Abstract
Using an augmented version of Gibrat’s law, we theorized the relationship between the innovation activities of small and medium-sized enterprises (SMEs) and their growth in sales, firm value, and research and development (R&D) investment in the following years. Based on 17 years of data from 598 SMEs in South Korea, this study examined the mediating role of sales growth and firm value growth in the relationship between innovation activities and R&D investment growth in a longitudinal setting. The study findings suggested that the innovation activities of SMEs at Time 1 influenced the sales growth of high-growth firms and high-tech sectors at Time 2 more positively than that of low-growth firms and low-tech sectors, and that SMEs consequently invested more in R&D at Time 3. However, the innovation activities of SMEs at Time 1 did not significantly affect their firm value growth at Time 2. Theoretical and managerial implications are discussed for scholars, managers, and policy makers.
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Notes
We excluded data when they were not continuously available for 3 years, as we analyzed data for 3-year periods.
Main Science and Technology Indicators by OECD (http://stats.oecd.org).
SME Status Indicators 2016 by Korean Federation of SMEs (http://www.kbiz.or.kr).
We applied an OLS analysis with a robust option to take into account heteroscedasticity.
The quantile regression model was first introduced by Koenker and Bassett (1978).
Based on Sobel’s study (1982), we used this test to determine the mediating effect of the independent variable.
References
Acs, Z. J., Audretsch, D. B., & Lehmann, E. E. (2013). The knowledge spillover theory of entrepreneurship. Small Business Economics, 41(4), 757–774. doi:10.1007/s11187-013-9505-9.
Ardishvili, A., Cardozo, S., Harmon, S., & Vadakath, S. (1998). Towards a theory of new venture growth. Paper presented at the Babson Entrepreneurship Research Conference, Ghent, Belgium.
Arrow, K. (1962). Economic welfare and the allocation of resources for invention. In National Bureau of Economic Research (Ed.), The rate and direction of inventive activity: Economic and social factors (pp. 609–626). Princeton, NJ: Princeton University Press. http://www.nber.org/chapters/c2144.
Audretsch, D. B., Coad, A., & Segarra, A. (2014). Firm growth and innovation. Small Business Economics, 43(4), 743–749. doi:10.1007/s11187-014-9560-x.
Audretsch, D. B., Klomp, L., Santarelli, E., & Thurik, A. R. (2004). Gibrat’s law: Are the services different? Review of Industrial Organization, 24(3), 301–324. doi:10.1023/B:REIO.0000038273.50622.ec.
Azevedo, J. P. (2011). grqreg: Stata module to graph the coefficients of a quantile regression. Boston, MA: Boston College Department of Economics. http://fmwww.bc.edu/repec/bocode/g/grqreg.ado.
Bartelsman, E., Dobbelaere, S., & Peters, B. (2014). Allocation of human capital and innovation at the frontier: Firm-level evidence on Germany and the Netherlands. Amsterdam, the Netherlands: Tinbergen Institute. Retrieved from http://papers.tinbergen.nl/13095.pdf.
Bellucci, A., & Pennacchio, L. (2015). University knowledge and firm innovation: Evidence from European countries. Journal of Technology Transfer, 41(4), 730–752. doi:10.1007/s10961-015-9408-9.
Bianchini, S., Pellegrino, G., & Tamagni, F. (2014). Innovation strategies and firm growth: New longitudinal evidence from Spanish firms (Working paper). Retrieved from http://www.dipecodir.it/upload/file/Workshop%20Explaining%20Economic%20Change/Innovation%20Strategies%20and%20Firm%20Growth_%20New%20longitudinal%20evidence%20from%20spanish%20firms_pdf.pdf.
Blass, A., & Yosha, O. (2003). Financing R&D in mature companies: An empirical analysis. Economics of Innovation and New Technology, 12(5), 425–447. doi:10.1080/1043859022000029249.
Bosworth, D., & Rogers, M. (2001). Market value, R&D and intellectual property: An empirical analysis of large Australian firms. The Economic Record, 77(239), 323–337. doi:10.1111/1475-4932.t01-1-00026.
Bottazzi, G., Dosi, G., Lippi, M., Pammolli, F., & Riccaboni, M. (2001). Innovation and corporate growth in the evolution of the drug industry. International Journal of Industrial Organization, 19(7), 1161–1187. doi:10.1016/S0167-7187(01)00068-6.
Bottazzi, G., & Secchi, A. (2003). Common properties and sectoral specificities in the dynamics of US manufacturing companies. Review of Industrial Organization, 23(3–4), 217–232. doi:10.1023/B:REIO.0000031366.28559.c1.
Bourgeois, L. J. (1981). On the measurement of organizational slack. Academy of Management Review, 6(1), 29–39. doi:10.5465/AMR.1981.4287985.
Boxall, P., Ang, S. H., & Bartram, T. (2011). Analysing the ‘black box’ of HRM: Uncovering HR goals, mediators, and outcomes in a standardized service environment. Journal of Management Studies, 48(7), 1504–1532. doi:10.1111/j.1467-6486.2010.00973.x.
Brown, J. R., Fazzari, S. M., & Petersen, B. C. (2009). Financing innovation and growth: Cash flow, external equity, and the 1990s R&D boom. The Journal of Finance, 64(1), 151–185. doi:10.1111/j.1540-6261.2008.01431.x.
Brown, J. R., Martinsson, G., & Petersen, B. C. (2012). Do financing constraints matter for R&D? European Economic Review, 56(8), 1512–1529. doi:10.1016/j.euroecorev.2012.07.007.
Capasso, M., Treibich, T., & Verspagen, B. (2015). The medium-term effect of R&D on firm growth. Small Business Economics, 45(1), 39–62. doi:10.1007/s11187-015-9640-6.
Chan, S. H., Martin, J. D., & Kensinger, J. W. (1990). Corporate research and development expenditures and share value. Journal of Financial Economics, 26(2), 255–276. doi:10.1016/0304-405X(90)90005-K.
Chauvin, K. W., & Hirschey, M. (1993). Advertising, R&D expenditures and the market value of the firm. Financial Management, 22(4), 128–140. doi:10.2307/3665583.
Chesher, A. (1979). Testing the law of proportionate effect. The Journal of Industrial Economics, 27(4), 403–411. doi:10.2307/2097961.
Cho, H. J., & Pucik, V. (2005). Relationship between innovativeness, quality, growth, profitability, and market value. Strategic Management Journal, 26(6), 555–575. doi:10.1002/smj.461.
Coad, A. (2007). A closer look at serial growth rate correlation. Review of Industrial Organization, 31(1), 69–82. doi:10.1007/s11151-007-9135-y.
Coad, A. (2009). The growth of firms: A survey of theories and empirical evidence. Cheltenham, UK: Edward Elgar. http://www.elgaronline.com/view/9781848443273.xml.
Coad, A. (2010). Exploring the processes of firm growth: Evidence from a vector auto-regression. Industrial and Corporate Change, 19(6), 1677–1703. doi:10.1093/icc/dtq018.
Coad, A., & Rao, R. (2006). Innovation and market value: A quantile regression analysis. Economic Bulletin, 15(13), 1–10. Retrieved from http://www.accessecon.com/pubs/EB/2006/Volume15/EB-06O10012A.pdf.
Coad, A., & Rao, R. (2008). Innovation and firm growth in high-tech sectors: A quantile regression approach. Research Policy, 37(4), 633–648. doi:10.1016/j.respol.2008.01.003.
Coad, A., & Rao, R. (2010). Firm growth and R&D expenditure. Economics of Innovation and New Technology, 19(2), 127–145. doi:10.1080/10438590802472531.
Coad, A., Segarra, A., & Teruel, M. (2016). Innovation and firm growth: Does firm age play a role? Research Policy, 45(2), 387–400. doi:10.1016/j.respol.2015.10.015.
Cohen, W. M., & Levinthal, D. A. (1990). Absorptive capacity: A new perspective on learning and innovation. Administrative Science Quarterly, 35(1), 128–152. doi:10.2307/2393553.
Colombelli, A., Haned, N., & Le Bas, C. (2013). On firm growth and innovation: Some new empirical perspectives using French CIS (1992–2004). Structural Change and Economic Dynamics, 26, 14–26. doi:10.1016/j.strueco.2013.03.002.
Davidsson, P., & Wiklund, J. (2006). Conceptual and empirical challenges in the study of firm growth. In P. Davidsson, F. Delmar, & J. Wiklund (Eds.), Entrepreneurship and the growth of firms (pp. 39–61). Cheltenham, UK: Edward Elgar. https://www.elgaronline.com/view/1845425758.00010.xml.
Del Monte, A., & Papagni, E. (2003). R&D and the growth of firms: Empirical analysis of a panel of Italian firms. Research Policy, 32(6), 1003–1014. doi:10.1016/S0048-7333(02)00107-5.
Delmar, F., Davidsson, P., & Gartner, W. B. (2003). Arriving at the high-growth firm. Journal of Business Venturing, 18(2), 189–216. doi:10.1016/S0883-9026(02)00080-0.
Demirel, P., & Mazzucato, M. (2012). Innovation and firm growth: Is R&D worth it? Industry and Innovation, 19(1), 45–62. doi:10.1080/13662716.2012.649057.
Deschryvere, M. (2014). R&D, firm growth and the role of innovation persistence: An analysis of Finnish SMEs and large firms. Small Business Economics, 43(4), 767–785. doi:10.1007/s11187-014-9559-3.
Doukas, J., & Switzer, L. (1992). The stock market’s valuation of R&D spending and market concentration. Journal of Economics and Business, 44(2), 95–114. doi:10.1016/0148-6195(92)90009-Y.
Falk, M. (2012). Quantile estimates of the impact of R&D intensity on firm performance. Small Business Economics, 39(1), 19–37. doi:10.1007/s11187-010-9290-7.
Freel, M. S. (2000). Do small innovating firms outperform non-innovators? Small Business Economics, 14(3), 195–210. doi:10.1023/A:1008100206266.
García-Manjón, J. V., & Romero-Merino, M. E. (2012). Research, development, and firm growth. Empirical evidence from European top R&D spending firms. Research Policy, 41(6), 1084–1092. doi:10.1016/j.respol.2012.03.017.
Geroski, P. A. (2005). Understanding the implications of empirical work on corporate growth rates. Managerial and Decision Economics, 26(2), 129–138. doi:10.1002/mde.1207.
Geroski, P. A., & Toker, S. (1996). The turnover of market leaders in UK manufacturing industry, 1979–86. International Journal of Industrial Organization, 14(2), 141–158. doi:10.1016/0167-7187(95)00479-3.
Gibrat, R. (1931). Les inégalités économiques. Paris: Recueil Sirey.
Goedhuys, M., & Sleuwaegen, L. (2010). High-growth entrepreneurial firms in Africa: A quantile regression approach. Small Business Economics, 34(1), 31–51. doi:10.1007/s11187-009-9193-7.
Gunasekaran, A., Putnik, G. D., Peças, P., & Henriques, E. (2006). Best practices of collaboration between university and industrial SMEs. Benchmarking: An International Journal, 13(1/2), 54–67. doi:10.1108/14635770610644574.
Hall, B. H., & Lerner, J. (2010). The financing of R&D and innovation. In B. Hall & N. Rosenberg (Eds.), Handbook of the economics of innovation (Vol. 1, pp. 609–639). Amsterdam, the Netherlands: Elsevier. http://dx.doi.org/10.1016/S0169-7218(10)01014-2.
Hall, B. 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. International Journal of Industrial Organization, 24(5), 971–993. doi:10.1016/j.ijindorg.2005.12.001.
Helfat, C. E. (1994). Firm-specificity in corporate applied R&D. Organization Science, 5(2), 173–184. doi:10.1287/orsc.5.2.173.
Helfat, C. E. (1997). Know-how and asset complementarity and dynamic capability accumulation: The case of R&D. Strategic Management Journal, 18(5), 339–360. doi:10.1002/(SICI)1097-0266(199705)18:5<339:AID-SMJ883>3.0.CO;2-7.
Hervas-Oliver, J.-L., Sempere-Ripoll, F., & Boronat-Moll, C. (2014). Process innovation strategy in SMEs, organizational innovation and performance: A misleading debate? Small Business Economics, 43(4), 873–886. doi:10.1007/s11187-014-9567-3.
Holcomb, T. R., Holmes, R. M., Jr., & Connelly, B. L. (2009). Making the most of what you have: Managerial ability as a source of resource value creation. Strategic Management Journal, 30(5), 457–485. doi:10.1002/smj.747.
Hölzl, W. (2009). Is the R&D behaviour of fast-growing SMEs different? Evidence from CIS III data for 16 countries. Small Business Economics, 33(1), 59–75. doi:10.1007/s11187-009-9182-x.
Hsu, P.-H., Tian, X., & Xu, Y. (2014). Financial development and innovation: Cross-country evidence. Journal of Financial Economics, 112(1), 116–135. doi:10.1016/j.jfineco.2013.12.002.
Koenker, R., & Bassett, G., Jr. (1978). Regression quantiles. Econometrica, 46(1), 33–50. doi:10.2307/1913643.
Lee, Y. S. (2000). The sustainability of university-industry research collaboration: An empirical assessment. The Journal of Technology Transfer, 25(2), 111–133. doi:10.1023/A:1007895322042.
Liu, J.-T., Tsou, M.-W., & Hammitt, J. K. (1999). Do small plants grow faster? Evidence from the Taiwan electronics industry. Economics Letters, 65(1), 121–129. doi:10.1016/S0165-1765(99)00126-3.
Lockett, A., Wiklund, J., Davidsson, P., & Girma, S. (2011). Organic and acquisitive growth: Re-examining, testing and extending Penrose’s growth theory. Journal of Management Studies, 48(1), 48–74. doi:10.1111/j.1467-6486.2009.00879.x.
Lukach, R., Kort, P. M., & Plasmans, J. (2007). Optimal R&D investment strategies under the threat of new technology entry. International Journal of Industrial Organization, 25(1), 103–119. doi:10.1016/j.ijindorg.2006.02.002.
Mansfield, E. (1962). Entry, Gibrat’s law, innovation, and the growth of firms. The American Economic Review, 52(5), 1023–1051. http://www.jstor.org.oca.korea.ac.kr/stable/1812180.
Marris, R. (1999). Edith Penrose and economics. Contributions to Political Economy, 18(1), 47–65. doi:10.1093/cpe/18.1.47.
Mata, J., & Woerter, M. (2013). Risky innovation: The impact of internal and external R&D strategies upon the distribution of returns. Research Policy, 42(2), 495–501. doi:10.1016/j.respol.2012.08.004.
Mazzucato, M., & Parris, S. (2015). High-growth firms in changing competitive environments: The US pharmaceutical industry (1963 to 2002). Small Business Economics, 44(1), 145–170. doi:10.1007/s11187-014-9583-3.
Miron-Spektor, E., Erez, M., & Naveh, E. (2011). The effect of conformist and attentive-to-detail members on team innovation: Reconciling the innovation paradox. Academy of Management Journal, 54(4), 740–760. doi:10.5465/AMJ.2011.64870100.
Ndofor, H. A., Sirmon, D. G., & He, X. (2011). Firm resources, competitive actions and performance: Investigating a mediated model with evidence from the in vitro diagnostics industry. Strategic Management Journal, 32(6), 640–657. doi:10.1002/smj.901.
Oriani, R., & Sobrero, M. (2008). Uncertainty and the market valuation of R&D within a real options logic. Strategic Management Journal, 29(4), 343–361. doi:10.1002/smj.664.
Phillips, A. (1971). Technology and market structure: A study of the aircraft industry. Lexington, MA: Heath Lexington Books.
Reiche, B. S., Kraimer, M. L., & Harzing, A.-W. (2011). Why do international assignees stay? An organizational embeddedness perspective. Journal of International Business Studies, 42(4), 521–544. doi:10.1057/jibs.2011.5.
Rodríguez, A., & Nieto, M. J. (2015). Does R&D offshoring lead to SME growth? Different governance modes and the mediating role of innovation. Strategic Management Journal, 37(8), 1734–1753. doi:10.1002/smj.2413.
Roper, S. (1997). Product innovation and small business growth: A comparison of the strategies of German, UK and Irish companies. Small Business Economics, 9(6), 523–537. doi:10.1023/A:1007963604397.
Roper, S., Du, J., & Love, J. H. (2008). Modelling the innovation value chain. Research Policy, 37(6–7), 961–977. doi:10.1016/j.respol.2008.04.005.
Schimke, A., & Brenner, T. (2011). Temporal structure of firm growth and the impact of R&D (Working Paper No. 32). Karlsruhe, Germany: Karlsruher Institut für Technologie. Retrieved from http://econpapers.wiwi.kit.edu/downloads/KITe_WP_32.pdf.
Segarra, A., & Teruel, M. (2014). High-growth firms and innovation: An empirical analysis for Spanish firms. Small Business Economics, 43(4), 805–821. doi:10.1007/s11187-014-9563-7.
Sobel, M. E. (1982). Asymptotic confidence intervals for indirect effects in structural equation models. Sociological Methodology, 13, 290–312. doi:10.2307/270723.
Teece, D. J. (1986). Profiting from technological innovation: Implications for integration, collaboration, licensing and public policy. Research Policy, 15(6), 285–305. doi:10.1016/0048-7333(86)90027-2.
Toivanen, O., Stoneman, P., & Bosworth, D. (2002). Innovation and the market value of UK firms, 1989–1995. Oxford Bulletin of Economics and Statistics, 64(1), 39–61. doi:10.1111/1468-0084.00002.
Wang, T., & Thornhill, S. (2010). R&D investment and financing choices: A comprehensive perspective. Research Policy, 39(9), 1148–1159. doi:10.1016/j.respol.2010.07.004.
Weinzimmer, L. G., Nystrom, P. C., & Freeman, S. J. (1998). Measuring organizational growth: Issues, consequences and guidelines. Journal of Management, 24(2), 235–262. doi:10.1177/014920639802400205.
Williamson, O. E. (1988). Corporate finance and corporate governance. The Journal of Finance, 43(3), 567–591. doi:10.1111/j.1540-6261.1988.tb04592.x.
Woolridge, J. R. (1988). Competitive decline and corporate restructuring: Is a myopic stock market to blame? Journal of Applied Corporate Finance, 1(1), 26–36. doi:10.1111/j.1745-6622.1988.tb00155.x.
Yang, C.-H., & Huang, C.-H. (2005). R&D, size and firm growth in Taiwan’s electronics industry. Small Business Economics, 25(5), 477–487. doi:10.1007/s11187-004-6487-7.
Yu, H.-C., Chen, C.-S., & Hsieh, D.-T. (2010). Keiretsu style main bank relationships, R&D investment, leverage, and firm value: Quantile regression approach. In C.-F. Lee, J. Lee, & A. C. Lee (Eds.), Handbook of quantitative finance and risk management (pp. 829–841). New York, NY: Springer. http://dx.doi.org/10.1007/978-0-387-77117-5_53.
Zantout, Z. Z., & Tsetsekos, G. P. (1994). The wealth effects of announcements of R&D expenditure increases. Journal of Financial Research, 17(2), 205–216. doi:10.1111/j.1475-6803.1994.tb00186.x.
Zeng, S. X., Xie, X., & Tam, C. M. (2010). Relationship between cooperation networks and innovation performance of SMEs. Technovation, 30(3), 181–194. doi:10.1016/j.technovation.2009.08.003.
Acknowledgements
The authors would like to thank the editor and anonymous reviewers for their considerable help in developing this manuscript. This manuscript was supported by a Korea University Grant. Please send theoretical inquiries to the corresponding author, Jeewhan Yoon (Email: towny@korea.ac.kr) and send analytical inquiries to the cocorresponding author, YoungJun Kim (Email: youngjkim@korea.ac.kr).
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Ahn, S., Yoon, J. & Kim, Y. The innovation activities of small and medium-sized enterprises and their growth: quantile regression analysis and structural equation modeling. J Technol Transf 43, 316–342 (2018). https://doi.org/10.1007/s10961-017-9570-3
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DOI: https://doi.org/10.1007/s10961-017-9570-3