FDI spillovers," Journal of Business Research, Elsevier, vol. 181(C).
    3. Lan Guo & Ling Yang, 2023. "The Corporate Economic Influence and Corporate Social Responsibility: Evidence from China," Sustainability, MDPI, vol. 15(13), pages 1-22, July.
    4. Xi, Xun & Xi, Baoxing & Miao, Chenglin & Yu, Rongjian & Xie, Jie & Xiang, Rong & Hu, Feng, 2022. "Factors influencing technological innovation efficiency in the Chinese video game industry: Applying the meta-frontier approach," Technological Forecasting and Social Change, Elsevier, vol. 178(C).
    5. Lin, Boqiang & Ma, Ruiyang, 2022. "Green technology innovations, urban innovation environment and CO2 emission reduction in China: Fresh evidence from a partially linear functional-coefficient panel model," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    6. Luqman, Muhammad & Mugheri, Adil & Ahmad, Najid & Soytas, Ugur, 2023. "Casting shadows on natural resource commodity markets: Unraveling the quantile dilemma of gold and crude oil prices," Resources Policy, Elsevier, vol. 86(PA).
    7. Zhou Liang & Qi Zhang & Weiwei Wu & Xi Liu, 2024. "The synergistic effect of corporate environmental responsibility and technological base on firm performance: From the perspective of knowledge recombination," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 31(5), pages 4384-4397, September.
    8. Jiang, Cuiqing & Zhou, Yiru & Chen, Bo, 2023. "Mining semantic features in patent text for financial distress prediction," Technological Forecasting and Social Change, Elsevier, vol. 190(C).
    9. Tsai, Fu-Sheng & Cabrilo, Sladjana & Chou, Hsin-Hui & Hu, Feng & Tang, Au Due, 2022. "Open innovation and SME performance: The roles of reverse knowledge sharing and stakeholder relationships," Journal of Business Research, Elsevier, vol. 148(C), pages 433-443.
    10. Zhao, Xue & Xie, Chengyuan & Huang, Lu & Wang, Yaru & Han, Tongyun, 2023. "How digitalization promotes the sustainable integration of culture and tourism for economic recovery," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 988-1000.
    11. Feilan Wang & Mengmeng Jin & Jianfeng Li & Yushuo Zhang & Junbo Chen, 2022. "Profound Impact of Economic Openness and Digital Economy towards a Sustainable Development: A New Look at RCEP Economies," Sustainability, MDPI, vol. 14(21), pages 1-21, October.
    12. Shuming Ren & Lianqing Li & Yueqi Han & Yu Hao & Haitao Wu, 2022. "The emerging driving force of inclusive green growth: Does digital economy agglomeration work?," Business Strategy and the Environment, Wiley Blackwell, vol. 31(4), pages 1656-1678, May.
    13. Sha, Zhiping, 2023. "The effect of globalisation, foreign direct investment, and natural resource rent on economic recovery: Evidence from G7 economies," Resources Policy, Elsevier, vol. 82(C).
    14. Wang, Meixia & Wang, Yunxia & Mardani, Abbas, 2023. "Empirical analysis of the influencing factors of knowledge sharing in industrial technology innovation strategic alliances," Journal of Business Research, Elsevier, vol. 157(C).
    15. He, Junming & Iqbal, Wasim & Su, Fangli, 2023. "Nexus between renewable energy investment, green finance, and sustainable development: Role of industrial structure and technical innovations," Renewable Energy, Elsevier, vol. 210(C), pages 715-724.
    16. Sainan Zhao & Yichao Zhang & Huma Iftikhar & Atta Ullah & Jie Mao & Tiantian Wang, 2022. "Dynamic Influence of Digital and Technological Advancement on Sustainable Economic Growth in Belt and Road Initiative (BRI) Countries," Sustainability, MDPI, vol. 14(23), pages 1-16, November.
    17. Zhang, Yongmin & Zhang, Zhenbang & Jin, Hanglin & Tu, Wenjun & Liu, Yingnan, 2024. "Innovation and OFDI along the Belt and Road," Technological Forecasting and Social Change, Elsevier, vol. 200(C).
    18. Li, Lin & Jiang, Hanye & Liu, Meishan & Wu, Qihan, 2023. "Developing a model between trade openness and economic recovery: Panel data analysis for Chinese pilot-regions," Renewable Energy, Elsevier, vol. 217(C).
    19. Lamei, Yin & Zhou, Yue & Shan, Liu, 2023. "Environmental efficiency, climate innovation, and resource rent in Chinaʼs SDGs: Insights from quantile regressions," Resources Policy, Elsevier, vol. 86(PA).
    20. Mohsin, Muhammad & Jamaani, Fouad, 2023. "Unfolding impact of natural resources, economic growth, and energy nexus on the sustainable environment: Guidelines for green finance goals in 10 Asian countries," Resources Policy, Elsevier, vol. 86(PB).
    21. Xie, Biqing & Xie, Bibo, 2024. "Assessing the impact of climate policy on energy security in developed economies," International Review of Economics & Finance, Elsevier, vol. 90(C), pages 265-282.
    22. Chang, Wentao & Yin, Shanminhui & Yu, Mingwen & Teymurova, Vusala & Balabeyova, Narmina, 2023. "Impact of innovation on Corporate Social Responsibility: Evidence from China," Economic Analysis and Policy, Elsevier, vol. 78(C), pages 1185-1194.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Benzaim, Samia & Ftiti, Zied & Khedhaouria, Anis & Djermane, Rebai, 2023. "US foreign investments: Technology transfer, relative backwardness, and the productivity growth of host countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 87(C), pages 275-295.
    2. Wang, Miao & Wong, M. C. Sunny, 2012. "International R&D Transfer and Technical Efficiency: Evidence from Panel Study Using Stochastic Frontier Analysis," World Development, Elsevier, vol. 40(10), pages 1982-1998.
    3. Daniel Solís & Boris E. Bravo‐Ureta & Ricardo E. Quiroga, 2009. "Technical Efficiency among Peasant Farmers Participating in Natural Resource Management Programmes in Central America," Journal of Agricultural Economics, Wiley Blackwell, vol. 60(1), pages 202-219, February.
    4. Li, Linjie & Liu, Xiaming & Yuan, Dong & Yu, Miaojie, 2017. "Does outward FDI generate higher productivity for emerging economy MNEs? – Micro-level evidence from Chinese manufacturing firms," International Business Review, Elsevier, vol. 26(5), pages 839-854.
    5. International Monetary Fund, 2010. "Export Versus FDI in Services," IMF Working Papers 2010/290, International Monetary Fund.
    6. Ascani, Andrea & Bettarelli, Luca & Resmini, Laura & Balland, Pierre-Alexandre, 2020. "Global networks, local specialisation and regional patterns of innovation," Research Policy, Elsevier, vol. 49(8).
    7. Teixeira, Aurora A.C. & Fortuna, Natércia, 2010. "Human capital, R&D, trade, and long-run productivity. Testing the technological absorption hypothesis for the Portuguese economy, 1960-2001," Research Policy, Elsevier, vol. 39(3), pages 335-350, April.
    8. Phu Nguyen-Van & Nguyen To-The, 2016. "Technical efficiency and agricultural policy: evidence from the teaproduction in Vietnam," Review of Agricultural, Food and Environmental Studies, INRA Department of Economics, vol. 97(3), pages 173-184.
    9. Olli-Pekka Kuusela & Maria S. Bowman & Gregory S. Amacher & Richard B. Howarth & Nadine T. Laporte, 2020. "Does infrastructure and resource access matter for technical efficiency? An empirical analysis of fishing and fuelwood collection in Mozambique," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(3), pages 1811-1837, March.
    10. Koirala, Bishwa S. & Bohara, Alok K. & Devkota, Satis & Upadhyaya, Kamal P., 2019. "Community managed hydropower, spillover effect and agricultural productivity: The case of rural Nepal," World Development Perspectives, Elsevier, vol. 13(C), pages 67-74.
    11. Mastromarco Camilla & Laura Serlenga & Yongcheol Shin, 2013. "Globalisation and technological convergence in the EU," Journal of Productivity Analysis, Springer, vol. 40(1), pages 15-29, August.
    12. Bin Ni & Hayato Kato, 2020. "Do vertical spillovers differ by investors’ productivity? Theory and evidence from Vietnam," Review of Development Economics, Wiley Blackwell, vol. 24(3), pages 1046-1072, August.
    13. Radha R. Ashrit, 2023. "Estimation of technical efficiency of Indian farms for major crops during 2013–2014 and 2017–2018: a stochastic Frontier production approach," SN Business & Economics, Springer, vol. 3(2), pages 1-32, February.
    14. Athukorala, Wasantha & Lee, Boon L. & Wilson, Clevo & Fujii, Hidemichi & Managi, Shunsuke, 2023. "Measuring the impact of pesticide exposure on farmers’ health and farm productivity," Economic Analysis and Policy, Elsevier, vol. 77(C), pages 851-862.
    15. Kolasa Marcin, 2008. "How does FDI inflow affect productivity of domestic firms? The role of horizontal and vertical spillovers, absorptive capacity and competition," The Journal of International Trade & Economic Development, Taylor & Francis Journals, vol. 17(1), pages 155-173.
    16. Lee, Eun Su & Liu, Wei & Yang, Jing Yu, 2023. "Neither developed nor emerging: Dual paths for outward FDI and home country innovation in emerged market MNCs," International Business Review, Elsevier, vol. 32(2).
    17. Anik, Asif Reza & Bauer, Siegfried, 2015. "Impact of resource ownership and input market access on Bangladeshi paddy growers’ efficiency," International Journal of Agricultural Management, Institute of Agricultural Management, vol. 4(3), April.
    18. Hai-Dang Nguyen & Thanh Ngo & Tu DQ Le & Huong Ho & Hai T.H. Nguyen, 2019. "The Role of Knowledge in Sustainable Agriculture: Evidence from Rice Farms’ Technical Efficiency in Hanoi, Vietnam," Sustainability, MDPI, vol. 11(9), pages 1-10, April.
    19. Henry, Michael & Kneller, Richard & Milner, Chris, 2009. "Trade, technology transfer and national efficiency in developing countries," European Economic Review, Elsevier, vol. 53(2), pages 237-254, February.
    20. Hong, Jin & Feng, Bing & Wu, Yanrui & Wang, Liangbing, 2016. "Do government grants promote innovation efficiency in China's high-tech industries?," Technovation, Elsevier, vol. 57, pages 4-13.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:tefoso:v:169:y:2021:i:c:s0040162521002298. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.sciencedirect.com/science/journal/00401625 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.