Despite the fact that the determinants and the consequences of R&D activities have been extensively studied in previous research, further efforts to integrate disparate streams of literature might bring new insights into innovation decision-making by firms. In particular, this article studies the simultaneous effects that a set of factors (at both company and environmental levels of analysis) have on R&D activity, which explain firm growth. A two-stage probit least squares (2SPLS) estimation is applied to data from the EU-EFIGE/Bruegel-UniCredit dataset for seven European countries for the years 2007–2009. The main findings show that not all the R&D determinants lead to firm growth. In particular, R&D activities are affected by the employment of a significant number of foreign executives, a higher percentage of employees with fixed-term contracts, appropriate labour regulations and access to employees who have received external training, all of which are positively related to firm growth. Based on these results, policy and practical implications to improve firms’ performances are discussed.
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Acs, Z. J., Audretsch, D. B., & Lehmann, E. E. (2013). The knowledge spillover theory of entrepreneurship. Small Business Economics, 41(4), 757–774.
Aghion, P., & Howitt, P. (1992). A model of growth through creative destruction. Econometrica, 60, 323–351.
Ahn, S., Yoon, J., & Kim, Y. (2018). The innovation activities of small and medium-sized enterprises and their growth: quantile regression analysis and structural equation modeling. The Journal of Technology Transfer, 43(2), 316–342.
Aiello, F., & Ricotta, F. (2016). Firm heterogeneity in productivity across Europe: Evidence from multilevel models. Economics of Innovation and New Technology, 25(1), 57–89.
Alessandri, T. M., & Pattit, J. M. (2014). Drivers of R&D investment: The interaction of behavioral theory and managerial incentives. Journal of Business Research, 67, 151–158.
Altomonte, C. & Aquilante, T. (2012). The EU-EFIGE/Bruegel-Unicredit dataset. Working Papers, Bruegel 753, Bruegel.
Altomonte, C., Aquilante, T., Békés, G., & Ottaviano, G. I. (2013). Internationalization and innovation of firms: evidence and policy. Economic Policy, 28(76), 663–700.
Altuzarra, A., & Serrano, F. (2010). Firms’ innovation activity and numerical flexibility. Industrial and Labor Relations Review, 63, 22.
Amorós, J. E., Poblete, C., & Mandakovic, V. (2019). R&D transfer, policy and innovative ambitious entrepreneurship: Evidence from Latin American countries. The Journal of Technology Transfer. https://doi.org/10.1007/s10961-019-09728-x.
Andersen, T. J., & Bettis, R. A. (2015). Exploring longitudinal risk-return relationships. Strategic Management Journal, 36(8), 1135–1145.
Aparicio, S., Urbano, D., & Audretsch, D. B. (2016). Institutional factors, opportunity entrepreneurship and economic growth: Panel data evidence. Technological Forecasting and Social Change, 102, 45–61.
Arenius, P., & Minniti, M. (2005). Perceptual variables and nascent entrepreneurship. Small Business Economics, 24(3), 233–247.
Aristei, D., Sterlacchini, A., & Venturini, F. (2017). Effectiveness of R&D subsidies during the crisis: firm-level evidence across EU countries. Economics of Innovation and New Technology, 26(6), 554–573.
Aristei, D., Vecchi, M., & Venturini, F. (2016). University and inter-firm R&D collaborations: propensity and intensity of cooperation in Europe. The Journal of Technology Transfer, 41(4), 841–871.
Auerswald, P. E., & Branscomb, L. M. (2003). Valleys of death and Darwinian seas: Financing the invention to innovation transition in the United States. The Journal of Technology Transfer, 28, 227–239.
Baden-Fuller, C. (1995). Strategic innovation, corporate entrepreneurship and matching outside-into inside-out approaches to strategy research. British Journal of Management, 6, S3–S16.
Barbosa, N., & Eiriz, V. (2011). Regional variation of firm size and growth: The Portuguese case. Growth and Change, 42(2), 125–158.
Bardasi, E., Sabarwal, S., & Terrell, K. (2011). How do female entrepreneurs perform? Evidence from three developing regions. Small Business Economics, 37, 417–441.
Barker, V. L., III, & Mueller, G. C. (2002). CEO characteristics and firm R&D spending. Management Science, 48, 782–801.
Barney, J. (1991). Firm resources and sustained competitive advantage. Journal of Management, 17(1), 99–120.
Baum, J. R., & Wally, S. (2003). Strategic decision speed and firm performance. Strategic Management Journal, 24, 1107–1129.
Baysinger, B. D., & Hoskisson, R. E. (1989). Diversification strategy and R&D intensity in multiproduct firms. Academy of Management Journal, 32, 310–332.
Becker, G. S. (1964). Human capital. Chicago: University of Chicago Press.
Becker, B. (2015). Public R&D policies and private R&D investment: A survey of the empirical evidence. Journal of Economic Surveys, 29, 917–942.
Begley, T. M., Tan, W. L., & Schoch, H. (2005). Politico-economic factors associated with interest in starting a business: A multi-country study. Entrepreneurship Theory and Practice, 29, 35–55.
Bianchini, S., Pellegrino, G., & Tamagni, F. (2018). Innovation complementarities and firm growth. Industrial and Corporate Change, 27(4), 657–676.
Boockmann, B., & Hagen, T. (2008). Fixed-term contracts as sorting mechanisms: Evidence from job durations in West Germany. Labour Economics, 15(5), 984–1005.
Booltink, L. W., & Saka-Helmhout, A. (2018). The effects of R&D intensity and internationalization on the performance of non-high-tech SMEs. International Small Business Journal, 36(1), 81–103.
Bornay-Barrachina, M., la Rosa Navarro, D., López Cabrales, A., & Valle Cabrera, R. (2012). Employment relationships and firm innovation: the double role of human capital. British Journal of Management, 23(2), 223–240.
Bowen, D. D., & Hisrich, R. D. (1986). The female entrepreneur: A career development perspective. Academy of Management Review, 11, 393–407.
Branscomb, L. M., Auerswald, P. E., & Chesbrough, H. (2001). Taking technical risks: How innovators, executives, and investors manage high-tech risks. Cambridge: MIT Press.
Braunerhjelm, P., Ding, D., & Thulin, P. (2018). The knowledge spillover theory of intrapreneurship. Small Business Economics, 51, 1–30.
Brown, R., Mawson, S., & Mason, C. (2017). Myth-busting and entrepreneurship policy: the case of high growth firms. Entrepreneurship & Regional Development, 29, 414–443.
Brown, S., & Sessions, J. G. (2005). Employee attitudes, earnings and fixed-term contracts: International evidence. Review of World Economics, 141, 296–317.
Burghardt, D., & Helm, M. (2015). Firm growth in the course of mergers and acquisitions. Small Business Economics, 44, 889–904.
Calia, P., D’Attoma, I., & Pacei, S. (2016). Do Innovation and offshoring make a difference? an empirical exploration of the effects on the performance of european firms. International Business Research, 9(7), 98–115.
Carboni, O. A. (2017). The effect of public support on investment and R&D: An empirical evaluation on European manufacturing firms. Technological Forecasting and Social Change, 117, 282–295.
Carboni, O. A., & Medda, G. (2018). R&D, export and investment decision: Evidence from European firms. Applied Economics, 50, 187–201.
Chang, P. L., & Shih, H. Y. (2004). The innovation systems of Taiwan and China: A comparative analysis. Technovation, 24, 529–539.
Choi, J., Jun, S., & Park, S. (2016). A patent analysis for sustainable technology management. Sustainability, 8(7), 1–13.
Coad, A., Frankish, J. S., Roberts, R. G., & Storey, D. J. (2016). Why should banks provide entrepreneurship training seminars? International Small Business Journal, 34, 733–759.
Coad, A., & Rao, R. (2008). Innovation and firm growth in high-tech sectors: A quantile regression approach. Research Policy, 37, 633–648.
Cosci, S., Meliciani, V., & Sabato, V. (2016). Relationship lending and innovation: Empirical evidence on a sample of European firms. Economics of Innovation and New Technology, 25(4), 335–357.
Crepon, B., Duguet, E., & Mairesse, J. (1998). Research, innovation and productivity: An econometric analysis at the firm level. Economics of Innovation and New Technology, 7, 115–158.
Cunningham, J. A., Lehmann, E. E., Menter, M., & Seitz, N. (2019). The impact of university focused technology transfer policies on regional innovation and entrepreneurship. The Journal of Technology Transfer. https://doi.org/10.1007/s10961-019-09733-0.
Damanpour, F., Sanchez-Henriquez, F., & Chiu, H. H. (2018). Internal and external sources and the adoption of innovations in organizations. British Journal of Management, 29, 712–730.
Davidsson, P., & Honig, B. (2003). The role of social and human capital among nascent entrepreneurs. Journal of Business Venturing, 18, 301–331.
Del Canto, J. G., & Gonzalez, I. S. (1999). A resource-based analysis of the factors determining a firm’s R&D activities. Research Policy, 28, 891–905.
Delmar, F., Davidsson, P., & Gartner, W. B. (2003). Arriving at the high-growth firm. Journal of Business Venturing, 18, 189–216.
Di Cintio, M., & Grassi, E. (2017). Uncertainty, flexible labour relations and R&D. Metroeconomica, 68, 91–120.
Di Guardo, M. C., & Harrigan, K. R. (2016). Shaping the path to inventive activity: The role of past experience in R&D alliances. The Journal of Technology Transfer, 41, 250–269.
Djankov, S., La Porta, R., Lopez-De-Silanes, F., & Shleifer, A. (2002). The regulation of entry. Quarterly Journal of Economics, 117, 1–37.
Escribá-Esteve, A., Sánchez-Peinado, L., & Sánchez-Peinado, E. (2008). Moderating influences on the firm’s strategic orientation-performance relationship. International Small Business Journal, 26, 463–489.
Fassio, C. (2017). Export-led innovation: The role of export destinations. Industrial and Corporate Change, 27(1), 149–171.
Feldman, M. P. (2014). The character of innovative places: Entrepreneurial strategy, economic development, and prosperity. Small Business Economics, 43, 9–20.
Garcia Martinez, M., Zouaghi, F., & Garcia Marco, T. (2016). Diversity is strategy: The effect of R&D team diversity on innovative performance. R&D Management, 47, 311–329.
Ghignoni, E., Croce, G., & Ricci, A. (2018). Fixed term contracts and employers’ human capital: The role of educational spillovers. Papers in Regional Science, 97, 301–322.
Gonzalez, X., Miles-Touya, D., & Pazó, C. (2016). R&D, worker training and innovation: Firm-level evidence. Industry and Innovation, 23, 694–712.
Gonzalez-Alvarez, N., & Solis-Rodriguez, V. (2011). Discovery of entrepreneurial opportunities: A gender perspective. Industrial Management & Data Systems, 111, 755–775.
Graddy-Reed, A., Lanahan, L., & Ross, N. M. (2018). The effect of R&D investment on graduate student productivity: Evidence from the life sciences. Journal of Policy Analysis and Management, 37, 809–834.
Griffiths, W., & Webster, E. (2010). What governs firm-level R&D: Internal or external factors? Technovation, 30, 471–481.
Grossman, G. M., & Helpman, D. (1991). Innovation and growth in the global economy. Cambridge: MIT Press.
Guerrero, M., & Peña, I. (2013). The effect of intrapreneurial experience on corporate venturing: Evidence from developed economies. International Entrepreneurship and Management Journal, 9, 1–20.
Guerrero, M., & Urbano, D. (2019). Effectiveness of technology transfer policies and legislation in fostering entrepreneurial innovations across continents: An overview. The Journal of Technology Transfer. https://doi.org/10.1007/s10961-019-09736-x.
Hagen, T. (2002). Do temporary workers receive risk premiums? Assessing the wage effects of fixed–term contracts in west germany by a matching estimator compared with parametric approaches. Labour, 16, 667–705.
Hausmann, R. (2016). Economic development and the accumulation of know-how. Welsh Economic Review, 24, 13–16.
Hausmann, R., & Neffke, F. M. (2019). The workforce of pioneer plants: The role of worker mobility in the diffusion of industries. Research Policy, 48(3), 628–648.
Hayton, J. C., & Kelley, D. J. (2006). A competency-based framework for promoting corporate entrepreneurship. Human Resources Management, 45(3), 407–427.
Hodges, N. J., & Link, A. N. (2019). Innovation by design. Small Business Economics, 52(2), 395–403.
Hughes, M., & Mustafa, M. (2017). Antecedents of corporate entrepreneurship in SMEs: Evidence from an emerging economy. Journal of Small Business Management, 55, 115–140.
Johnson, P. D., Smith, M. B., Wallace, J. C., Hill, A. D., & Baron, R. A. (2015). A review of multilevel regulatory focus in organizations. Journal of Management, 41(5), 1501–1529.
Judge, W. Q., Liu–Thompkins, Y., Brown, J. L., & Pongpatipat, C. (2015). The impact of home country institutions on corporate technological entrepreneurship via R&D investments and virtual world presence. Entrepreneurship Theory and Practice, 39(2), 237–266.
Kang, M., & Lee, M. J. (2017). Absorptive capacity, knowledge sharing, and innovative behaviour of R&D employees. Technology Analysis & Strategic Management, 29, 219–232.
Keshk, O. M. (2003). CDSIMEQ: A program to implement two-stage probit least squares. The Stata Journal, 3, 1–11.
Keshk, O. M., Pollins, B. M., & Reuveny, R. (2004). Trade still follows the flag: The primacy of politics in a simultaneous model of interdependence and armed conflict. The Journal of Politics, 66(4), 1155–1179.
Kitching, J., Smallbone, D., & Athayde, R. (2009). Ethnic diasporas and business competitiveness: Minority-owned enterprises in London. Journal of Ethnic and Migration Studies, 35, 689–705.
Kleinknecht, A., van Schaik, F. N., & Zhou, H. (2014). Is flexible labour good for innovation? Evidence from firm-level data. Cambridge Journal of Economics, 38, 1207–1219.
Krasniqi, B. A., & Desai, S. (2016). Institutional drivers of high-growth firms: Country-level evidence from 26 transition economies. Small Business Economics, 47(4), 1075–1094.
Krishna Dutt, A., Charles, S., & Lang, D. (2015). Employment flexibility, dual labour markets, growth, and distribution. Metroeconomica, 66(4), 771–807.
Lajqi, S., & Krasniqi, B. A. (2017). Entrepreneurial growth aspirations in challenging environment: The role of institutional quality, human and social capital. Strategic Change, 26(4), 385–401.
Lamperti, F., Mavilia, R., & Castellini, S. (2017). The role of Science Parks: a puzzle of growth, innovation and R&D investments. The Journal of Technology Transfer, 42(1), 158–183.
Lee, H. U., & Park, J. H. (2006). Top team diversity, internationalization and the mediating effect of international alliances. British Journal of Management, 17(3), 195–213.
Li, L., Qian, G., & Qian, Z. (2012). Early internationalization and performance of small high-tech “born-globals”. International Marketing Review, 29(5), 536–561.
Link, A. N., & Scott, J. T. (2019). The economic benefits of technology transfer from US federal laboratories. The Journal of Technology Transfer. https://doi.org/10.1007/s10961-019-09734-z.
Maddala, G. S. (1983). Limited dependent and qualitative variables in econometrics. Cambridge: Cambridge University Press.
Markham, S. K., Ward, S. J., Aiman-Smith, L., & Kingon, A. I. (2010). The valley of death as context for role theory in product innovation. Journal of Product Innovation Management, 27, 402–417.
Martin, B. R. (2016). R&D policy instruments–a critical review of what we do and don’t know. Industry and Innovation, 23, 157–176.
Medda, G. (2018). External R&D, product and process innovation in European manufacturing companies. The Journal of Technology Transfer. In press, https://doi.org/10.1007/s10961-018-9682-4.
Moreira, S., Markus, A., & Laursen, K. (2018). Knowledge diversity and coordination: The effect of intrafirm inventor task networks on absorption speed. Strategic Management Journal, 39(9), 2517–2546.
Moultrie, J. (2015). Understanding and classifying the role of design demonstrators in scientific exploration. Technovation, 43, 1–16.
Musteen, M., Datta, D. K., & Butts, M. M. (2014). Do international networks and foreign market knowledge facilitate SME internationalization? Evidence from the Czech Republic. Entrepreneurship theory and practice, 38(4), 749–774.
North, D. C. (1990). Institutions, institutional change and economic performance. Cambridge: Cambridge University Press.
Oura, M. M., Zilber, S. N., & Lopes, E. L. (2016). Innovation capacity, international experience and export performance of SMEs in Brazil. International Business Review, 25(4), 921–932.
Patlibandla, M., & Petersen, B. (2002). Role of transnational corporations in the evolution of a high-tech industry: The case of India’s software industry. World Development, 30(9), 1561–1577.
Patriotta, G., & Siegel, D. (2019). The context of entrepreneurship. Journal of Management Studies, 56(6), 1194–1196.
Puffer, S. M., McCarthy, D. J., & Boisot, M. (2010). Entrepreneurship in Russia and China: The impact of formal institutional voids. Entrepreneurship Theory and Practice, 34(3), 441–467.
Reagans, R., & McEvily, B. (2003). Network structure and knowledge transfer: The effects of cohesion and range. Administrative Science Quarterly, 48(2), 240–267.
Revilla, A. J., & Fernández, Z. (2012). The relation between firm size and R&D productivity in different technological regimes. Technovation, 32(11), 609–623.
Riley, S. M., Michael, S. C., & Mahoney, J. T. (2017). Human capital matters: Market valuation of firm investments in training and the role of complementary assets. Strategic Management Journal, 38(9), 1895–1914.
Ruiqi, W., Wang, F., Xu, L., & Yuan, C. (2017). R&D expenditures, ultimate ownership and future performance: Evidence from China. Journal of Business Research, 71, 47–54.
Saint-Paul, G. (2002). Employment protection, international specialization, and innovation’. European Economic Review, 46(2), 375–395.
Scherer, F. M. (1984). Innovation and growth: Schumpetarian perspectives. Cambridge: MIT Press.
Stam, E., & Wennberg, K. (2009). The roles of R&D in new firm growth. Small Business Economics, 33(1), 77–89.
Stock, R. M., Totzauer, F., & Zacharias, N. A. (2014). A closer look at cross-functional R&D cooperation for innovativeness: Innovation-oriented leadership and human resource practices as driving forces. Journal of Product Innovation Management, 31(5), 924–938.
Storey, D. J. (2004). Exploring the link, among small firms, between management training and firm performance: A comparison between the UK and other OECD countries. The International Journal of Human Resource Management, 15(1), 112–130.
Talke, K., Salomo, S., & Rost, K. (2010). How top management team diversity affects innovativeness and performance via the strategic choice to focus on innovation fields. Research Policy, 39(7), 907–918.
Teece, D. J. (1986). Profiting from technological innovation: Implications for integration, collaboration, licensing and public policy. Research Policy, 15(6), 285–305.
Teece, D. J. (2007). Explicating dynamic capabilities: The nature and microfoundations of (sustainable) enterprise performance. Strategic Management Journal, 28(13), 1319–1350.
Teece, D. J. (2018). Reply to Nelson, Helfat and Raubitschek. Research Policy, 47(8), 1400–1402.
Teirlinck, P. (2017). Configurations of strategic R&D decisions and financial performance in small-sized and medium-sized firms. Journal of Business Research, 74, 55–65.
Thornhill, S. (2006). Knowledge, innovation and firm performance in high-and low-technology regimes. Journal of Business Venturing, 21(5), 687–703.
Turro, A., Urbano, D., & Peris-Ortiz, M. (2014). Culture and innovation: The moderating effect of cultural values on corporate entrepreneurship. Technological Forecasting and Social Change, 88, 360–369.
Urbano, D., Aparicio, S., & Audretsch, D. B. (2019a). Institutions, entrepreneurship, and economic performance. Cham: Springer.
Urbano, D., Aparicio, S., & Audretsch, D. (2019b). Twenty-five years of research on institutions, entrepreneurship, and economic growth: What has been learned? Small Business Economics, 53(1), 21–49.
Visintin, F., & Pittino, D. (2014). Founding team composition and early performance of university–based spin–off companies. Technovation, 34(1), 31–43.
Vohora, A., Wright, M., & Lockett, A. (2004). Critical junctures in the growth in university high–tech spinout companies. Research Policy, 33, 147–175.
Von Zedtwitz, M., Corsi, S., Soberg, P., & Frega, R. (2015). A typology of reverse innovation. Journal of Product Innovation Management, 32(1), 12–28.
Wang, E. C. (2007). R&D efficiency and economic performance: A cross-country analysis using the stochastic frontier approach. Journal of Policy Modelling, 29(2), 345–360.
Wang, K. J., & Dwi Lestari, Y. (2013). Firm competencies on market entry success: Evidence from a high-tech industry in an emerging market. Journal of Business Research, 66(12), 2444–2450.
Wiklund, J., & Shepherd, D. (2005). Entrepreneurial orientation and small business performance: A configurational approach. Journal of Business Venturing, 20(1), 71–91.
Zhou, H., Dekker, R., & Kleinknecht, A. (2011). Flexible labor and innovation performance: Evidence from longitudinal firm-level data. Industrial and Corporate Change, 20(3), 941–968.
David Urbano and Andreu Turro acknowledge the financial support from the project ECO2017-87885-P (Spanish Ministry of Economy & Competitiveness). In addition, David Urbano acknowledges the financial support from project 2017-SGR-1056 (Economy & Knowledge Department, Catalan Government), and ICREA under ICREA Academia programme. Sebastian Aparicio acknowledges Durham University Business School for constant support. In addition, Sebastian acknowledges financial support from Colciencias Ph.D. programme Chapter 3 (617/2013), Enlaza Mundos Municipio de Medellín (2013), and Fundación ECSIM. Finally, the authors would also like to thank Prof. Albert N. Link and the two anonymous reviewers for their valuable comments during the publication process. A previous version of this article was presented at the Annual Meeting of the Academy of Management and several seminars. The authors appreciate all comments and suggestions made by participants.
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Urbano, D., Turro, A. & Aparicio, S. Innovation through R&D activities in the European context: antecedents and consequences. J Technol Transf 45, 1481–1504 (2020). https://doi.org/10.1007/s10961-019-09752-x
- R&D management
- Firm growth
- Institutional economics
- Resource-based theory