IDEAS home Printed from https://ideas.repec.org/a/eee/reecon/v66y2012i2p131-141.html
   My bibliography  Save this article

An empirical investigation of the determinants of R&D cooperation: An application of the inverse hyperbolic sine transformation

Author

Listed:
  • Carboni, Oliviero A.

Abstract

This paper applies the Inverse Hyperbolic Sine (IHS) transformation to explore the variables that determine a firm’s R&D collaborative expenditure. The IHS specification is used to overcome the inconsistencies deriving from non-normality of error terms which are typical in censored data. This represents a novelty in R&D studies. The sample employed refers to 1231 Italian firms where the dependent variable under investigation is strongly skewed by the zero values and by the extreme observations. The results show that standard errors are smaller in the IHS model than in the more common logarithmic one. The analysis also shows that size and public grants are effective in determining the level of cooperative R&D expenditure. Absorptive capacity, outsourcing inputs or services externally and the industry, also play an important role.

Suggested Citation

  • Carboni, Oliviero A., 2012. "An empirical investigation of the determinants of R&D cooperation: An application of the inverse hyperbolic sine transformation," Research in Economics, Elsevier, vol. 66(2), pages 131-141.
    • Handle: RePEc:eee:reecon:v:66:y:2012:i:2:p:131-141
    DOI: 10.1016/j.rie.2012.01.002
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S1090944312000038
    Download Restriction: Full text for ScienceDirect subscribers only
    File URL: https://libkey.io/10.1016/j.rie.2012.01.002?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. d'Aspremont, Claude & Jacquemin, Alexis, 1988. "Cooperative and Noncooperative R&D in Duopoly with Spillovers," American Economic Review, American Economic Association, vol. 78(5), pages 1133-1137, December.
    2. MacKinnon, James G & Magee, Lonnie, 1990. "Transforming the Dependent Variable in Regression Models," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 31(2), pages 315-339, May.
    3. Helen H. Jensen & Steven T. Yen, 1996. "Food Expenditures Away From Home by Type of Meal," Canadian Journal of Agricultural Economics/Revue canadienne d'agroeconomie, Canadian Agricultural Economics Society/Societe canadienne d'agroeconomie, vol. 44(1), pages 67-80, March.
    4. Birgit Aschhoff & Tobias Schmidt, 2008. "Empirical Evidence on the Success of R&D Cooperation—Happy Together?," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 33(1), pages 41-62, August.
    5. Steven T. Yen & Andrew M. Jones, 1997. "Household Consumption of Cheese: An Inverse Hyperbolic Sine Double-Hurdle Model with Dependent Errors," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 79(1), pages 246-251.
    6. Bonte, Werner & Keilbach, Max, 2005. "Concubinage or marriage? Informal and formal cooperations for innovation," International Journal of Industrial Organization, Elsevier, vol. 23(3-4), pages 279-302, April.
    7. Tether, Bruce S., 2002. "Who co-operates for innovation, and why: An empirical analysis," Research Policy, Elsevier, vol. 31(6), pages 947-967, August.
    8. Steven T. Yen, 1993. "Working Wives and Food away from Home: The Box-Cox Double Hurdle Model," American Journal of Agricultural Economics, Agricultural and Applied Economics Association, vol. 75(4), pages 884-895.
    9. Colombo, Massimo G. & Garrone, Paola, 1996. "Technological cooperative agreements and firm's R & D intensity. A note on causality relations," Research Policy, Elsevier, vol. 25(6), pages 923-932, September.
    10. Hagedoorn, John, 2002. "Inter-firm R&D partnerships: an overview of major trends and patterns since 1960," Research Policy, Elsevier, vol. 31(4), pages 477-492, May.
    11. Arabmazar, Abbas & Schmidt, Peter, 1981. "Further evidence on the robustness of the Tobit estimator to heteroskedasticity," Journal of Econometrics, Elsevier, vol. 17(2), pages 253-258, November.
    12. Silipo, Damiano B., 2008. "Incentives and forms of cooperation in research and development," Research in Economics, Elsevier, vol. 62(2), pages 101-119, June.
    13. Pence Karen M., 2006. "The Role of Wealth Transformations: An Application to Estimating the Effect of Tax Incentives on Saving," The B.E. Journal of Economic Analysis & Policy, De Gruyter, vol. 5(1), pages 1-26.
    14. Fritsch, Michael & Lukas, Rolf, 2001. "Who cooperates on R&D?," Research Policy, Elsevier, vol. 30(2), pages 297-312, February.
    15. Giuseppe Medda & Claudio Piga & Donald S Siegel, 2005. "University R&D and Firm Productivity: Evidence from Italy," The Journal of Technology Transfer, Springer, vol. 30(2_2), pages 199-205, January.
    16. Claudio A. Piga & Marco Vivarelli, 2004. "Internal and External R&D: A Sample Selection Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(4), pages 457-482, September.
    17. Belderbos, Rene & Carree, Martin & Lokshin, Boris, 2004. "Cooperative R&D and firm performance," Research Policy, Elsevier, vol. 33(10), pages 1477-1492, December.
    18. Yannis Katsoutacos & David Ulph, 1998. "Endogenous Spillovers and the Performance of Research Joint Ventures," Journal of Industrial Economics, Wiley Blackwell, vol. 46(3), pages 333-357, September.
    19. Bruno Cassiman & Reinhilde Veugelers, 2002. "R&D Cooperation and Spillovers: Some Empirical Evidence from Belgium," American Economic Review, American Economic Association, vol. 92(4), pages 1169-1184, September.
    20. Davidson, Russell & MacKinnon, James G., 1993. "Estimation and Inference in Econometrics," OUP Catalogue, Oxford University Press, number 9780195060119.
    21. Vonortas, Nicholas S., 1994. "Inter-firm cooperation with imperfectly appropriable research," International Journal of Industrial Organization, Elsevier, vol. 12(3), pages 413-435, September.
    22. Conor Keelan & Carol Newman & Maeve Henchion, 2008. "Quick-service expenditure in Ireland: parametric vs. semiparametric analysis," Applied Economics, Taylor & Francis Journals, vol. 40(20), pages 2659-2669.
    23. Cohen, Wesley M & Levinthal, Daniel A, 1989. "Innovation and Learning: The Two Faces of R&D," Economic Journal, Royal Economic Society, vol. 99(397), pages 569-596, September.
    24. Steurs, Geert, 1995. "Inter-industry R&D spillovers: What difference do they make?," International Journal of Industrial Organization, Elsevier, vol. 13(2), pages 249-276.
    25. Kleinknecht, Alfred & Reijnen, Jeroen O. N., 1992. "Why do firms cooperate on R&D? an empirical study," Research Policy, Elsevier, vol. 21(4), pages 347-360, August.
    26. Masao Nakamura & Masao Nakamura, 2003. "Research alliances and collaborations: Introduction to the special issue," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 24(2-3), pages 47-49.
    27. Belderbos, Rene & Carree, Martin & Diederen, Bert & Lokshin, Boris & Veugelers, Reinhilde, 2004. "Heterogeneity in R&D cooperation strategies," International Journal of Industrial Organization, Elsevier, vol. 22(8-9), pages 1237-1263, November.
    28. Kamien, Morton I & Muller, Eitan & Zang, Israel, 1992. "Research Joint Ventures and R&D Cartels," American Economic Review, American Economic Association, vol. 82(5), pages 1293-1306, December.
    29. OA Carboni, 2010. "Heterogeneity in R&D Cooperation: An Empirical Investigation," Working Paper CRENoS 201029, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    30. Oliviero Carboni, 2011. "R&D subsidies and private R&D expenditures: evidence from Italian manufacturing data," International Review of Applied Economics, Taylor & Francis Journals, vol. 25(4), pages 419-439.
    31. Jens Matthias Arnold & Katrin Hussinger, 2005. "Export Behavior and Firm Productivity in German Manufacturing: A Firm-Level Analysis," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 141(2), pages 219-243, July.
    32. Yannis Caloghirou & Stavros Ioannides & Nicholas S. Vonortas, 2003. "Research Joint Ventures," Journal of Economic Surveys, Wiley Blackwell, vol. 17(4), pages 541-570, September.
    33. repec:bla:jindec:v:46:y:1998:i:3:p:333-57 is not listed on IDEAS
    34. Carol Newman & Maeve Henchion & Alan Matthews, 2003. "A double-hurdle model of Irish household expenditure on prepared meals," Applied Economics, Taylor & Francis Journals, vol. 35(9), pages 1053-1061.
    35. Hagedoorn, John & Link, Albert N. & Vonortas, Nicholas S., 2000. "Research partnerships1," Research Policy, Elsevier, vol. 29(4-5), pages 567-586, April.
    36. Veugelers, Reinhilde & Cassiman, Bruno, 1999. "Make and buy in innovation strategies: evidence from Belgian manufacturing firms," Research Policy, Elsevier, vol. 28(1), pages 63-80, January.
    37. Arabmazar, Abbas & Schmidt, Peter, 1982. "An Investigation of the Robustness of the Tobit Estimator to Non-Normality," Econometrica, Econometric Society, vol. 50(4), pages 1055-1063, July.
    38. Silipo, Damiano Bruno & Weiss, Avi, 2005. "Cooperation and competition in an R&D market with spillovers," Research in Economics, Elsevier, vol. 59(1), pages 41-57, March.
    39. Benfratello, Luigi & Sembenelli, Alessandro, 2002. "Research joint ventures and firm level performance," Research Policy, Elsevier, vol. 31(4), pages 493-507, May.
    40. Julie M. Hite & William S. Hesterly, 2001. "The evolution of firm networks: from emergence to early growth of the firm," Strategic Management Journal, Wiley Blackwell, vol. 22(3), pages 275-286, March.
    41. Richard R. Nelson, 1959. "The Simple Economics of Basic Scientific Research," Journal of Political Economy, University of Chicago Press, vol. 67(3), pages 297-297.
    42. Miotti, Luis & Sachwald, Frederique, 2003. "Co-operative R&D: why and with whom?: An integrated framework of analysis," Research Policy, Elsevier, vol. 32(8), pages 1481-1499, September.
    43. Lopez, Alberto, 2008. "Determinants of R&D cooperation: Evidence from Spanish manufacturing firms," International Journal of Industrial Organization, Elsevier, vol. 26(1), pages 113-136, January.
    44. Bayona, Cristina & Garcia-Marco, Teresa & Huerta, Emilio, 2001. "Firms' motivations for cooperative R&D: an empirical analysis of Spanish firms," Research Policy, Elsevier, vol. 30(8), pages 1289-1307, October.
    45. Manning, Willard G., 1998. "The logged dependent variable, heteroscedasticity, and the retransformation problem," Journal of Health Economics, Elsevier, vol. 17(3), pages 283-295, June.
    46. Veugelers, Reinhilde, 1997. "Internal R & D expenditures and external technology sourcing," Research Policy, Elsevier, vol. 26(3), pages 303-315, October.
    47. Michele Cincera & Lieselot Kempen & Bruno Van Pottelsberghe & Reinhilde Veugelers & Carolina Villegas Sanchez, 2003. "Productivity growth, R&D and the rôle of international collaborative agreements: some évidence for Belgian manufacturing companies," Brussels Economic Review, ULB -- Universite Libre de Bruxelles, vol. 46(3), pages 107-140.
    48. Mariko Sakakibara, 1997. "Heterogeneity Of Firm Capabilities And Cooperative Research And Development: An Empirical Examination Of Motives," Strategic Management Journal, Wiley Blackwell, vol. 18(S1), pages 143-164, July.
    49. Kaiser, Ulrich, 2002. "An empirical test of models explaining research expenditures and research cooperation: evidence for the German service sector," International Journal of Industrial Organization, Elsevier, vol. 20(6), pages 747-774, June.
    50. Gary Hamel, 1991. "Competition for competence and interpartner learning within international strategic alliances," Strategic Management Journal, Wiley Blackwell, vol. 12(S1), pages 83-103, June.
    51. Pagan, Adrian & Vella, Frank, 1989. "Diagnostic Tests for Models Based on Individual Data: A Survey," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 4(S), pages 29-59, Supplemen.
    52. P G Moffatt, 2005. "Hurdle models of loan default," Journal of the Operational Research Society, Palgrave Macmillan;The OR Society, vol. 56(9), pages 1063-1071, September.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Popa Ion & Lavric Victor, 2013. "Highly Important Objectives For Innovation In Romania Within The European Context," Annals of Faculty of Economics, University of Oradea, Faculty of Economics, vol. 1(1), pages 1588-1594, July.
    2. OA Carboni & G Medda, 2016. "R&D, Export, and Investment Decision," Working Paper CRENoS 201605, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    3. Chiara Franco & Manuela Gussoni, 2014. "The role of firm and national level factors in fostering R&D cooperation: a cross country comparison," The Journal of Technology Transfer, Springer, vol. 39(6), pages 945-976, December.
    4. Victor Lavric, 2012. "The Dynamics Of R&D Activities In Romania Within The European Context," Proceedings of the INTERNATIONAL MANAGEMENT CONFERENCE, Faculty of Management, Academy of Economic Studies, Bucharest, Romania, vol. 6(1), pages 648-654, November.
    5. OA Carboni & G Medda, 2017. "Do Investment and Innovation Boost Export? An Analysis on European Firms," Working Paper CRENoS 201708, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    6. Carboni, Oliviero A., 2013. "Heterogeneity in R&D collaboration: An empirical investigation," Structural Change and Economic Dynamics, Elsevier, vol. 25(C), pages 48-59.
    7. Ghislain B D Aihounton & Arne Henningsen, 2021. "Units of measurement and the inverse hyperbolic sine transformation," The Econometrics Journal, Royal Economic Society, vol. 24(2), pages 334-351.
    8. Hueth, Brent M. & Hutchins, Jared, 2018. "Production Credit Associations and Agricultural Productivity Change in the United States, 1920-1940," 2018 Annual Meeting, August 5-7, Washington, D.C. 274384, Agricultural and Applied Economics Association.
    9. POPA Ion & LAVRIC Victor, 2013. "Managerial Methods Stimulating New Ideas Or Creativity In Romania Wihin The European Context," Revista Economica, Lucian Blaga University of Sibiu, Faculty of Economic Sciences, vol. 65(6), pages 128-138.
    10. Faruk Urak & Nihat Küçük & Abdulbaki Bilgiç & Steven T Yen, 2023. "Modeling censored tourism expenditures in Turkey with non-normal and heteroscedastic errors: An application of the inverse hyperbolic sine double-hurdle model," Tourism Economics, , vol. 29(3), pages 718-741, May.
    11. Oliviero A. Carboni, 2013. "A spatial analysis of R&D: the role of industry proximity," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 22(8), pages 820-839, November.
    12. Amoroso, S., 2013. "Heterogeneity of innovative, collaborative, and productive firm-level processes," Other publications TiSEM f5784a49-7053-401d-855d-1, Tilburg University, School of Economics and Management.
    13. David Powell & Seth Seabury, 2018. "Medical Care Spending and Labor Market Outcomes: Evidence from Workers' Compensation Reforms," American Economic Review, American Economic Association, vol. 108(10), pages 2995-3027, October.
    14. David Powell, 2020. "Does Labor Supply Respond to Transitory Income? Evidence from the Economic Stimulus Payments of 2008," Journal of Labor Economics, University of Chicago Press, vol. 38(1), pages 1-38.
    15. G Medda & OA Carboni, 2019. "External R&D Acquisition and Product Innovation," Working Paper CRENoS 201906, Centre for North South Economic Research, University of Cagliari and Sassari, Sardinia.
    16. Sara Amoroso, 2014. "The hidden costs of R&D collaboration," JRC Working Papers on Corporate R&D and Innovation 2014-02, Joint Research Centre.
    17. David Aristei & Michela Vecchi & Francesco Venturini, 2016. "University and inter-firm R&D collaborations: propensity and intensity of cooperation in Europe," The Journal of Technology Transfer, Springer, vol. 41(4), pages 841-871, August.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Carboni, Oliviero A., 2013. "Heterogeneity in R&D collaboration: An empirical investigation," Structural Change and Economic Dynamics, Elsevier, vol. 25(C), pages 48-59.
    2. Belderbos, Rene & Carree, Martin & Diederen, Bert & Lokshin, Boris & Veugelers, Reinhilde, 2004. "Heterogeneity in R&D cooperation strategies," International Journal of Industrial Organization, Elsevier, vol. 22(8-9), pages 1237-1263, November.
    3. Sánchez-González, Gloria & González-Álvarez, Nuria & Nieto, Mariano, 2009. "Sticky information and heterogeneous needs as determining factors of R&D cooperation with customers," Research Policy, Elsevier, vol. 38(10), pages 1590-1603, December.
    4. Faria, Pedro & Schmidt, Tobias, 2007. "International cooperation on innovation: empirical evidence for German and Portuguese firms," Discussion Paper Series 1: Economic Studies 2007,30, Deutsche Bundesbank.
    5. Silipo, Damiano B., 2008. "Incentives and forms of cooperation in research and development," Research in Economics, Elsevier, vol. 62(2), pages 101-119, June.
    6. de Faria, Pedro & Lima, Francisco & Santos, Rui, 2010. "Cooperation in innovation activities: The importance of partners," Research Policy, Elsevier, vol. 39(8), pages 1082-1092, October.
    7. Manuela Gussoni, 2009. "The determinants of inter-firms R&D cooperation and partner selection. A literature overview," Discussion Papers 2009/86, Dipartimento di Economia e Management (DEM), University of Pisa, Pisa, Italy.
    8. Birgit Aschhoff & Tobias Schmidt, 2008. "Empirical Evidence on the Success of R&D Cooperation—Happy Together?," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 33(1), pages 41-62, August.
    9. Fier, Andreas & Aschhoff, Birgit & Löhlein, Heide, 2006. "Detecting Behavioural Additionality: An Empirical Study on the Impact of Public R&D Funding on Firms' Cooperative Behaviour in Germany," ZEW Discussion Papers 06-037, ZEW - Leibniz Centre for European Economic Research.
    10. Schmidt, Tobias, 2007. "Motives for Innovation Co-operation? Evidence from the Canadian Survey of Innovation," ZEW Discussion Papers 07-018, ZEW - Leibniz Centre for European Economic Research.
    11. Spyros Arvanitis, 2009. "How do different motives for R&D cooperation affect firm performance?," KOF Working papers 09-233, KOF Swiss Economic Institute, ETH Zurich.
    12. Davide Antonioli & Alberto Marzucchi & Maria Savona, 2017. "Pain shared, pain halved? Cooperation as a coping strategy for innovation barriers," The Journal of Technology Transfer, Springer, vol. 42(4), pages 841-864, August.
    13. Santamaría Sánchez, Luis & Surroca Aguilar, Jorge, 2004. "Idoneidad del socio tecnológico : un análisis con datos de panel," DEE - Documentos de Trabajo. Economía de la Empresa. DB db040704, Universidad Carlos III de Madrid. Departamento de Economía de la Empresa.
    14. Claudia Cantabene & Iacopo Grassi, 2020. "R&D cooperation in SMEs: the direct effect and the moderating role of human capital," Applied Economics, Taylor & Francis Journals, vol. 52(28), pages 3090-3105, June.
    15. Busom, Isabel & Fernández-Ribas, Andrea, 2008. "The impact of firm participation in R&D programmes on R&D partnerships," Research Policy, Elsevier, vol. 37(2), pages 240-257, March.
    16. Mohnen, Pierre & Rose, Antoine & Rosa, Julio, 2006. "Buying and Selling Research and Development Services, 1997 to 2002," MERIT Working Papers 2006-018, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    17. Chiara Franco & Manuela Gussoni, 2014. "The role of firm and national level factors in fostering R&D cooperation: a cross country comparison," The Journal of Technology Transfer, Springer, vol. 39(6), pages 945-976, December.
    18. Banal-Estañol, Albert & Duso, Tomaso & Seldeslachts, Jo & Szücs, Florian, 2022. "R&D Spillovers through RJV Cooperation," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 51(4), pages 1-10.
    19. repec:dau:papers:123456789/6963 is not listed on IDEAS
    20. Lopez, Alberto, 2008. "Determinants of R&D cooperation: Evidence from Spanish manufacturing firms," International Journal of Industrial Organization, Elsevier, vol. 26(1), pages 113-136, January.
    21. Claudio A. Piga & Marco Vivarelli, 2004. "Internal and External R&D: A Sample Selection Approach," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 66(4), pages 457-482, September.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:reecon:v:66:y:2012:i:2:p:131-141. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/inca/622941 .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.