This paper aims to evaluate the influence of investment and R&D expenditures on the performance of large companies that are headquartered in the Europe using regression analysis of the generalized method of moments. The independent control variables are GDP per capita and the interest rate represented by the yield of 10-year state bonds. The sample period is 2010–2018. Our result shows that the growth of R&D expenditures and investments negatively affected the profitability ratios of the firms in the year of implementation. While concentrating on the macroeconomic control variables, the results support an assumption about the positive effects of GDP on the majority of the net income, ROA and ROE estimates. On the other hand, negative effects of interest rates were found.
Baller, S. – Dutta, S. – Lanvin, B. (2016): The Global Information Technology Report 2016. Innovating in the Digital Economy. Geneva: World Economic Forum.
Bernstein, J. I. – Mamuneas, T. P. (2006): R&D Depreciation, Stocks, User Costs and Productivity Growth for US Knowledge Intensive Industries. Structural Change and Economic Dynamics, 17(1): 70–98.
Bettiol, M. – Capestro, M. – Di Maria, E. – Furlan, A. (2019): Impacts of Industry 4.0 Investments on Firm Performance: Evidence from Italy. Marco Fanno Working Papers No. 0233, Padova.
Bogoviz, A. V. – Osipov, V. S. – Chistyakova, M. K. – Borisov, M. Y. (2019): Comparative Analysis of Formation of Industry 4.0 in Developed and Developing Countries. In: Popkova, E. – Ragulina, Y. – Bogoviz, A. (eds): Industry 4.0: Industrial Revolution of the 21st Century. Cham: Springer, pp. 155–164.
Brooks, C. (2002): Introductory Econometrics for Finance. Cambridge: Cambridge University.
Chen, T. C. – Guo, D. Q. – Chen, H. M. – Wei, T. T. (2019): Effects of R&D Intensity on Firm Performance in Taiwan’s Semiconductor Industry. Economic Research – Ekonomska Istraživanja, 32: 2377–2392.
Coad, A. – Rao, R. (2008): Innovation and Firm Growth in High-Tech Sectors: A Quantile Regression Approach. Research Policy, 37(4): 633–648.
Colbeck, B. – Aozkan, A. (2018): Comparison of Adjustment Speeds in Target Research and Development and Capital Investment: What Did the Financial Crisis of 2007 Change? Journal of Business Research, 84: 1–10.
Daiko, T. – Dernis, H. – Dosso, M. – Gkotsis, P. – Squicciarini, M. – Vezzani, A. (2017): World Corporate Top R&D Investors: Industrial Property Strategies in the Digital Economy. (A JRC and OECD Common Report.) Luxembourg: Publications Office of the European Union.
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.
Dernis, H. – Gkotsis, P. – Grassano, N. – Nakazato, S. – Squicciarini, M. – Van Beuzekom, B. – Vezzani, A. (2019): World Corporate Top R&D Investors: Shaping the Future of Technologies and of AI. (A Joint JRC and OECD Report.) EUR 29831 EN. Luxembourg: Publications Office of the European Union.
Dougherty, C. (2011): Introduction to Econometrics. (4th ed.) New York: Oxford University Press.
Ehie, I. C. – Olibe, K. (2010): The Effect of R&D Investment on Firm Value: An Examination of US Manufacturing and Service Industries. International Journal of Production Economics, 128(1): 127–135.
European Commission (2015): A Digital Single Market Strategy for Europe. COM (2015) 192. Https://Eur-Lex.Europa.Eu/Legal-Content/EN/ALL/?Uri=Celex%3A52015DC0192.
European Commission (2016): Commission Sets Out Path to Digitize European Industry. Press Release. Brussels, 19 April 2016. http://ec.europa.eu/newsroom/dae/document.cfm?doc_id=15279.
Freihat, A. R. – Kanakriyah, R. (2017): Impact of R&D Expenditure on Financial Performance: Jordanian Evidence. European Journal of Business and Management, 9(32): 73–83.
Griliches, Z. (1981): R&D Patents and Productivity. Chicago: NBER, The University of Chicago Press.
Hansen, L. P. (1982): Large Sample Properties of Generalized Method of Moments Estimators. Econometrica, 50(4): 1029–1054.
Hansen, L. P. (2014): Uncertainty Outside and Inside Economic Models. Journal of Political Economy, 122(5): 945–987.
Hou, K. – Robinson, D. T. (2006): Industry Concentration and Average Stock Returns. Journal of Finance, 61(4): 1927–1956.
Kiel, D. – Müller, J. M. – Arnold, C. – Voigt, K. I. (2017): Sustainable Industrial Value Creation: Benefits and Challenges of Industry 4.0. International Journal of Innovation Management, 21: 1740015.
Levin, A. – Lin, C. F. – Chu, C. (2002): Unit Root Test in Panel Data? Asymptotic and Finite Sample Properties. Journal of Econometrics, 108(1): 1–25.
McCorkler, C. O. J. (1988): Economics of Food Processing in the United States. London: Academic Press.
McEldowney, J. (2019): EU Agricultural Research and Innovation. PE 630.358. Brussels: European Parliamentary Research Service.
Moeuf, A. – Pellerin, R. – Lamouri, S. – Tamayo-Giraldo, S. – Barbaray, R. (2018): The Industrial Management of SMEs in the Era of Industry 4.0. International Journal of Production Research, 56(3): 1118–1136.
Müller, J. M. – Buliga, O. – Voigt, K. I. (2018): Fortune Favors the Prepared: How SMEs Approach Business Model Innovations in Industry 4.0. Technological Forecasting and Social Change, 132: 2–17.
Öztürk, E. – Zeren, F. (2015): The Impact of R&D Expenditure on Firm Performance in Manufacturing Industry: Further Evidence from Turkey. International Journal of Economics and Research, 6: 32–36.
Pervan, M. – Kramaric, T. P. (2020): Impact of Research and Development Expenditure on Firm Performance. In: Loster, T. – Pavelka, T. (eds): The 14th International Days of Statistics and Economics Conference Proceedings. Prague: Melandrium, pp. 816–825.
Piccarozzi, M. – Aquilani, B. – Gatti, C. (2018): Industry 4.0 in Management Studies: A Systematic Literature Review. Sustainability, 10: 3821.
Raymond, L. – St‐Pierre, J. (2004): Customer Dependency in Manufacturing SMEs: Implications for R&D and Performance. Journal of Small Business and Enterprise Development, 11(1): 23–33.
Schröder, C. (2016): The Challenges of Industry 4.0 for Small and Medium-Sized Enterprises. Bonn: Friedrich-Ebert Stiftung.
Sher, P. J. – Yang, P. Y. (2005): The Effects of Innovative Capabilities and R&D Clustering on Firm Performance: The Evidence of Taiwan's Semiconductor Industry. Technovation, 25(1): 33–43.
Songur, H. – Heavilin, J. E. (2017): Abnormal Research and Development Investments and Stock Returns. North American Journal of Economics and Finance, 42: 237–249.
Šimáková, J. – Stavárek, D. – Pražák, T. – Ligocká, M. (2019): Macroeconomic Factors and Stock Prices in the Food and Drink Industry. British Food Journal, 121(7): 1627–1641.
Švarcová, J. – Urbánek, T. – Povolná, L. – Sobotková, E. (2019): Implementation of R&D Results and Industry 4.0 Influenced by Selected Macroeconomic Indicators. Applied Sciences, 9: 1846.
Weller, C. – Kleer, R. – Piller, F. T. (2015): Economic Implications of 3D Printing: Market Structure Models in Light of Additive Manufacturing Revisited. International Journal of Production Economics, 164: 43–56.
Xu, L. D. – Xu, E. L. – Li, L. (2018): Industry 4.0: State of the Art and Future Trends. International Journal of Production Research, 56(8): 2941–2962.
Yang, C. – Lin, C. (2007): Developing Employment Effects of Innovations: Micro Econometric Evidence from Taiwan. The Developing Economies, 46(2): 109–134.
Yanni, W. – Weiguo, F. (2014): R&D Reporting Methods and Firm Value: Evidence from China. Chinese Management Studies, 8(3): 375–396.
Zhang, M. – Li, B. – Yin, S. (2020): Configurational Paths to Regional Innovation Performance: The Interplay of Innovation Elements Based on a Fuzzy-Set Qualitative Comparative Analysis Approach. Technology Analysis & Strategic Management, 32(4): 1422–1435.