R&D intensity, firm performance and the identification of the threshold: fresh evidence from the panel threshold regression model
Author
Abstract
Suggested Citation
DOI: 10.1080/00036840701604487
Download full text from publisher
As the access to this document is restricted, you may want to search for a different version of it.
References listed on IDEAS
- Lawrence G. Franko, 1989. "Global corporate competition: Who's winning, who's losing, and the R&D factor as one reason why," Strategic Management Journal, Wiley Blackwell, vol. 10(5), pages 449-474, September.
- Thornton, Daniel L & Batten, Dallas S, 1985. "Lag-Length Selection and Tests of Granger Causality between Money and Income," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 17(2), pages 164-178, May.
- Mattias Villani, 2001. "Fractional Bayesian Lag Length Inference in Multivariate Autoregressive Processes," Journal of Time Series Analysis, Wiley Blackwell, vol. 22(1), pages 67-86, January.
- Rafael Llorca Vivero, 2002. "The impact of process innovations on firm's productivity growth: the case of Spain," Applied Economics, Taylor & Francis Journals, vol. 34(8), pages 1007-1016.
- Bruce E. Hansen, 2000.
"Sample Splitting and Threshold Estimation,"
Econometrica, Econometric Society, vol. 68(3), pages 575-604, May.
- Bruce E. Hansen, 1996. "Sample Splitting and Threshold Estimation," Boston College Working Papers in Economics 319., Boston College Department of Economics, revised 12 May 1998.
- Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003.
"Testing for unit roots in heterogeneous panels,"
Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
- Pasaran, M.H. & Im, K.S. & Shin, Y., 1995. "Testing for Unit Roots in Heterogeneous Panels," Cambridge Working Papers in Economics 9526, Faculty of Economics, University of Cambridge.
- Tom Doan, "undated". "IPSHIN: RATS procedure to implement Im, Pesaran and Shin panel unit root test," Statistical Software Components RTS00098, Boston College Department of Economics.
- Karel O. Cool & Dan Schendel, 1987. "Strategic Group Formation and Performance: The Case of the U.S. Pharmaceutical Industry, 1963--1982," Management Science, INFORMS, vol. 33(9), pages 1102-1124, September.
- McCutchen, William Jr., 1993. "Estimating the impact of the R&D tax credit on strategic groups in the pharmaceutical industry," Research Policy, Elsevier, vol. 22(4), pages 337-351, August.
- David J Ravenscraft & William F Long, 1993. "LBOs, Debt And R&D Intensity," Working Papers 93-3, Center for Economic Studies, U.S. Census Bureau.
- Wakelin, Katharine, 2001. "Productivity growth and R&D expenditure in UK manufacturing firms," Research Policy, Elsevier, vol. 30(7), pages 1079-1090, August.
- Hansen, Bruce E, 1996.
"Inference When a Nuisance Parameter Is Not Identified under the Null Hypothesis,"
Econometrica, Econometric Society, vol. 64(2), pages 413-430, March.
- Hansen, B.E., 1991. "Inference when a Nuisance Parameter is Not Identified Under the Null Hypothesis," RCER Working Papers 296, University of Rochester - Center for Economic Research (RCER).
- Hall, Bronwyn H. & Mairesse, Jacques, 1995.
"Exploring the relationship between R&D and productivity in French manufacturing firms,"
Journal of Econometrics, Elsevier, vol. 65(1), pages 263-293, January.
- Bronwyn H. Hall & Jacques Mairesse, 1992. "Exploring the Relationship Between R&D and Productivity in French Manufacturing Firms," NBER Working Papers 3956, National Bureau of Economic Research, Inc.
- Sterlacchini, Alessandro, 1999.
"Do innovative activities matter to small firms in non-R&D-intensive industries? An application to export performance,"
Research Policy, Elsevier, vol. 28(8), pages 819-832, November.
- Alessandro STERLACCHINI, 1998. "Do innovative activities matter to small firms in non-R&D-intensive industries? An application to export performances," Working Papers 109, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
- Jesús Gonzalo & Jean‐Yves Pitarakis, 2002.
"Lag length estimation in large dimensional systems,"
Journal of Time Series Analysis, Wiley Blackwell, vol. 23(4), pages 401-423, July.
- Jesus Gonzalo & Jean-Yves Pitarakis, 2001. "Lag Length Estimation in Large Dimensional Systems," Econometrics 0108002, University Library of Munich, Germany.
- Jesus Gonzalo & Jean-Yves Pitarakis, 2001. "Lag Length Estimation in Large Dimensional Systems," Econometrics 0108003, University Library of Munich, Germany.
- John E. Ettlie, 1998. "R&D and Global Manufacturing Performance," Management Science, INFORMS, vol. 44(1), pages 1-11, January.
- Hansen, Bruce E., 1999.
"Threshold effects in non-dynamic panels: Estimation, testing, and inference,"
Journal of Econometrics, Elsevier, vol. 93(2), pages 345-368, December.
- Bruce E. Hansen, 1997. "Threshold effects in non-dynamic panels: Estimation, testing and inference," Boston College Working Papers in Economics 365, Boston College Department of Economics.
- Tom Doan, "undated". "RATS programs to replicate Hansen's example of threshold break in panel data," Statistical Software Components RTZ00088, Boston College Department of Economics.
- Tom Doan, "undated". "PANELTHRESH: RATS procedure to analyze up to two threshold breaks in a fixed effects panel model," Statistical Software Components RTS00152, Boston College Department of Economics.
- Branch, Ben, 1974. "Research and Development Activity and Profitability: A Distributed Lag Analysis," Journal of Political Economy, University of Chicago Press, vol. 82(5), pages 999-1011, Sept./Oct.
- Omer Ozcicek & W. DOUGLAS McMILLIN, 1999. "Lag length selection in vector autoregressive models: symmetric and asymmetric lags," Applied Economics, Taylor & Francis Journals, vol. 31(4), pages 517-524.
- Hall, Bronwyn H. & Oriani, Raffaele, 2006.
"Does the market value R&D investment by European firms? Evidence from a panel of manufacturing firms in France, Germany, and Italy,"
International Journal of Industrial Organization, Elsevier, vol. 24(5), pages 971-993, September.
- Bronwyn H. Hall & Raffaele Oriani, 2004. "Does the Market Value R&D Investment by European Firms? Evidence from a Panel of Manufacturing Firms in France, Germany, and Italy," NBER Working Papers 10408, National Bureau of Economic Research, Inc.
- Hall, Bronwyn H. & Oriani, R, 2006. "Does the market value R&D investment by European firms? Evidence from a panel of manufacturing firms in France, Germany, and Italy," Department of Economics, Working Paper Series qt8wc513c1, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
- Del Monte, Alfredo & Papagni, Erasmo, 2003. "R&D and the growth of firms: empirical analysis of a panel of Italian firms," Research Policy, Elsevier, vol. 32(6), pages 1003-1014, June.
- Tassey, Gregory, 1983. "Competitive strategies and performance in technology-based industries," Journal of Economics and Business, Elsevier, vol. 35(1), pages 21-40.
- 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.
- Kiyohiko Ito & Vladimir Pucik, 1993. "Abstract," Strategic Management Journal, Wiley Blackwell, vol. 14(1), pages 61-75, January.
- Karel Cool & Dan Schendel, 1988. "Performance differences among strategic group members," Strategic Management Journal, Wiley Blackwell, vol. 9(3), pages 207-223, May.
- Inmaculada Martinez-Zarzoso & Celestino Suarez-Burguet, 2000. "The determinants of trade performance: influence of R&D on export flows," Applied Economics, Taylor & Francis Journals, vol. 32(15), pages 1939-1946.
- Robert B. Davies, 2002. "Hypothesis testing when a nuisance parameter is present only under the alternative: Linear model case," Biometrika, Biometrika Trust, vol. 89(2), pages 484-489, June.
- Gary Erickson & Robert Jacobson, 1992. "Gaining Comparative Advantage Through Discretionary Expenditures: The Returns to R&D and Advertising," Management Science, INFORMS, vol. 38(9), pages 1264-1279, September.
- Connolly, Robert A & Hirschey, Mark, 1984. "R&D, Market Structure, and Profits: A Value-Based Approach," The Review of Economics and Statistics, MIT Press, vol. 66(4), pages 682-686, November.
- Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002.
"Unit root tests in panel data: asymptotic and finite-sample properties,"
Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
- Tom Doan, "undated". "LEVINLIN: RATS procedure to perform Levin-Lin-Chu test for unit roots in panel data," Statistical Software Components RTS00242, Boston College Department of Economics.
- Jonathan P. O'Brien, 2003. "The capital structure implications of pursuing a strategy of innovation," Strategic Management Journal, Wiley Blackwell, vol. 24(5), pages 415-431, May.
- Bronwyn H. HALL & Raffaele ORIANI, 2004. "Does the Market Value R&D Investment by European Firms? Evidence from a Panel of Manufacturing Firms in France," Economics Working Papers ECO2004/13, European University Institute.
Citations
Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
Cited by:
- Khanh Hoang, 2022. "How does corporate R&D investment respond to climate policy uncertainty? Evidence from heavy emitter firms in the United States," Corporate Social Responsibility and Environmental Management, John Wiley & Sons, vol. 29(4), pages 936-949, July.
- Alam, Ashraful & Uddin, Moshfique & Yazdifar, Hassan & Shafique, Sujana & Lartey, Theophilus, 2020. "R&D investment, firm performance and moderating role of system and safeguard: Evidence from emerging markets," Journal of Business Research, Elsevier, vol. 106(C), pages 94-105.
- Dong Shao & Shukuan Zhao & Shuang Wang & Hong Jiang, 2020. "Impact of CEOs’ Academic Work Experience on Firms’ Innovation Output and Performance: Evidence from Chinese Listed Companies," Sustainability, MDPI, vol. 12(18), pages 1-21, September.
- Jingyuan Yang & Ling Wang & Ziyuan Sun & Fangming Zhu & Yihui Guo & Yan Shen, 2021. "Impact of Monetary Policy Uncertainty on R&D Investment Smoothing Behavior of Pharmaceutical Manufacturing Enterprises: Empirical Research Based on a Threshold Regression Model," IJERPH, MDPI, vol. 18(21), pages 1-17, November.
- Durmuş Çagri Yildirim & Seda Yildirim & Seyfettin Erdogan & Tugba Kantarci, 2022. "Innovation—Unemployment Nexus: The case of EU countries," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 27(1), pages 1208-1219, January.
- Chiwei SU & Kaihua WANG, 2022. "Does Optimal Capital Structure Exist in Chinese Military Enterprises? Evidence from Industrial Heterogeneity," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(4), pages 128-149, December.
- Dinesh Jaisinghani, 2016. "Group affiliation, R%D and firm performance: empirical evidence from Indian manufacturing sector," International Journal of Business and Emerging Markets, Inderscience Enterprises Ltd, vol. 8(1), pages 30-48.
- Xiang Cai & Jing Li & Jun Wu & Haijing Zhang & Ping Chen & Xin Huang, 2022. "The Impact of Enterprise R&D Investment and Government Subsidies on Technological Progress: Evidence from China’s PV Industry," Energies, MDPI, vol. 15(12), pages 1-26, June.
- Guiyu Bai & Wenjuan Wang & Xinxin Wang, 2022. "Research on the Influence of Technological Innovation Enthusiasm on Innovation Performance from the Perspective of Nonlinearity—Empirical Evidence from Chinese Listed Firms," Sustainability, MDPI, vol. 14(16), pages 1-14, August.
- Cunningham, James A. & Link, Albert N., 2021.
"Latent technology as an outcome of R&D,"
Technological Forecasting and Social Change, Elsevier, vol. 162(C).
- Cunningham, James & Link, Albert, 2020. "Latent Technology as an Outcome of R&D," UNCG Economics Working Papers 20-8, University of North Carolina at Greensboro, Department of Economics.
- Jae-Woong Jeong & Heon-Hwi Lee & Hun Park, 2022. "A Study on the Effect of Knowledge Services on Organizational Performances Based on the Concept of Balanced Scorecards for the Sustainable Growth of Firms: Evidence from South Korea," Sustainability, MDPI, vol. 14(19), pages 1-19, October.
- Chen, Yiqi & Ibhagui, Oyakhilome W., 2019. "R&D-firm performance nexus: New evidence from NASDAQ listed firms," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
- Piaopeng Song & Yuxiao Gu & Bin Su & Arifa Tanveer & Qiao Peng & Weijun Gao & Shaomin Wu & Shihong Zeng, 2023. "The Impact of Green Technology Research and Development (R&D) Investment on Performance: A Case Study of Listed Energy Companies in Beijing, China," Sustainability, MDPI, vol. 15(16), pages 1-24, August.
- , Aisdl, 2020. "The Impact of Innovation on the Performance of Manufacturing Enterprises in Vietnam," OSF Preprints byjhc, Center for Open Science.
- Yue Zhu & Ziyuan Sun & Ling Wang & Xiaoping Wang & Lu Zhang, 2020. "Research on Innovation Catering Behavior and Its Economic Consequences—An Empirical Analysis Based on Threshold Regression Model," Sustainability, MDPI, vol. 12(19), pages 1-15, October.
- Sarpong, David & Boakye, Derrick & Ofosu, George & Botchie, David, 2023. "The three pointers of research and development (R&D) for growth-boosting sustainable innovation system," Technovation, Elsevier, vol. 122(C).
- Shi, Juehui & Lin, Winston T. & Pham, Ngoc Cindy, 2021. "The Relationships Among Managerial Discretion, Firm Performance, and Chief Executive Officer Compensation: A Simultaneous Equations System Approach," American Business Review, Pompea College of Business, University of New Haven, vol. 24(1), pages 114-140, May.
- Hoskins, Jake D. & Carson, Stephen J., 2022. "Industry conditions, market share, and the firm’s ability to derive business-line profitability from diverse technological portfolios," Journal of Business Research, Elsevier, vol. 149(C), pages 178-192.
- Michal Tvrdon & Tomas Verner, 2022. "Government Support of Science and the Impact of the Crisis: The Case of the EU Countries," The AMFITEATRU ECONOMIC journal, Academy of Economic Studies - Bucharest, Romania, vol. 24(Special16), pages 989-989, November.
- Kuo, Chii-Shyan & Li, Ming-Yuan Leon & Yu, Shang-En, 2013. "Non-uniform effects of CEO equity-based compensation on firm performance – An application of a panel threshold regression model," The British Accounting Review, Elsevier, vol. 45(3), pages 203-214.
- Choi, Kanghwa & Narasimhan, Ram & Kim, Soo Wook, 2016. "Opening the technological innovation black box: The case of the electronics industry in Korea," European Journal of Operational Research, Elsevier, vol. 250(1), pages 192-203.
- Laura Márquez-Ramos & Inmaculada Martinez-Zarzoso, 2011. "The effect of country absorptive capacity on exports: A panel data analysis," ERSA conference papers ersa10p1476, European Regional Science Association.
- Minh-Hieu Le & Wen-Min Lu & Qian Long Kweh, 2023. "The moderating effects of power distance on corporate social responsibility and multinational enterprises performance," Review of Managerial Science, Springer, vol. 17(7), pages 2503-2533, October.
- Leung, T.Y. & Sharma, Piyush, 2021. "Differences in the impact of R&D intensity and R&D internationalization on firm performance – Mediating role of innovation performance," Journal of Business Research, Elsevier, vol. 131(C), pages 81-91.
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.- Chen, Chaoyi & Pinar, Mehmet & Stengos, Thanasis, 2021. "Determinants of renewable energy consumption: Importance of democratic institutions," Renewable Energy, Elsevier, vol. 179(C), pages 75-83.
- Chen, Yiqi & Ibhagui, Oyakhilome W., 2019. "R&D-firm performance nexus: New evidence from NASDAQ listed firms," The North American Journal of Economics and Finance, Elsevier, vol. 50(C).
- Dieter Nautz & Juliane Scharff, 2012.
"Inflation and relative price variability in the euro area: evidence from a panel threshold model,"
Applied Economics, Taylor & Francis Journals, vol. 44(4), pages 449-460, February.
- Scharff, Juliane & Nautz, Dieter, 2006. "Inflation and relative price variability in the euro area: evidence from a panel threshold model," Discussion Paper Series 1: Economic Studies 2006,14, Deutsche Bundesbank.
- John D. Levendis, 2018. "Time Series Econometrics," Springer Texts in Business and Economics, Springer, number 978-3-319-98282-3, August.
- Hajamini, Mehdi & Falahi, Mohammad Ali, 2018. "Economic growth and government size in developed European countries: A panel threshold approach," Economic Analysis and Policy, Elsevier, vol. 58(C), pages 1-13.
- Yu-Shan Chen & Chun-Yu Shih & Ching-Hsun Chang, 2013. "Patents and market value in the U.S. pharmaceutical industry: new evidence from panel threshold regression," Scientometrics, Springer;Akadémiai Kiadó, vol. 97(2), pages 161-176, November.
- Chen, Chaoyi & Pinar, Mehmet & Stengos, Thanasis, 2020. "Renewable energy consumption and economic growth nexus: Evidence from a threshold model," Energy Policy, Elsevier, vol. 139(C).
- Qiang Wang & Ting Yang & Rongrong Li & Xiaowei Wang, 2023. "Reexamining the impact of foreign direct investment on carbon emissions: does per capita GDP matter?," Palgrave Communications, Palgrave Macmillan, vol. 10(1), pages 1-18, December.
- Feng-Li Lin & Tsangyao Chang, 2011. "Does debt affect firm value in Taiwan? A panel threshold regression analysis," Applied Economics, Taylor & Francis Journals, vol. 43(1), pages 117-128.
- Samargandi, Nahla & Fidrmuc, Jan & Ghosh, Sugata, 2015.
"Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries,"
World Development, Elsevier, vol. 68(C), pages 66-81.
- Nahla Samargandi & Jan Fidrmuc & Sugata Ghosh, 2014. "Is the Relationship between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle Income Countries," CESifo Working Paper Series 4743, CESifo.
- Vansteenkiste, Isabel & Nickel, Christiane, 2008. "Fiscal policies, the current account and Ricardian equivalence," Working Paper Series 935, European Central Bank.
- Martinez Oscar & Olmo Jose, 2012.
"A Nonlinear Threshold Model for the Dependence of Extremes of Stationary Sequences,"
Studies in Nonlinear Dynamics & Econometrics, De Gruyter, vol. 16(3), pages 1-39, September.
- Martínez Ibáñez, Oscar & Olmo, José, 2008. "A nonlinear threshold model for the dependence of extremes of stationary sequences," Working Papers 2072/5361, Universitat Rovira i Virgili, Department of Economics.
- Martinez, O. & Olmo, J., 2008. "A Nonlinear Threshold Model for the Dependence of Extremes of Stationary Sequences," Working Papers 08/08, Department of Economics, City University London.
- Thomas Straubhaar & Marc Suhrcke & Dieter Urban, 2002.
"Divergence. Is it Geography?,"
Development Working Papers
158, Centro Studi Luca d'Agliano, University of Milano.
- Straubhaar, Thomas & Suhrcke, Marc & Urban, Dieter M., 2002. "Divergence – Is it geography?," HWWA Discussion Papers 181, Hamburg Institute of International Economics (HWWA).
- Straubhaar, Thomas & Suhrcke, Marc & Urban, Dieter, 2002. "Divergence - Is it Geography?," Discussion Paper Series 26350, Hamburg Institute of International Economics.
- Chen, Jinzhao & Quang, Thérèse, 2014.
"The impact of international financial integration on economic growth: New evidence on threshold effects,"
Economic Modelling, Elsevier, vol. 42(C), pages 475-489.
- Jinzhao Chen & Thérèse Quang, 2014. "The Impact of International Financial Integration on Economic Growth: New Evidence on Threshold Effects," Post-Print hal-03737730, HAL.
- Najia Saqib & Haider Mahmood & Aamir Hussain Siddiqui & Muhammad Asif Shamim, 2022. "The Link between Economic Growth and Sustainable Energy in G7-Countries and E7-Countries: Evidence from a Dynamic Panel Threshold Model," International Journal of Energy Economics and Policy, Econjournals, vol. 12(5), pages 294-302, September.
- Afi Etonam Adetou & Komlan Fiodendji, 2019. "Finance, Institutions, Remittances and Economic growth: New Evidence from a Dynamic Panel Threshold Analysis," Journal of Applied Finance & Banking, SCIENPRESS Ltd, vol. 9(2), pages 1-4.
- Seleteng, Monaheng & Bittencourt, Manoel & van Eyden, Reneé, 2013. "Non-linearities in inflation–growth nexus in the SADC region: A panel smooth transition regression approach," Economic Modelling, Elsevier, vol. 30(C), pages 149-156.
- Yu, Chih-Ping, 2015. "Financial policies on firm performance: The U.S. insurance industry before and after the global financial crisis," Economic Modelling, Elsevier, vol. 51(C), pages 391-402.
- Yang Song & Dayu Liu & Qiaoru Wang, 2021. "The dual-financial-threshold effect in the “club convergence” of economic growth: a dynamic panel threshold model," Empirical Economics, Springer, vol. 61(5), pages 2713-2737, November.
- Alessio Ciarlone, 2019. "The relationship between financial development and growth: the case of emerging Europe," Questioni di Economia e Finanza (Occasional Papers) 521, Bank of Italy, Economic Research and International Relations Area.
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:taf:applec:v:42:y:2010:i:3:p:389-401. 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: Chris Longhurst (email available below). General contact details of provider: http://www.tandfonline.com/RAEC20 .
Please note that corrections may take a couple of weeks to filter through the various RePEc services.