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The paradox analysis and functional mechanism between R&D efficiency and transformation effect: Evidence from key universities in China

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  • Meng, Qiaoyu
  • Li, Yi
  • Cao, Qinwei

Abstract

To elucidate the paradox between high R&D efficiency and low transformation effect in China, we exploit this setting via two-stage DEA approach to calculate knowledge production efficiency (KPE) and knowledge transformation effect (KTE) at different stages and under different motivations. Using panel data of key universities in China, we conduct empirical analysis with the Fractional Logit model and find that: (1) The innovation motivation, which is the distinction between quantity-orientation and quality-orientation, is the root cause of this paradox; (2) The paradox can be alleviated by government stimulation by providing targeted financial support to high-quality research; (3) Within the imperfect regional market environment and system, the government has greater sway over Chinese research universities than the market does, but both have a limited impact on promoting the conversion of high-quality research results into actual productivity. Our study challenges the conventional wisdom that efficiency and effectiveness have a positive relationship and supports the critical role that research motivations play at different stages of the innovation value chain. It also adds to the body of knowledge on goal-setting theory and the innovation value chain.

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  • Meng, Qiaoyu & Li, Yi & Cao, Qinwei, 2024. "The paradox analysis and functional mechanism between R&D efficiency and transformation effect: Evidence from key universities in China," Technovation, Elsevier, vol. 130(C).
    • Handle: RePEc:eee:techno:v:130:y:2024:i:c:s0166497223002456
    DOI: 10.1016/j.technovation.2023.102934
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    as
    1. Friedman, Joseph & Silberman, Jonathan, 2003. "University Technology Transfer: Do Incentives, Management, and Location Matter?," The Journal of Technology Transfer, Springer, vol. 28(1), pages 17-30, January.
    2. Qingxian An & Zongrun Wang & Ali Emrouznejad & Qingyuan Zhu & Xiaohong Chen, 2019. "Efficiency evaluation of parallel interdependent processes systems: an application to Chinese 985 Project universities," International Journal of Production Research, Taylor & Francis Journals, vol. 57(17), pages 5387-5399, September.
    3. Siegel, Donald S. & Waldman, David & Link, Albert, 2003. "Assessing the impact of organizational practices on the relative productivity of university technology transfer offices: an exploratory study," Research Policy, Elsevier, vol. 32(1), pages 27-48, January.
    4. Jeremy Foltz & Bradford Barham & Jean-Paul Chavas & Kwansoo Kim, 2012. "Efficiency and technological change at US research universities," Journal of Productivity Analysis, Springer, vol. 37(2), pages 171-186, April.
    5. Sharon Belenzon & Mark Schankerman, 2009. "University Knowledge Transfer: Private Ownership, Incentives, and Local Development Objectives," Journal of Law and Economics, University of Chicago Press, vol. 52(1), pages 111-144, February.
    6. Markman, Gideon D. & Gianiodis, Peter T. & Phan, Phillip H. & Balkin, David B., 2005. "Innovation speed: Transferring university technology to market," Research Policy, Elsevier, vol. 34(7), pages 1058-1075, September.
    7. Qinghua Xia & Qinwei Cao & Manqing Tan, 2020. "Basic research intensity and diversified performance: the moderating role of government support intensity," Scientometrics, Springer;Akadémiai Kiadó, vol. 125(1), pages 577-605, October.
    8. Rebecca Henderson & Adam B. Jaffe & Manuel Trajtenberg, 1998. "Universities As A Source Of Commercial Technology: A Detailed Analysis Of University Patenting, 1965-1988," The Review of Economics and Statistics, MIT Press, vol. 80(1), pages 119-127, February.
    9. Hong Gong & Shan Peng, 2018. "Effects of patent policy on innovation outputs and commercialization: evidence from universities in China," Scientometrics, Springer;Akadémiai Kiadó, vol. 117(2), pages 687-703, November.
    10. Guan, Jiancheng & Chen, Kaihua, 2012. "Modeling the relative efficiency of national innovation systems," Research Policy, Elsevier, vol. 41(1), pages 102-115.
    11. Charles Eesley & Jian Bai Li & Delin Yang, 2016. "Does Institutional Change in Universities Influence High-Tech Entrepreneurship? Evidence from China’s Project 985," Organization Science, INFORMS, vol. 27(2), pages 446-461, April.
    12. Jeongsik Lee & Eric Stuen, 2016. "University reputation and technology commercialization: evidence from nanoscale science," The Journal of Technology Transfer, Springer, vol. 41(3), pages 586-609, June.
    13. Johnes, Jill & Yu, Li, 2008. "Measuring the research performance of Chinese higher education institutions using data envelopment analysis," China Economic Review, Elsevier, vol. 19(4), pages 679-696, December.
    14. Charnes, A. & Cooper, W. W. & Rhodes, E., 1978. "Measuring the efficiency of decision making units," European Journal of Operational Research, Elsevier, vol. 2(6), pages 429-444, November.
    15. Lee, Boon L. & Worthington, Andrew C., 2016. "A network DEA quantity and quality-orientated production model: An application to Australian university research services," Omega, Elsevier, vol. 60(C), pages 26-33.
    16. de Rassenfosse, Gaétan, 2013. "Do firms face a trade-off between the quantity and the quality of their inventions?," Research Policy, Elsevier, vol. 42(5), pages 1072-1079.
    17. Hu, Albert G.Z. & Zhang, Peng & Zhao, Lijing, 2017. "China as number one? Evidence from China's most recent patenting surge," Journal of Development Economics, Elsevier, vol. 124(C), pages 107-119.
    18. Mingting Kou & Yi Zhang & Yu Zhang & Kaihua Chen & Jiancheng Guan & Senmao Xia, 2020. "Does gender structure influence R&D efficiency? A regional perspective," Scientometrics, Springer;Akadémiai Kiadó, vol. 122(1), pages 477-501, January.
    19. Conor O'Kane & Vincent Mangematin & Will Geoghegan & Ciara Fitzgerald, 2015. "University Technology Transfer offices : the search for identity to build legimacy," Post-Print hal-01072998, HAL.
    20. Tina C. Ambos & Kristiina Mäkelä & Julian Birkinshaw & Pablo D'Este, 2008. "When Does University Research Get Commercialized? Creating Ambidexterity in Research Institutions," Journal of Management Studies, Wiley Blackwell, vol. 45(8), pages 1424-1447, December.
    21. Eva M. de la Torre & Tommaso Agasisti & Carmen Perez-Esparrells, 2017. "The relevance of knowledge transfer for universities’ efficiency scores: an empirical approximation on the Spanish public higher education system," Research Evaluation, Oxford University Press, vol. 26(3), pages 211-229.
    22. Qinwei Cao, 2020. "Contradiction between input and output of Chinese scientific research: a multidimensional analysis," Scientometrics, Springer;Akadémiai Kiadó, vol. 123(1), pages 451-485, April.
    23. Shibin Sheng & Kevin Zheng Zhou & L. Lessassy, 2013. "NPD speed vs. innovativeness: The contingent impact of institutional and market environments," Post-Print halshs-00862665, HAL.
    24. Manuel Salas-Velasco, 2020. "Measuring and explaining the production efficiency of Spanish universities using a non-parametric approach and a bootstrapped-truncated regression," Scientometrics, Springer;Akadémiai Kiadó, vol. 122(2), pages 825-846, February.
    25. Markus A. Kirchberger & Larissa Pohl, 2016. "Technology commercialization: a literature review of success factors and antecedents across different contexts," The Journal of Technology Transfer, Springer, vol. 41(5), pages 1077-1112, October.
    26. Jeffrey M Wooldridge, 2010. "Econometric Analysis of Cross Section and Panel Data," MIT Press Books, The MIT Press, edition 2, volume 1, number 0262232588, April.
    27. Hsu, David W.L. & Shen, Yung-Chi & Yuan, Benjamin J.C. & Chou, Chiyan James, 2015. "Toward successful commercialization of university technology: Performance drivers of university technology transfer in Taiwan," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 25-39.
    28. Kim, Yee Kyoung & Lee, Keun & Park, Walter G. & Choo, Kineung, 2012. "Appropriate intellectual property protection and economic growth in countries at different levels of development," Research Policy, Elsevier, vol. 41(2), pages 358-375.
    29. Fisch, Christian & Sandner, Philipp & Regner, Lukas, 2017. "The value of Chinese patents: An empirical investigation of citation lags," China Economic Review, Elsevier, vol. 45(C), pages 22-34.
    30. Wang, Eric C., 2007. "R&D efficiency and economic performance: A cross-country analysis using the stochastic frontier approach," Journal of Policy Modeling, Elsevier, vol. 29(2), pages 345-360.
    31. Hewitt-Dundas, Nola, 2012. "Research intensity and knowledge transfer activity in UK universities," Research Policy, Elsevier, vol. 41(2), pages 262-275.
    32. Alessandro Muscio, 2010. "What drives the university use of technology transfer offices? Evidence from Italy," The Journal of Technology Transfer, Springer, vol. 35(2), pages 181-202, April.
    33. Soares, Thiago J. & Torkomian, Ana L.V., 2021. "TTO's staff and technology transfer: Examining the effect of employees' individual capabilities," Technovation, Elsevier, vol. 102(C).
    34. Hua Cheng & Zhiying Zhang & Qing Huang & Zhongju Liao, 2020. "The effect of university–industry collaboration policy on universities’ knowledge innovation and achievements transformation: based on innovation chain," The Journal of Technology Transfer, Springer, vol. 45(2), pages 522-543, April.
    35. Sheng, Shibin & Zhou, Kevin Zheng & Lessassy, Leopold, 2013. "NPD speed vs. innovativeness: The contingent impact of institutional and market environments," Journal of Business Research, Elsevier, vol. 66(11), pages 2355-2362.
    36. Donald S. Siegel & Reinhilde Veugelers & Mike Wright, 2007. "Technology transfer offices and commercialization of university intellectual property: performance and policy implications," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 23(4), pages 640-660, Winter.
    37. Jerry G. Thursby & Marie C. Thursby, 2002. "Who Is Selling the Ivory Tower? Sources of Growth in University Licensing," Management Science, INFORMS, vol. 48(1), pages 90-104, January.
    38. Wolszczak-Derlacz, Joanna, 2017. "An evaluation and explanation of (in)efficiency in higher education institutions in Europe and the U.S. with the application of two-stage semi-parametric DEA," Research Policy, Elsevier, vol. 46(9), pages 1595-1605.
    39. Caldera, Aida & Debande, Olivier, 2010. "Performance of Spanish universities in technology transfer: An empirical analysis," Research Policy, Elsevier, vol. 39(9), pages 1160-1173, November.
    40. Papke, Leslie E & Wooldridge, Jeffrey M, 1996. "Econometric Methods for Fractional Response Variables with an Application to 401(K) Plan Participation Rates," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 11(6), pages 619-632, Nov.-Dec..
    41. Herberholz, Lars & Wigger, Berthold U., 2021. "Efficiency of European universities: A comparison of peers," Research Policy, Elsevier, vol. 50(9).
    42. Chunjuan Luan & Chunyan Zhou & Aiyun Liu, 2010. "Patent strategy in Chinese universities: a comparative perspective," Scientometrics, Springer;Akadémiai Kiadó, vol. 84(1), pages 53-63, July.
    43. Calogero Guccio & Marco Ferdinando Martorana & Isidoro Mazza, 2016. "Efficiency assessment and convergence in teaching and research in Italian public universities," Scientometrics, Springer;Akadémiai Kiadó, vol. 107(3), pages 1063-1094, June.
    44. Cao, Qinwei & Li, Yi & Peng, Huatao, 2023. "From university basic research to firm innovation: diffusion mechanism and boundary conditions under a U-shaped relationship," Technovation, Elsevier, vol. 123(C).
    45. Abramo, Giovanni & Cicero, Tindaro & D’Angelo, Ciriaco Andrea, 2011. "A field-standardized application of DEA to national-scale research assessment of universities," Journal of Informetrics, Elsevier, vol. 5(4), pages 618-628.
    46. Shamohammadi, Mehdi & Oh, Dong-hyun, 2019. "Measuring the efficiency changes of private universities of Korea: A two-stage network data envelopment analysis," Technological Forecasting and Social Change, Elsevier, vol. 148(C).
    47. Christian Fisch & Joern Block & Philipp Sandner, 2016. "Chinese university patents: quantity, quality, and the role of subsidy programs," The Journal of Technology Transfer, Springer, vol. 41(1), pages 60-84, February.
    48. Shan, Peng & Song, Michael & Ju, Xiaofeng, 2016. "Entrepreneurial orientation and performance: Is innovation speed a missing link?," Journal of Business Research, Elsevier, vol. 69(2), pages 683-690.
    49. Jiancheng Guan & Kairui Zuo, 2014. "A cross-country comparison of innovation efficiency," Scientometrics, Springer;Akadémiai Kiadó, vol. 100(2), pages 541-575, August.
    50. Qinwei Cao & Peng Xie & Meng Jiao & Wanchun Duan, 2021. "The larger scientific and technological human scale, the better innovation effect? Evidence from key universities in China," Scientometrics, Springer;Akadémiai Kiadó, vol. 126(7), pages 5623-5649, July.
    51. Xionghe Qin & Debin Du & Mei-Po Kwan, 2019. "Spatial spillovers and value chain spillovers: evaluating regional R&D efficiency and its spillover effects in China," Scientometrics, Springer;Akadémiai Kiadó, vol. 119(2), pages 721-747, May.
    52. Zhang, Han & Patton, Donald & Kenney, Martin, 2013. "Building global-class universities: Assessing the impact of the 985 Project," Research Policy, Elsevier, vol. 42(3), pages 765-775.
    53. Mouzas, Stefanos, 2006. "Efficiency versus effectiveness in business networks," Journal of Business Research, Elsevier, vol. 59(10-11), pages 1124-1132, October.
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