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A Win-Win-Win? Motivating innovation in a knowledge economy with tax incentives

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  • d’Andria, D.
  • Savin, I.

Abstract

In this study we explore effects of two distinct tax policies on innovation in a pure knowledge economy: an ‘IP box’ incentive and a (hypothetical) tax incentive on compensation earned by agents from profit sharing schemes (PSS). In contrast to the conventional assumption that firms decide on whether to innovate or not, we focus on a bottom-up innovation process (sometimes also called ‘bootleg innovation’), where firms set incentives to fulfill different tasks, but the final decision on whether to make the more innovative task is taken by an employee. We compare the two tax incentives under several distinct specifications demonstrating that the tax incentive on PSS can be a powerful mechanism fostering innovative activity and benefiting at the same time workers, firms and the economy as a whole. This study shows that the more critical for firms is attracting and motivating highly skilled workers, the larger the expected gain from employing the tax incentive on agents' compensation. We also find that the relative efficacy of this tax incentive is moderated by labor mobility and the extent of knowledge spillovers.

Suggested Citation

  • d’Andria, D. & Savin, I., 2018. "A Win-Win-Win? Motivating innovation in a knowledge economy with tax incentives," Technological Forecasting and Social Change, Elsevier, vol. 127(C), pages 38-56.
  • Handle: RePEc:eee:tefoso:v:127:y:2018:i:c:p:38-56
    DOI: 10.1016/j.techfore.2017.05.030
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    as
    1. Sandra E. Black & Lisa M. Lynch, 2004. "What's driving the new economy?: the benefits of workplace innovation," Economic Journal, Royal Economic Society, vol. 114(493), pages 97-116, February.
    2. Gustavo Manso, 2011. "Motivating Innovation," Journal of Finance, American Finance Association, vol. 66(5), pages 1823-1860, October.
    3. Holmstrom, Bengt, 1989. "Agency costs and innovation," Journal of Economic Behavior & Organization, Elsevier, vol. 12(3), pages 305-327, December.
    4. Patrick Bolton & Mathias Dewatripont, 2005. "Contract Theory," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262025760, April.
    5. Ittner, Christopher D. & Lambert, Richard A. & Larcker, David F., 2003. "The structure and performance consequences of equity grants to employees of new economy firms," Journal of Accounting and Economics, Elsevier, vol. 34(1-3), pages 89-127, January.
    6. Bruce Fallick & Charles A. Fleischman & James B. Rebitzer, 2006. "Job-Hopping in Silicon Valley: Some Evidence Concerning the Microfoundations of a High-Technology Cluster," The Review of Economics and Statistics, MIT Press, vol. 88(3), pages 472-481, August.
    7. Annette Alstadsæter & Salvador Barrios & Gaetan Nicodeme & Agnieszka Maria Skonieczna & Antonio Vezzani, 2018. "Patent boxes design, patents location, and local R&D," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 33(93), pages 131-177.
    8. Diego d'Andria & Ivan Savin, 2015. "Motivating innovation in a knowledge economy with tax incentives," Jena Economics Research Papers 2015-004, Friedrich-Schiller-University Jena.
    9. Giorgio Fagiolo & Andrea Roventini, 2012. "Macroeconomic Policy in DSGE and Agent-Based Models," Revue de l'OFCE, Presses de Sciences-Po, vol. 0(5), pages 67-116.
    10. Norman Gemmell & Richard Kneller & Ismael Sanz, 2014. "The growth effects of tax rates in the OECD," Canadian Journal of Economics, Canadian Economics Association, vol. 47(4), pages 1217-1255, November.
    11. Roland Bénabou & Jean Tirole, 2016. "Bonus Culture: Competitive Pay, Screening, and Multitasking," Journal of Political Economy, University of Chicago Press, vol. 124(2), pages 305-370.
    12. Josh Lerner & Julie Wulf, 2007. "Innovation and Incentives: Evidence from Corporate R&D," The Review of Economics and Statistics, MIT Press, vol. 89(4), pages 634-644, November.
    13. Thomas Hellmann & Veikko Thiele, 2011. "Incentives and Innovation: A Multitasking Approach," American Economic Journal: Microeconomics, American Economic Association, vol. 3(1), pages 78-128, February.
    14. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521685610, September.
    15. Tesfatsion, Leigh & Judd, Kenneth L., 2006. "Handbook of Computational Economics, Vol. 2: Agent-Based Computational Economics," Staff General Research Papers Archive 10368, Iowa State University, Department of Economics.
    16. Kim Bloomquist, 2011. "Tax Compliance as an Evolutionary Coordination Game: An Agent-Based Approach," Public Finance Review, , vol. 39(1), pages 25-49, January.
    17. Augsdorfer, Peter, 2005. "Bootlegging and path dependency," Research Policy, Elsevier, vol. 34(1), pages 1-11, February.
    18. Martin Grossmann & Markus Lang & Helmut Dietl, 2016. "Why Taxing Executives' Bonuses Can Foster Risk-Taking Behavior," Journal of Institutional and Theoretical Economics (JITE), Mohr Siebeck, Tübingen, vol. 172(4), pages 645-664, December.
    19. Fredrik Andersson & Matthew Freedman & John Haltiwanger & Julia Lane & Kathryn Shaw, 2009. "Reaching for the Stars: Who Pays for Talent in Innovative Industries?," Economic Journal, Royal Economic Society, vol. 119(538), pages 308-332, June.
    20. Viral Acharya & Marco Pagano & Paolo Volpin, 2016. "Seeking Alpha: Excess Risk Taking and Competition for Managerial Talent," The Review of Financial Studies, Society for Financial Studies, vol. 29(10), pages 2565-2599.
    21. Zsombor Z. Méder & András Simonovits & János Vinczeb, 2012. "Tax Morale and Tax Evasion: Social Preferences and Bounded Rationality," Economic Analysis and Policy, Elsevier, vol. 42(2), pages 171-188, September.
    22. Elmar Kiesling & Markus Günther & Christian Stummer & Lea Wakolbinger, 2012. "Agent-based simulation of innovation diffusion: a review," Central European Journal of Operations Research, Springer;Slovak Society for Operations Research;Hungarian Operational Research Society;Czech Society for Operations Research;Österr. Gesellschaft für Operations Research (ÖGOR);Slovenian Society Informatika - Section for Operational Research;Croatian Operational Research Society, vol. 20(2), pages 183-230, June.
    23. Domenico Depalo & Sabrina Di Addario, "undated". "Shedding Light on Inventors' Returns to Patents," Development Working Papers 375, Centro Studi Luca d'Agliano, University of Milano.
    24. Brian Heath & Raymond Hill & Frank Ciarallo, 2009. "A Survey of Agent-Based Modeling Practices (January 1998 to July 2008)," Journal of Artificial Societies and Social Simulation, Journal of Artificial Societies and Social Simulation, vol. 12(4), pages 1-9.
    25. Westerhoff Frank H., 2008. "The Use of Agent-Based Financial Market Models to Test the Effectiveness of Regulatory Policies," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 228(2-3), pages 195-227, April.
    26. Malerba, Franco & Nelson, Richard & Orsenigo, Luigi & Winter, Sidney, 2008. "Public policies and changing boundaries of firms in a "history-friendly" model of the co-evolution of the computer and semiconductor industries," Journal of Economic Behavior & Organization, Elsevier, vol. 67(2), pages 355-380, August.
    27. Doina Radulescu, 2012. "The Effects of a Bonus Tax on Manager Compensation and Welfare," FinanzArchiv: Public Finance Analysis, Mohr Siebeck, Tübingen, vol. 68(1), pages 1-16, March.
    28. Richard R. Nelson, 1959. "The Economics of Invention: A Survey of the Literature," The Journal of Business, University of Chicago Press, vol. 32, pages 101-101.
    29. Benjamin Russo, 2004. "A cost-benefit analysis of R&D tax incentives," Canadian Journal of Economics, Canadian Economics Association, vol. 37(2), pages 313-335, May.
    30. Zsombor Z. Meder & Andras Simonovits & Janos Vincze, 2012. "Tax Morale and Tax Evasion: Social Preferences and Bounded Rationality," CERS-IE WORKING PAPERS 1203, Institute of Economics, Centre for Economic and Regional Studies.
    31. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    32. Lisa Evers & Helen Miller & Christoph Spengel, 2015. "Intellectual property box regimes: effective tax rates and tax policy considerations," International Tax and Public Finance, Springer;International Institute of Public Finance, vol. 22(3), pages 502-530, June.
    33. Beetsma, Roel M W J & Schotman, Peter C, 2001. "Measuring Risk Attitudes in a Natural Experiment: Data from the Television Game Show Lingo," Economic Journal, Royal Economic Society, vol. 111(474), pages 821-848, October.
    34. Leigh Tesfatsion & Kenneth L. Judd (ed.), 2006. "Handbook of Computational Economics," Handbook of Computational Economics, Elsevier, edition 1, volume 2, number 2.
    35. Henry Sauermann & Wesley M. Cohen, 2010. "What Makes Them Tick? Employee Motives and Firm Innovation," Management Science, INFORMS, vol. 56(12), pages 2134-2153, December.
    36. Korobow, Adam & Johnson, Chris & Axtell, Robert, 2007. "An Agent–Based Model of Tax Compliance With Social Networks," National Tax Journal, National Tax Association;National Tax Journal, vol. 60(3), pages 589-610, September.
    37. Dawid, Herbert, 2006. "Agent-based Models of Innovation and Technological Change," Handbook of Computational Economics, in: Leigh Tesfatsion & Kenneth L. Judd (ed.), Handbook of Computational Economics, edition 1, volume 2, chapter 25, pages 1235-1272, Elsevier.
    38. Abiodun Egbetokun & Ivan Savin, 2015. "Absorptive Capacity and Innovation: When Is It Better to Cooperate?," Economic Complexity and Evolution, in: Andreas Pyka & John Foster (ed.), The Evolution of Economic and Innovation Systems, edition 127, pages 373-399, Springer.
    39. Lensberg, Terje, 1999. "Investment behavior under Knightian uncertainty - An evolutionary approach," Journal of Economic Dynamics and Control, Elsevier, vol. 23(9-10), pages 1587-1604, September.
    40. Reinganum, Jennifer F., 1989. "The timing of innovation: Research, development, and diffusion," Handbook of Industrial Organization, in: R. Schmalensee & R. Willig (ed.), Handbook of Industrial Organization, edition 1, volume 1, chapter 14, pages 849-908, Elsevier.
    41. Rosen, Sherwin, 1981. "The Economics of Superstars," American Economic Review, American Economic Association, vol. 71(5), pages 845-858, December.
    42. Ernest Migu�lez & Rosina Moreno, 2013. "Research Networks and Inventors' Mobility as Drivers of Innovation: Evidence from Europe," Regional Studies, Taylor & Francis Journals, vol. 47(10), pages 1668-1685, November.
    43. Dietl, Helmut M. & Grossmann, Martin & Lang, Markus & Wey, Simon, 2013. "Incentive effects of bonus taxes in a principal-agent model," Journal of Economic Behavior & Organization, Elsevier, vol. 89(C), pages 93-104.
    44. Gareth D. Myles, 2009. "Economic Growth and the Role of Taxation - Aggregate Data," OECD Economics Department Working Papers 714, OECD Publishing.
    45. Yildizoglu, Murat, 2002. "Competing R&D Strategies in an Evolutionary Industry Model," Computational Economics, Springer;Society for Computational Economics, vol. 19(1), pages 51-65, February.
    46. Hall, Bronwyn & Van Reenen, John, 2000. "How effective are fiscal incentives for R&D? A review of the evidence," Research Policy, Elsevier, vol. 29(4-5), pages 449-469, April.
    47. Metcalfe, J S, 1994. "Competition, Fisher's Principle and Increasing Returns in the Selection Process," Journal of Evolutionary Economics, Springer, vol. 4(4), pages 327-346, November.
    48. Boldrin,Michele & Levine,David K., 2010. "Against Intellectual Monopoly," Cambridge Books, Cambridge University Press, number 9780521127264, September.
    49. Kenneth Arrow, 1962. "Economic Welfare and the Allocation of Resources for Invention," NBER Chapters, in: The Rate and Direction of Inventive Activity: Economic and Social Factors, pages 609-626, National Bureau of Economic Research, Inc.
    50. Scarpetta, Stefano & Tressel, Thierry, 2004. "Boosting productivity via innovation and adoption of new technologies : any role for labor market institutions?," Social Protection Discussion Papers and Notes 29144, The World Bank.
    51. Holmstrom, Bengt & Milgrom, Paul, 1991. "Multitask Principal-Agent Analyses: Incentive Contracts, Asset Ownership, and Job Design," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 7(0), pages 24-52, Special I.
    52. Georg Zaklan & Frank Westerhoff & Dietrich Stauffer, 2009. "Analysing tax evasion dynamics via the Ising model," Journal of Economic Interaction and Coordination, Springer;Society for Economic Science with Heterogeneous Interacting Agents, vol. 4(1), pages 1-14, June.
    53. Gareth D. Myles, 2009. "Economic Growth and the Role of Taxation - Disaggregate Data," OECD Economics Department Working Papers 715, OECD Publishing.
    54. Paul Grauwe, 2011. "Animal spirits and monetary policy," Economic Theory, Springer;Society for the Advancement of Economic Theory (SAET), vol. 47(2), pages 423-457, June.
    55. J. Doyne Farmer & Duncan Foley, 2009. "The economy needs agent-based modelling," Nature, Nature, vol. 460(7256), pages 685-686, August.
    56. Herbert Dawid & Simon Gemkow, 2014. "How do social networks contribute to wage inequality? Insights from an agent-based analysis," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 23(5), pages 1171-1200.
    57. Dimos, Christos & Pugh, Geoff, 2016. "The effectiveness of R&D subsidies: A meta-regression analysis of the evaluation literature," Research Policy, Elsevier, vol. 45(4), pages 797-815.
    58. Yildizoglu, Murat, 2002. "Competing R&D Strategies in an Evolutionary Industry Model," Computational Economics, Springer;Society for Computational Economics, vol. 19(1), pages 51-65, February.
    59. Alan P. Kirman, 1992. "Whom or What Does the Representative Individual Represent?," Journal of Economic Perspectives, American Economic Association, vol. 6(2), pages 117-136, Spring.
    60. Nina Baranchuk & Glenn MacDonald & Jun Yang, 2011. "The Economics of Super Managers," The Review of Financial Studies, Society for Financial Studies, vol. 24(10), pages 3321-3368.
    61. Gareth D. Myles, 2009. "Economic Growth and the Role of Taxation-Theory," OECD Economics Department Working Papers 713, OECD Publishing.
    62. Demary, Markus, 2010. "Transaction taxes and traders with heterogeneous investment horizons in an agent-based financial market model," Economics - The Open-Access, Open-Assessment E-Journal (2007-2020), Kiel Institute for the World Economy (IfW Kiel), vol. 4, pages 1-44.
    63. Griffith, Rachel & Miller, Helen & O'Connell, Martin, 2014. "Ownership of intellectual property and corporate taxation," Journal of Public Economics, Elsevier, vol. 112(C), pages 12-23.
    64. J. Farmer & Cameron Hepburn & Penny Mealy & Alexander Teytelboym, 2015. "A Third Wave in the Economics of Climate Change," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 62(2), pages 329-357, October.
    65. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521866644, September.
    66. Windrum, Paul, 1999. "Simulation models of technological innovation: A Review," Research Memorandum 005, Maastricht University, Maastricht Economic Research Institute on Innovation and Technology (MERIT).
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    More about this item

    Keywords

    Bottom-up innovation; Knowledge economy; Profit sharing schemes; Tax incentives for R&D; Financing of R&D investments;
    All these keywords.

    JEL classification:

    • H2 - Public Economics - - Taxation, Subsidies, and Revenue
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights
    • J33 - Labor and Demographic Economics - - Wages, Compensation, and Labor Costs - - - Compensation Packages; Payment Methods

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