Measuring relative efficiency of government-sponsored R&D projects: A three-stage approach
Without considering differences in operating environment, traditional methods of efficiency evaluation are suffering from external environmental influences. This study presents an alternative approach for assessing the relative efficiency of government-sponsored research and development projects (GSP). A three-stage approach employing data envelopment analysis to evaluate efficiency and Tobit regression to control external variables was applied to 110 projects over 9 years. This study finds that firm size, industry, and ratio of public subsidy on research and development (R&D) budget of recipient firm significantly influences the technical efficiency of GSP in Taiwan. After controlling these external variables, the mean value of technical efficiency in the third stage increases and becomes significantly different to that in the first stage. Most GSPs increase their returns when their projects are scaled up. Furthermore, government policy makers must establish the upper-limit ratio of subsidies on R&D budgets of recipient firms to avoid inefficient use of public funds.
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- Luukkonen, Terttu, 2000. "Additionality of EU framework programmes1," Research Policy, Elsevier, vol. 29(6), pages 711-724, June.
- Richard C. Levin & Alvin K. Klevorick & Richard R. Nelson & Sidney G. Winter, 1987. "Appropriating the Returns from Industrial Research and Development," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 18(3), pages 783-832.
- 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.
- Adam B. Jaffe, 1986. "Technological Opportunity and Spillovers of R&D: Evidence from Firms' Patents, Profits and Market Value," NBER Working Papers 1815, National Bureau of Economic Research, Inc.
- Sohn, S.Y. & Gyu Joo, Yong & Kyu Han, Hong, 2007. "Structural equation model for the evaluation of national funding on R&D project of SMEs in consideration with MBNQA criteria," Evaluation and Program Planning, Elsevier, vol. 30(1), pages 10-20, February.
- Thong, J. Y. L. & Yap, C. S., 1995. "CEO characteristics, organizational characteristics and information technology adoption in small businesses," Omega, Elsevier, vol. 23(4), pages 429-442, August.
- Jui-Kou Shang & Wei-Ting Hung & Chang-Fang Lo & Fei-Ching Wang, 2008. "Ecommerce and hotel performance: three-stage DEA analysis," The Service Industries Journal, Taylor & Francis Journals, vol. 28(4), pages 529-540, May.
- Griliches, Zvi, 1990.
"Patent Statistics as Economic Indicators: A Survey,"
Journal of Economic Literature,
American Economic Association, vol. 28(4), pages 1661-1707, December.
- Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343 National Bureau of Economic Research, Inc.
- Zvi Griliches, 1990. "Patent Statistics as Economic Indicators: A Survey," NBER Working Papers 3301, National Bureau of Economic Research, Inc.
- 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.
- Luukkonen, Terttu, 1998. "The difficulties in assessing the impact of EU framework programmes," Research Policy, Elsevier, vol. 27(6), pages 599-610, September.
- Corley, Elizabeth A., 2007. "A use-and-transformation model for evaluating public R&D: Illustrations from polycystic ovarian syndrome (PCOS) research," Evaluation and Program Planning, Elsevier, vol. 30(1), pages 21-35, February.
- Bizan, Oded, 2003. "The determinants of success of R&D projects: evidence from American-Israeli research alliances," Research Policy, Elsevier, vol. 32(9), pages 1619-1640, October.
- Lin, Bou-Wen & Lee, Yikuan & Hung, Shih-Chang, 2006. "R&D intensity and commercialization orientation effects on financial performance," Journal of Business Research, Elsevier, vol. 59(6), pages 679-685, June.
- repec:fth:harver:1473 is not listed on IDEAS
- Hagedoorn, John & Cloodt, Myriam, 2003. "Measuring innovative performance: is there an advantage in using multiple indicators?," Research Policy, Elsevier, vol. 32(8), pages 1365-1379, September.
- Hobday, Michael & Rush, Howard & Bessant, John, 2004. "Approaching the innovation frontier in Korea: the transition phase to leadership," Research Policy, Elsevier, vol. 33(10), pages 1433-1457, December.
- Iraizoz, Belen & Rapun, Manuel & Zabaleta, Idoia, 2003. "Assessing the technical efficiency of horticultural production in Navarra, Spain," Agricultural Systems, Elsevier, vol. 78(3), pages 387-403, December.
- Acs, Zoltan J & Audretsch, David B, 1988. "Innovation in Large and Small Firms: An Empirical Analysis," American Economic Review, American Economic Association, vol. 78(4), pages 678-690, September.
- Karine Chapelle & Patrick Plane, 2005. "Productive Efficiency In The Ivorian Manufacturing Sector: An Exploratory Study Using A Data Envelopment Analysis Approach," The Developing Economies, Institute of Developing Economies, vol. 43(4), pages 450-471, December.
- Leigh M. Drake & Maximilian J. B. Hall & Richard Simper, 2005.
"The Impact of Macroeconomic and Regulatory Factors on Bank Efficiency: A Non-Parametric Analysis of Hong Kong's Banking System,"
012005, Hong Kong Institute for Monetary Research.
- Drake, Leigh & Hall, Maximilian J.B. & Simper, Richard, 2006. "The impact of macroeconomic and regulatory factors on bank efficiency: A non-parametric analysis of Hong Kong's banking system," Journal of Banking & Finance, Elsevier, vol. 30(5), pages 1443-1466, May.
- Colin Glass, J. & McCallion, Gillian & McKillop, Donal G. & Rasaratnam, Syamarlah & Stringer, Karl S., 2006. "Implications of variant efficiency measures for policy evaluations in UK higher education," Socio-Economic Planning Sciences, Elsevier, vol. 40(2), pages 119-142, June.
- Mohan V. Tatikonda & Mitzi M. Montoya-Weiss, 2001. "Integrating Operations and Marketing Perspectives of Product Innovation: The Influence of Organizational Process Factors and Capabilities on Development Performance," Management Science, INFORMS, vol. 47(1), pages 151-172, January.
- R. D. Banker & A. Charnes & W. W. Cooper, 1984. "Some Models for Estimating Technical and Scale Inefficiencies in Data Envelopment Analysis," Management Science, INFORMS, vol. 30(9), pages 1078-1092, September.
- Harold Fried & Shelton Schmidt & Suthathip Yaisawarng, 1999. "Incorporating the Operating Environment Into a Nonparametric Measure of Technical Efficiency," Journal of Productivity Analysis, Springer, vol. 12(3), pages 249-267, November.
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