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Whos doing who? Growth of sales, employment, assets, profits and R&D entangled in a curious five-way love triangle

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Abstract

Understanding causal relationships among key economic variables is crucial for policy makers, who wish to e.g. stimulate private R&D growth. To this end, we applied a technique recently imported from the Machine Learning community (Structural Vector Autoregressions (SVARs) identified using Independent Components Analysis (ICA)) to a set of the worlds largest R&D investors. Our analysis highlights the key role of sales growth, rather than profits growth, in stimulating R&D growth. R&D growth appears at the end of the causal ordering of the growth process. Our results suggest that policies to increase private R&D would do better to target sales rather than profits.

Suggested Citation

  • Alexander Coad & Nicola Grassano, 2016. "Whos doing who? Growth of sales, employment, assets, profits and R&D entangled in a curious five-way love triangle," JRC Working Papers on Corporate R&D and Innovation 2016-03, Joint Research Centre.
    • Handle: RePEc:ipt:wpaper:201603
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    References listed on IDEAS

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    1. Alex Coad, 2009. "The Growth of Firms," Books, Edward Elgar Publishing, number 13424.
    2. Montresor, Sandro & Vezzani, Antonio, 2015. "The production function of top R&D investors: Accounting for size and sector heterogeneity with quantile estimations," Research Policy, Elsevier, vol. 44(2), pages 381-393.
    3. Coad, Alex & Binder, Martin, 2014. "Causal linkages between work and life satisfaction and their determinants in a structural VAR approach," Economics Letters, Elsevier, vol. 124(2), pages 263-268.
    4. Michele Cincera & Julien Ravet, 2010. "Financing constraints and R&D investments of large corporations in Europe and the US," Science and Public Policy, Oxford University Press, vol. 37(6), pages 455-466, July.
    5. Grabowski, Henry & Vernon, John & DiMasi, Joseph, 2002. "Returns on R&D for 1990s New Drug Introductions," Working Papers 02-21, Duke University, Department of Economics.
    6. Mariacristina Piva & Marco Vivarelli, 2007. "Is demand-pulled innovation equally important in different groups of firms?," Cambridge Journal of Economics, Cambridge Political Economy Society, vol. 31(5), pages 691-710, September.
    7. Marco Vivarelli, 2013. "Technology, Employment and Skills: An Interpretative Framework," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 66-89, June.
    8. Kamien, Morton I & Schwartz, Nancy L, 1975. "Market Structure and Innovation: A Survey," Journal of Economic Literature, American Economic Association, vol. 13(1), pages 1-37, March.
    9. Giovanni Dosi & Richard Nelson, 2013. "The Evolution of Technologies: An Assessment of the State-of-the-Art," Eurasian Business Review, Springer;Eurasia Business and Economics Society, vol. 3(1), pages 3-46, June.
    10. Hector Hernandez Guevara & Fernando Hervas Soriano & Alexander Tuebke & Antonio Vezzani & Mafini Dosso & Sara Amoroso & Nicola Grassano & Alexander Coad & Petros Gkotsis, 2015. "The 2015 EU Industrial R&D Investment Scoreboard," JRC Research Reports JRC98287, Joint Research Centre.
    11. Thompson, Peter, 1999. "Rationality, rules of thumb, and R&D," Structural Change and Economic Dynamics, Elsevier, vol. 10(3-4), pages 321-340, December.
    12. Matthias Duschl & Thomas Brenner, 2013. "Growth dynamics in regional systems of technological activities – A SVAR approach," Working Papers on Innovation and Space 2013-12, Philipps University Marburg, Department of Geography.
    13. Himmelberg, Charles P & Petersen, Bruce C, 1994. "R&D and Internal Finance: A Panel Study of Small Firms in High-Tech Industries," The Review of Economics and Statistics, MIT Press, vol. 76(1), pages 38-51, February.
    14. Alessio Moneta & Doris Entner & Patrik O. Hoyer & Alex Coad, 2013. "Causal Inference by Independent Component Analysis: Theory and Applications," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 75(5), pages 705-730, October.
    15. Coad, Alex & Rao, Rekha, 2008. "Innovation and firm growth in high-tech sectors: A quantile regression approach," Research Policy, Elsevier, vol. 37(4), pages 633-648, May.
    16. Giovanni Dosi, 2000. "Sources, Procedures, and Microeconomic Effects of Innovation," Chapters, in: Innovation, Organization and Economic Dynamics, chapter 2, pages 63-114, Edward Elgar Publishing.
    17. Scherer, F M, 1982. "Demand-Pull and Technological Invention: Schmookler Revisited," Journal of Industrial Economics, Wiley Blackwell, vol. 30(3), pages 225-237, March.
    18. James H. Stock & Mark W. Watson, 2001. "Vector Autoregressions," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 101-115, Fall.
    19. Alex Coad & Rekha Rao, 2010. "Firm growth and R&D expenditure," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 19(2), pages 127-145.
    20. García-Quevedo, José & Pellegrino, Gabriele & Vivarelli, Marco, 2014. "R&D drivers and age: Are young firms different?," Research Policy, Elsevier, vol. 43(9), pages 1544-1556.
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    Cited by:

    1. Rabinovich, Joel, 2023. "Tangible and intangible investments and sales growth of US firms," Structural Change and Economic Dynamics, Elsevier, vol. 66(C), pages 200-212.
    2. Marta Postu?a & Wojciech Chmielewski, 2019. "The Impact of Intangible Assets and R&D Expenditure on the Market Capitalization and EBITDA of Selected ICT Sector Enterprises in the European Union," International Journal of Economics and Finance, Canadian Center of Science and Education, vol. 11(8), pages 117-117, August.
    3. Joel Rabinovich, 2022. "The evolving contribution of R&D, advertising and capital expenditures for US-listed firms’ growth in sales, 1979-2018. A quantile regression analysis," Working Papers hal-03539656, HAL.

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    More about this item

    Keywords

    R&D investment; firm growth; SVAR; sales growth; industrial dynamics;
    All these keywords.

    JEL classification:

    • L25 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - Firm Performance
    • O30 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights - - - General

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