IDEAS home Printed from https://ideas.repec.org/p/gpe/wpaper/15510.html
   My bibliography  Save this paper

Inverted-U relationship between R&D intensity and survival: evidence on scale and complementarity effects in UK data

Author

Listed:
  • Ugur, Mehmet
  • Trushin, Eshref
  • Solomon, Edna

Abstract

Existing evidence on the relationship between R&D intensity and firm survival is varied and often conflicting. We argue that this may be due to overlooking R&D scale effects and complementarity between R&D intensity and market concentration. Drawing on Schumpeterian models of competition and innovation, we address these issues by developing a formal model of firm survival and using a panel dataset of 37,930 of R&D-active UK firms over 1998–2012. We report the following findings: (i) the relationship between R&D intensity and firm survival follows an inverted-U pattern that reflects diminishing scale effects; (ii) R&D intensity and market concentration are complements in that R&D-active firms have longer survival time if they are in more concentrated industries; and (iii) creative destruction as proxied by median R&D intensity in the industry and the premium on business lending have negative effects on firm survival. Other findings concerning age, size, productivity, relative growth, Pavitt technology classes and the macroeconomic environment are in line with the existing literature. The results are strongly or moderately robust to different samples, stepwise estimations, and controls for frailty and left truncation

Suggested Citation

  • Ugur, Mehmet & Trushin, Eshref & Solomon, Edna, 2016. "Inverted-U relationship between R&D intensity and survival: evidence on scale and complementarity effects in UK data," Greenwich Papers in Political Economy 15510, University of Greenwich, Greenwich Political Economy Research Centre.
  • Handle: RePEc:gpe:wpaper:15510
    as

    Download full text from publisher

    File URL: http://gala.gre.ac.uk/id/eprint/15510/8/15510_Solomon_Inverted%20u%20relationship%20%28pub%20PDF%20OA%29%202016.pdf
    Download Restriction: no
    ---><---

    Other versions of this item:

    References listed on IDEAS

    as
    1. Mata, Jose & Portugal, Pedro, 1994. "Life Duration of New Firms," Journal of Industrial Economics, Wiley Blackwell, vol. 42(3), pages 227-245, September.
    2. Philippe Aghion & Nick Bloom & Richard Blundell & Rachel Griffith & Peter Howitt, 2005. "Competition and Innovation: an Inverted-U Relationship," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(2), pages 701-728.
    3. Christian Helmers & Mark Rogers, 2010. "Innovation and the Survival of New Firms in the UK," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 36(3), pages 227-248, May.
    4. Audretsch, David B., 1995. "Innovation, growth and survival," International Journal of Industrial Organization, Elsevier, vol. 13(4), pages 441-457, December.
    5. Jan Boone, 2008. "Competition: Theoretical Parameterizations and Empirical Measures," Journal of Institutional and Theoretical Economics (JITE), Mohr Siebeck, Tübingen, vol. 164(4), pages 587-611, December.
    6. David Audretsch & Patrick Houweling & A. Thurik, 2000. "Firm Survival in the Netherlands," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 16(1), pages 1-11, February.
    7. Jan Boone, 2008. "A New Way to Measure Competition," Economic Journal, Royal Economic Society, vol. 118(531), pages 1245-1261, August.
    8. Evans, David S, 1987. "The Relationship between Firm Growth, Size, and Age: Estimates for 100 Manufacturing Industries," Journal of Industrial Economics, Wiley Blackwell, vol. 35(4), pages 567-581, June.
    9. Peltzman, Sam, 1977. "The Gains and Losses from Industrial Concentration," Journal of Law and Economics, University of Chicago Press, vol. 20(2), pages 229-263, October.
    10. Mata, Jose & Portugal, Pedro & Guimaraes, Paulo, 1995. "The survival of new plants: Start-up conditions and post-entry evolution," International Journal of Industrial Organization, Elsevier, vol. 13(4), pages 459-481, December.
    11. Gilbert Richard J, 2006. "Competition and Innovation," Journal of Industrial Organization Education, De Gruyter, vol. 1(1), pages 1-23, December.
    12. Elena Cefis & Orietta Marsili, 2005. "A matter of life and death: innovation and firm survival," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 14(6), pages 1167-1192, December.
    13. Giorgia Giovannetti & Giorgio Ricchiuti & Margherita Velucchi, 2011. "Size, innovation and internationalization: a survival analysis of Italian firms," Applied Economics, Taylor & Francis Journals, vol. 43(12), pages 1511-1520.
    14. Berger, Allen N, 1995. "The Profit-Structure Relationship in Banking--Tests of Market-Power and Efficient-Structure Hypotheses," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 27(2), pages 404-431, May.
    15. Fuss, Melvyn & McFadden, Daniel, 1978. "Production Economics: A Dual Approach to Theory and Applications (II): Applications of the Theory of Production," History of Economic Thought Books, McMaster University Archive for the History of Economic Thought, volume 2, number fuss1978a.
    16. Hall, Bronwyn H. & Mairesse, Jacques & Mohnen, Pierre, 2010. "Measuring the Returns to R&D," Handbook of the Economics of Innovation, in: Bronwyn H. Hall & Nathan Rosenberg (ed.), Handbook of the Economics of Innovation, edition 1, volume 2, chapter 0, pages 1033-1082, Elsevier.
    17. Joe S. Bain, 1951. "Relation of Profit Rate to Industry Concentration: American Manufacturing, 1936–1940," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 65(3), pages 293-324.
    18. Dirk Czarnitzki & Andrew A. Toole, 2013. "The R&D Investment–Uncertainty Relationship: Do Strategic Rivalry and Firm Size Matter?," Managerial and Decision Economics, John Wiley & Sons, Ltd., vol. 34(1), pages 15-28, January.
    19. Philippe Aghion & Richard Blundell & Rachel Griffith & Peter Howitt & Susanne Prantl, 2009. "The Effects of Entry on Incumbent Innovation and Productivity," The Review of Economics and Statistics, MIT Press, vol. 91(1), pages 20-32, February.
    20. Roberto G. Gutierrez, 2002. "Parametric frailty and shared frailty survival models," Stata Journal, StataCorp LP, vol. 2(1), pages 22-44, February.
    21. Pavitt, Keith, 1984. "Sectoral patterns of technical change: Towards a taxonomy and a theory," Research Policy, Elsevier, vol. 13(6), pages 343-373, December.
    22. Tor Jakob Klette & Samuel Kortum, 2004. "Innovating Firms and Aggregate Innovation," Journal of Political Economy, University of Chicago Press, vol. 112(5), pages 986-1018, October.
    23. Richard Ericson & Ariel Pakes, 1995. "Markov-Perfect Industry Dynamics: A Framework for Empirical Work," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 62(1), pages 53-82.
    24. Fuss, Melvyn & McFadden, Daniel & Mundlak, Yair, 1978. "A Survey of Functional Forms in the Economic Analysis of Production," Histoy of Economic Thought Chapters, in: Fuss, Melvyn & McFadden, Daniel (ed.),Production Economics: A Dual Approach to Theory and Applications, volume 1, chapter 4, McMaster University Archive for the History of Economic Thought.
    25. Luís M B Cabral & José Mata, 2003. "On the Evolution of the Firm Size Distribution: Facts and Theory," American Economic Review, American Economic Association, vol. 93(4), pages 1075-1090, September.
    26. Michael Fritsch & Udo Brixy & Oliver Falck, 2006. "The Effect of Industry, Region, and Time on New Business Survival – A Multi-Dimensional Analysis," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 28(3), pages 285-306, May.
    27. Louis K.C. Chan & Josef Lakonishok & Theodore Sougiannis, 1999. "The Stock Market Valuation of Research and Development Expenditures," NBER Working Papers 7223, National Bureau of Economic Research, Inc.
    28. Richard Disney & Jonathan Haskel & Ylva Heden, 2003. "Entry, Exit and Establishment Survival in UK Manufacturing," Journal of Industrial Economics, Wiley Blackwell, vol. 51(1), pages 91-112, March.
    29. Aghion, Philippe & Akcigit, Ufuk & Howitt, Peter, 2014. "What Do We Learn From Schumpeterian Growth Theory?," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 2, chapter 0, pages 515-563, Elsevier.
    30. Kevin W. Chauvin & Mark Hirschey, 1993. "Advertising, R&D Expenditures and the Market Value of the Firm," Financial Management, Financial Management Association, vol. 22(4), Winter.
    31. Pål Børing, 2015. "The effects of firms’ R&D and innovation activities on their survival: a competing risks analysis," Empirical Economics, Springer, vol. 49(3), pages 1045-1069, November.
    32. Jovanovic, Boyan, 1982. "Selection and the Evolution of Industry," Econometrica, Econometric Society, vol. 50(3), pages 649-670, May.
    33. Jan Boone, 2008. "A New Way to Measure Competition," Economic Journal, Royal Economic Society, vol. 118(531), pages 1245-1261, August.
    34. Ugur, Mehmet & Trushin, Eshref & Solomon, Edna & Guidi, Francesco, 2016. "R&D and productivity in OECD firms and industries: A hierarchical meta-regression analysis," Research Policy, Elsevier, vol. 45(10), pages 2069-2086.
    35. Jaap H. Abbring & Gerard J. Van Den Berg, 2007. "The unobserved heterogeneity distribution in duration analysis," Biometrika, Biometrika Trust, vol. 94(1), pages 87-99.
    36. Ana M. Fernandes & Caroline Paunov, 2015. "The Risks of Innovation: Are Innovating Firms Less Likely to Die?," The Review of Economics and Statistics, MIT Press, vol. 97(3), pages 638-653, July.
    37. Miguel Manjón-Antolín & Josep-Maria Arauzo-Carod, 2008. "Firm survival: methods and evidence," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 35(1), pages 1-24, March.
    38. Basant, Rakesh & Fikkert, Brian, 1996. "The Effects of R&D, Foreign Technology Purchase, and Domestic and International Spillovers on Productivity in Indian Firms," The Review of Economics and Statistics, MIT Press, vol. 78(2), pages 187-199, May.
    39. Boris Lokshin & René Belderbos & Martin Carree, 2008. "The Productivity Effects of Internal and External R&D: Evidence from a Dynamic Panel Data Model," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 70(3), pages 399-413, June.
    40. Cefis, Elena & Marsili, Orietta, 2006. "Survivor: The role of innovation in firms' survival," Research Policy, Elsevier, vol. 35(5), pages 626-641, June.
    41. Richard E. Caves, 1998. "Industrial Organization and New Findings on the Turnover and Mobility of Firms," Journal of Economic Literature, American Economic Association, vol. 36(4), pages 1947-1982, December.
    42. Casas, Isabel & Gao, Jiti, 2008. "Econometric estimation in long-range dependent volatility models: Theory and practice," Journal of Econometrics, Elsevier, vol. 147(1), pages 72-83, November.
    43. Paul H. Jensen & Elizabeth Webster & Hielke Buddelmeyer, 2008. "Innovation, Technological Conditions and New Firm Survival," The Economic Record, The Economic Society of Australia, vol. 84(267), pages 434-448, December.
    44. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    45. Slade, Margaret E., 2004. "Competing models of firm profitability," International Journal of Industrial Organization, Elsevier, vol. 22(3), pages 289-308, March.
    46. P. Holmes & A. Hunt & I. Stone, 2010. "An analysis of new firm survival using a hazard function," Applied Economics, Taylor & Francis Journals, vol. 42(2), pages 185-195.
    47. Wagner, Joachim, 1994. "The Post-entry Performance of New Small Firms in German Manufacturing Industries," Journal of Industrial Economics, Wiley Blackwell, vol. 42(2), pages 141-154, June.
    48. Jean Tirole, 1988. "The Theory of Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262200716, December.
    49. Goudie, A W & Meeks, G, 1991. "The Exchange Rate and Company Failure in a Macro-Micro Model of the UK Company Sector," Economic Journal, Royal Economic Society, vol. 101(406), pages 444-457, May.
    50. Timothy Dunne & Mark J. Roberts & Larry Samuelson, 1988. "Patterns of Firm Entry and Exit in U.S. Manufacturing Industries," RAND Journal of Economics, The RAND Corporation, vol. 19(4), pages 495-515, Winter.
    51. Zvi Griliches, 1998. "Issues in Assessing the Contribution of Research and Development to Productivity Growth," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 17-45, National Bureau of Economic Research, Inc.
    52. Philippe Aghion & Christopher Harris & Peter Howitt & John Vickers, 2001. "Competition, Imitation and Growth with Step-by-Step Innovation," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 68(3), pages 467-492.
    53. Levinthal, D.A. & Fichman, M., 1991. "Honeymoons and the Liability of Adolescence : A New Perspective on Duration Dependence in Social Organizational Relationships," GSIA Working Papers 1991-34, Carnegie Mellon University, Tepper School of Business.
    54. Bogliacino, Francesco & Pianta, Mario, 2010. "Innovation and Employment: a Reinvestigation using Revised Pavitt classes," Research Policy, Elsevier, vol. 39(6), pages 799-809, July.
    55. Fuss, Melvyn & McFadden, Daniel (ed.), 1978. "Production Economics: A Dual Approach to Theory and Applications," Elsevier Monographs, Elsevier, edition 1, number 9780444850133.
    56. Jia Liu, 2004. "Macroeconomic determinants of corporate failures: evidence from the UK," Applied Economics, Taylor & Francis Journals, vol. 36(9), pages 939-945.
    57. Geroski, P. A., 1995. "What do we know about entry?," International Journal of Industrial Organization, Elsevier, vol. 13(4), pages 421-440, December.
    58. Silviano Esteve-Pérez & Juan Mañez-Castillejo, 2008. "The Resource-Based Theory of the Firm and Firm Survival," Small Business Economics, Springer, vol. 30(3), pages 231-249, March.
    59. Zhang M. & Mohnen P., 2013. "Innovation and survival of new firms in Chinese manufacturing, 2000-2006," MERIT Working Papers 2013-057, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    60. Greening, Daniel W. & Barringer, Bruce R. & Macy, Granger, 1996. "A qualitative study of managerial challenges facing small business geographic expansion," Journal of Business Venturing, Elsevier, vol. 11(4), pages 233-256, July.
    61. Kortum, Samuel, 1993. "Equilibrium R&D and the Patent-R&D Ratio: U.S. Evidence," American Economic Review, American Economic Association, vol. 83(2), pages 450-457, May.
    62. McCloughan, Patrick & Stone, Ian, 1998. "Life duration of foreign multinational subsidiaries: Evidence from UK northern manufacturing industry 1970-93," International Journal of Industrial Organization, Elsevier, vol. 16(6), pages 719-747, November.
    63. Shanling Li & Jennifer Shang & Sandra A. Slaughter, 2010. "Why Do Software Firms Fail? Capabilities, Competitive Actions, and Firm Survival in the Software Industry from 1995 to 2007," Information Systems Research, INFORMS, vol. 21(3), pages 631-654, September.
    64. Doms, Mark & Dunne, Timothy & Roberts, Mark J., 1995. "The role of technology use in the survival and growth of manufacturing plants," International Journal of Industrial Organization, Elsevier, vol. 13(4), pages 523-542, December.
    65. Fuss, Melvyn & McFadden, Daniel, 1978. "Production Economics: A Dual Approach to Theory and Applications (I): The Theory of Production," History of Economic Thought Books, McMaster University Archive for the History of Economic Thought, volume 1, number fuss1978.
    66. Hopenhayn, Hugo A, 1992. "Entry, Exit, and Firm Dynamics in Long Run Equilibrium," Econometrica, Econometric Society, vol. 60(5), pages 1127-1150, September.
    67. Bronwyn H. Hall, 2006. "R&D, productivity and market value," IFS Working Papers W06/23, Institute for Fiscal Studies.
    68. Rajshree Agarwal & David B. Audretsch, 2001. "Does Entry Size Matter? The Impact of the Life Cycle and Technology on Firm Survival," Journal of Industrial Economics, Wiley Blackwell, vol. 49(1), pages 21-43, March.
    69. Audretsch, David B & Mahmood, Talat, 1995. "New Firm Survival: New Results Using a Hazard Function," The Review of Economics and Statistics, MIT Press, vol. 77(1), pages 97-103, February.
    70. A. Bhattacharjee & C. Higson & S. Holly & P. Kattuman, 2009. "Macroeconomic Instability and Business Exit: Determinants of Failures and Acquisitions of UK Firms," Economica, London School of Economics and Political Science, vol. 76(301), pages 108-131, February.
    71. Hielke Buddelmeyer & Paul H. Jensen & Elizabeth Webster, 2010. "Innovation and the determinants of company survival," Oxford Economic Papers, Oxford University Press, vol. 62(2), pages 261-285, April.
    72. McDonald, Robert L & Siegel, Daniel R, 1985. "Investment and the Valuation of Firms When There Is an Option to Shut Down," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 26(2), pages 331-349, June.
    73. Richard Gilbert, 2006. "Looking for Mr. Schumpeter: Where Are We in the Competition-Innovation Debate?," NBER Chapters, in: Innovation Policy and the Economy, Volume 6, pages 159-215, National Bureau of Economic Research, Inc.
    74. Audretsch, David B, 1991. "New-Firm Survival and the Technological Regime," The Review of Economics and Statistics, MIT Press, vol. 73(3), pages 441-450, August.
    75. Silviano Pérez & Amparo Llopis & Juan Llopis, 2004. "The Determinants of Survival of Spanish Manufacturing Firms," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 25(3), pages 251-273, August.
    76. Ehie, Ike C. & Olibe, Kingsley, 2010. "The effect of R&D investment on firm value: An examination of US manufacturing and service industries," International Journal of Production Economics, Elsevier, vol. 128(1), pages 127-135, November.
    Full references (including those not matched with items on IDEAS)

    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. Guidi, Francesco & Solomon, Edna & Trushin, Eshref & Ugur, Mehmet, 2015. "Inverted-U relationship between innovation and survival: Evidence from firm-level UK data," EconStor Preprints 110896, ZBW - Leibniz Information Centre for Economics.
    2. Trushin, Eshref & Ugur, Mehmet, 2018. "Ecosystem complexity, firm learning and survival: UK evidence on intra-industry age and size diversity as exit hazards," Greenwich Papers in Political Economy 19095, University of Greenwich, Greenwich Political Economy Research Centre.
    3. Ugur, Mehment & Vivarelli, Marco, 2020. "The role of innovation in industrial dynamics and productivity growth: a survey of the literature," GLO Discussion Paper Series 648, Global Labor Organization (GLO).
    4. Mehmet Ugur & Marco Vivarelli, 2021. "Innovation, firm survival and productivity: the state of the art," Economics of Innovation and New Technology, Taylor & Francis Journals, vol. 30(5), pages 433-467, July.
    5. Mehmet Ugur & Marco Vivarelli, 2020. "Technology, industrial dynamics and productivity: a critical survey," DISCE - Quaderni del Dipartimento di Politica Economica dipe0011, Università Cattolica del Sacro Cuore, Dipartimenti e Istituti di Scienze Economiche (DISCE).
    6. Colombelli, Alessandra & Krafft, Jackie & Quatraro, Francesco, 2013. "Properties of knowledge base and firm survival: Evidence from a sample of French manufacturing firms," Technological Forecasting and Social Change, Elsevier, vol. 80(8), pages 1469-1483.
    7. Christos Genakos & Ioannis Kaplanis & Maria Theano Tagaraki & Aggelos Tsakanikas, 2023. "Firm Resilience and Growth during the Economics Crisis: lessons from the Greek depression," GreeSE – Hellenic Observatory Papers on Greece and Southeast Europe 186, Hellenic Observatory, LSE.
    8. Christos, Genakos & Kaplanis, Ioannis & Tagaraki, Maria Theano & Tsakanikas, Aggelos, 2023. "Firm resilience and growth during the economics crisis: lessons from the Greek depression," LSE Research Online Documents on Economics 119705, London School of Economics and Political Science, LSE Library.
    9. Ortiz-Villajos, José M. & Sotoca, Sonia, 2018. "Innovation and business survival: A long-term approach," Research Policy, Elsevier, vol. 47(8), pages 1418-1436.
    10. Marco Vivarelli, 2013. "Is entrepreneurship necessarily good? Microeconomic evidence from developed and developing countries," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 22(6), pages 1453-1495, December.
    11. Cefis, Elena & Marsili, Orietta, 2012. "Going, going, gone. Exit forms and the innovative capabilities of firms," Research Policy, Elsevier, vol. 41(5), pages 795-807.
    12. Alexandra Tsvetkova & Jean-Claude Thill & Deborah Strumsky, 2014. "Metropolitan innovation, firm size, and business survival in a high-tech industry," Small Business Economics, Springer, vol. 43(3), pages 661-676, October.
    13. Enrico Santarelli & Marco Vivarelli, 2007. "Entrepreneurship and the process of firms’ entry, survival and growth," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 16(3), pages 455-488, June.
    14. Richard I.D. Harris & Qian Cher Li, "undated". "Export-market dynamics and the probability of firm closure: Evidence for the UK," Working Papers 2008_17, Business School - Economics, University of Glasgow.
    15. Zhang, Dongyang & Zheng, Wenping & Ning, Lutao, 2018. "Does innovation facilitate firm survival? Evidence from Chinese high-tech firms," Economic Modelling, Elsevier, vol. 75(C), pages 458-468.
    16. Daniel Fackler & Claus Schnabel & Joachim Wagner, 2013. "Establishment exits in Germany: the role of size and age," Small Business Economics, Springer, vol. 41(3), pages 683-700, October.
    17. Carlos Carreira & Paulino Teixeira, 2011. "The shadow of death: analysing the pre-exit productivity of Portuguese manufacturing firms," Small Business Economics, Springer, vol. 36(3), pages 337-351, April.
    18. FERRAGINA, Anna Maria, 2013. "The Impact of FDI on Firm Survival and Employment: A Comparative Analysis for Turkey and Italy," CELPE Discussion Papers 127, CELPE - CEnter for Labor and Political Economics, University of Salerno, Italy.
    19. Rosanna Pittiglio & Filippo Reganati, 2015. "Multinational Enterprises, Technological Intensity and Firm Survival. Evidence from Italian Manufacturing and Services Firms," Atlantic Economic Journal, Springer;International Atlantic Economic Society, vol. 43(1), pages 87-106, March.
    20. Cefis, Elena & Marsili, Orietta, 2006. "Survivor: The role of innovation in firms' survival," Research Policy, Elsevier, vol. 35(5), pages 626-641, June.

    More about this item

    Keywords

    R&D; Innovation; Firm dynamics; Survival analysis;
    All these keywords.

    JEL classification:

    • C41 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods: Special Topics - - - Duration Analysis; Optimal Timing Strategies
    • D21 - Microeconomics - - Production and Organizations - - - Firm Behavior: Theory
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L1 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance
    • O3 - Economic Development, Innovation, Technological Change, and Growth - - Innovation; Research and Development; Technological Change; Intellectual Property Rights

    NEP fields

    This paper has been announced in the following NEP Reports:

    Statistics

    Access and download statistics

    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:gpe:wpaper:15510. 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: Nadine Edwards (email available below). General contact details of provider: https://edirc.repec.org/data/pegreuk.html .

    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.