IDEAS home Printed from https://ideas.repec.org/a/eee/streco/v49y2019icp29-42.html
   My bibliography  Save this article

Regulations and location choices of top R&D investors worldwide

Author

Listed:
  • Ciriaci, Daria
  • Grassano, Nicola
  • Vezzani, Antonio

Abstract

This paper explores how the interaction of different framework conditions affect the way in which top corporate R&D investors organise their cross-border operations worldwide. The analysis uses location-specific aspects, socio-economic factors and other controls common in the economic geography literature to investigate the distribution of a company's international subsidiaries. The location drivers are estimated using a multilevel mixed-effects logistic regression, controlling for both country characteristics and company specific random effects. Our results confirm that framework conditions, as product market regulation (PMR) and labour market legislation (EPL), affect the location strategies of top R&D investors. Adding to the literature we also found that: (i) PMR and EPL exert a mutually reinforcing negative effect on the location of subsidiaries, (ii) the effect of EPL is not significant for low levels of PMR, and (iii) barriers to trade and investment is the PMR component with the largest negative effect. Policy implications are drawn accordingly.

Suggested Citation

  • Ciriaci, Daria & Grassano, Nicola & Vezzani, Antonio, 2019. "Regulations and location choices of top R&D investors worldwide," Structural Change and Economic Dynamics, Elsevier, vol. 49(C), pages 29-42.
  • Handle: RePEc:eee:streco:v:49:y:2019:i:c:p:29-42
    DOI: 10.1016/j.strueco.2019.04.005
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0954349X18302182
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.strueco.2019.04.005?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. de Sousa, José & Mayer, Thierry & Zignago, Soledad, 2012. "Market access in global and regional trade," Regional Science and Urban Economics, Elsevier, vol. 42(6), pages 1037-1052.
    2. Andrea Bassanini & Luca Nunziata & Danielle Venn, 2009. "Job protection legislation and productivity growth in OECD countries [Appropriate growth policy: a unifying framework]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 24(58), pages 349-402.
    3. Bruno Amable & Lilas Demmou & Donatella Gatti, 2011. "The effect of employment protection and product market regulation on labour market performance: substitution or complementarity?," Applied Economics, Taylor & Francis Journals, vol. 43(4), pages 449-464.
    4. Eric Bartelsman & Stefano Scarpetta & Fabiano Schivardi, 2003. "Comparative Analysis of Firm Demographics and Survival: Micro-Level Evidence for the OECD Countries," OECD Economics Department Working Papers 348, OECD Publishing.
    5. Bruno Amable & Lilas Demmou & Ivan Ledezma, 2010. "Product market regulation, innovation, and distance to frontier," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 19(1), pages 117-159, February.
    6. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    7. G. M.P. Swann, 2009. "The Economics of Innovation," Books, Edward Elgar Publishing, number 13211.
    8. Daria Ciriaci, 2014. "Business Dynamics and Red Tape Barriers," European Economy - Economic Papers 2008 - 2015 532, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    9. Renaud Bourlès & Gilbert Cette & Jimmy Lopez & Jacques Mairesse & Giuseppe Nicoletti, 2013. "Do Product Market Regulations In Upstream Sectors Curb Productivity Growth? Panel Data Evidence For OECD Countries," The Review of Economics and Statistics, MIT Press, vol. 95(5), pages 1750-1768, December.
    10. Mayer, Thierry & Zignago, Soledad, 2006. "Notes on CEPII’s distances measures," MPRA Paper 26469, University Library of Munich, Germany.
    11. Balázs Égert, 2016. "Regulation, Institutions, and Productivity: New Macroeconomic Evidence from OECD Countries," American Economic Review, American Economic Association, vol. 106(5), pages 109-113, May.
    12. Egger, Peter & Fahn, Matthias & Merlo, Valeria & Wamser, Georg, 2014. "On the genesis of multinational foreign affiliate networks," European Economic Review, Elsevier, vol. 65(C), pages 136-163.
    13. Gilbert Cette & Jimmy Lopez & Jacques Mairesse, 2016. "Product and Labour Market Regulations, Production Prices, Wages and Productivity," Review of Economics and Institutions, Università di Perugia, vol. 7(2).
    14. Giuseppe Nicoletti & Stefano Scarpetta, 2003. "Regulation, productivity and growth: OECD evidence [‘A model of growth through creative destruction’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 18(36), pages 9-72.
    15. Castellani, Davide & Montresor, Sandro & Schubert, Torben & Vezzani, Antonio, 2017. "Multinationality, R&D and productivity: Evidence from the top R&D investors worldwide," International Business Review, Elsevier, vol. 26(3), pages 405-416.
    16. Barrios, Salvador & Huizinga, Harry & Laeven, Luc & Nicodème, Gaëtan, 2012. "International taxation and multinational firm location decisions," Journal of Public Economics, Elsevier, vol. 96(11), pages 946-958.
    17. Federico Cingano & Marco Leonardi & Julián Messina & Giovanni Pica, 2010. "The effects of employment protection legislation and financial market imperfections on investment: evidence from a firm-level panel of EU countries [Technology and labour regulations]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 25(61), pages 117-163.
    18. Xose Rodriguez & Julio Pallas, 2008. "Determinants of foreign direct investment in Spain," Applied Economics, Taylor & Francis Journals, vol. 40(19), pages 2443-2450.
    19. Shin-ya Nakamura & Tsuyoshi Oyama, 1998. "The Determinants of Foreign Direct Investment from Japan and the United States to East Asian Countries, and the Linkage between FDI and Trade," Bank of Japan Working Paper Series Research and Statistics D, Bank of Japan.
    20. John Cantwell & Lucia Piscitello, 2005. "Recent Location of Foreign-owned Research and Development Activities by Large Multinational Corporations in the European Regions: The Role of Spillovers and Externalities," Regional Studies, Taylor & Francis Journals, vol. 39(1), pages 1-16.
    21. Hector Hernandez & Nicola Grassano & Alexander Tuebke & Lesley Potters & Sara Amoroso & Mafini Dosso & Petros Gkotsis & Antonio Vezzani, 2017. "The 2017 EU Industrial R&D Investment Scoreboard," JRC Research Reports JRC108520, Joint Research Centre.
    22. Kevin J. Fox & Gilbert Cette & Jimmy Lopez & Jacques Mairesse, 2017. "Upstream Product Market Regulations, ICT, R&D and Productivity," Review of Income and Wealth, International Association for Research in Income and Wealth, vol. 63, pages 68-89, February.
    23. Calcagnini, Giorgio & Ferrando, Annalisa & Giombini, Germana, 2014. "Does employment protection legislation affect firm investment? The European case," Economic Modelling, Elsevier, vol. 36(C), pages 658-665.
    24. Hall, Bronwyn H., 2011. "The internationalization of R&D," MERIT Working Papers 2011-049, United Nations University - Maastricht Economic and Social Research Institute on Innovation and Technology (MERIT).
    25. Daria Ciriaci & Daniela Palma, 2016. "Structural change and blurred sectoral boundaries: assessing the extent to which knowledge-intensive business services satisfy manufacturing final demand in Western countries," Economic Systems Research, Taylor & Francis Journals, vol. 28(1), pages 55-77, March.
    26. 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.
    27. Train,Kenneth E., 2009. "Discrete Choice Methods with Simulation," Cambridge Books, Cambridge University Press, number 9780521766555.
    28. Guglielmo Barone & Federico Cingano, 2011. "Service Regulation and Growth: Evidence from OECD Countries," Economic Journal, Royal Economic Society, vol. 121(555), pages 931-957, September.
    29. Salvador Barrios & Sophia Dimelis & Helen Louri & Eric Strobl, 2004. "Efficiency spillovers from foreign direct investment in the EU periphery: A comparative study of Greece, Ireland, and Spain," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 140(4), pages 688-705, December.
    30. 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.
    31. Basile, Roberto & Castellani, Davide & Zanfei, Antonello, 2008. "Location choices of multinational firms in Europe: The role of EU cohesion policy," Journal of International Economics, Elsevier, vol. 74(2), pages 328-340, March.
    32. Coad, Alex, 2019. "Persistent heterogeneity of R&D intensities within sectors: Evidence and policy implications," Research Policy, Elsevier, vol. 48(1), pages 37-50.
    33. Giuseppe Fiori & Giuseppe Nicoletti & Stefano Scarpetta & Fabio Schiantarelli, 2012. "Employment Effects of Product and Labour Market Reforms: Are There Synergies?," Economic Journal, Royal Economic Society, vol. 122(558), pages 79-104, February.
    34. Pietro Moncada-Paternò-Castello & Marco Vivarelli & Peter Voigt, 2011. "Drivers and impacts in the globalization of corporate R&D: an introduction based on the European experience," Industrial and Corporate Change, Oxford University Press and the Associazione ICC, vol. 20(2), pages 585-603, April.
    35. Rachel Griffith & Gareth Macartney, 2014. "Employment Protection Legislation, Multinational Firms, and Innovation," The Review of Economics and Statistics, MIT Press, vol. 96(1), pages 135-150, March.
    36. Amable, Bruno & Ledezma, Ivan & Robin, Stéphane, 2016. "Product market regulation, innovation, and productivity," Research Policy, Elsevier, vol. 45(10), pages 2087-2104.
    37. René Belderbos & Elissavet Lykogianni & Reinhilde Veugelers, 2008. "Strategic R&D Location by Multinational Firms: Spillovers, Technology Sourcing, and Competition," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 17(3), pages 759-779, September.
    38. Blundell, Richard & Griffith, Rachel & Van Reenen, John, 1995. "Dynamic Count Data Models of Technological Innovation," Economic Journal, Royal Economic Society, vol. 105(429), pages 333-344, March.
    39. Hector Hernandez Guevara & Nicola Grassano & Alexander Tuebke & Sara Amoroso & Zoltan Csefalvay & Petros Gkotsis, 2019. "The 2019 EU Industrial R&D Investment Scoreboard," JRC Research Reports JRC118983, Joint Research Centre.
    40. Bruno Amable & Ivan Ledezma & Stéphane Robin, 2016. "Product market regulation, innovation, and productivity," Post-Print hal-03691909, HAL.
    41. Diego Restuccia & Richard Rogerson, 2013. "Misallocation and productivity," Review of Economic Dynamics, Elsevier for the Society for Economic Dynamics, vol. 16(1), pages 1-10, January.
    42. Alessandro Prati & Massimiliano Gaetano Onorato & Chris Papageorgiou, 2013. "Which Reforms Work and under What Institutional Environment? Evidence from a New Data Set on Structural Reforms," The Review of Economics and Statistics, MIT Press, vol. 95(3), pages 946-968, July.
    43. Sandro Montresor & Antonio Vezzani, 2015. "On the R&D giants’ shoulders: do FDI help to stand on them?," Economia e Politica Industriale: Journal of Industrial and Business Economics, Springer;Associazione Amici di Economia e Politica Industriale, vol. 42(1), pages 33-60, March.
    44. Blundell, Richard & Griffith, Rachel & Windmeijer, Frank, 2002. "Individual effects and dynamics in count data models," Journal of Econometrics, Elsevier, vol. 108(1), pages 113-131, May.
    45. Isabell Koske & Isabelle Wanner & Rosamaria Bitetti & Omar Barbiero, 2015. "The 2013 update of the OECD's database on product market regulation: Policy insights for OECD and non-OECD countries," OECD Economics Department Working Papers 1200, OECD Publishing.
    46. Blind, Knut, 2012. "The influence of regulations on innovation: A quantitative assessment for OECD countries," Research Policy, Elsevier, vol. 41(2), pages 391-400.
    47. repec:hal:wpspec:info:hdl:2441/10187 is not listed on IDEAS
    48. 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.
    49. Dan Andrews & Chiara Criscuolo, 2013. "Knowledge-Based Capital, Innovation and Resource Allocation: A Going for Growth Report," OECD Economic Policy Papers 4, OECD Publishing.
    50. Ginarte, Juan C. & Park, Walter G., 1997. "Determinants of patent rights: A cross-national study," Research Policy, Elsevier, vol. 26(3), pages 283-301, October.
    51. Chiara Franco & Fabio Pieri & Francesco Venturini, 2013. "Product market regulation and innovation efficiency," Working Papers 1313, Department of Applied Economics II, Universidad de Valencia.
    52. Erik Canton & Daria Ciriaci & Irune Solera, 2014. "The Economic Impact of Professional Services Liberalisation," European Economy - Economic Papers 2008 - 2015 533, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    53. Juan Alcácer & Wilbur Chung, 2007. "Location Strategies and Knowledge Spillovers," Management Science, INFORMS, vol. 53(5), pages 760-776, May.
    54. Christiansen, Lone & Schindler, Martin & Tressel, Thierry, 2013. "Growth and structural reforms: A new assessment," Journal of International Economics, Elsevier, vol. 89(2), pages 347-356.
    55. Geroski, Paul A., 1995. "Market Structure, Corporate Performance, and Innovative Activity," OUP Catalogue, Oxford University Press, number 9780198288558.
    56. Barbosa, Natália & Faria, Ana Paula, 2011. "Innovation across Europe: How important are institutional differences?," Research Policy, Elsevier, vol. 40(9), pages 1157-1169.
    57. Karabag, Solmaz Filiz & Tuncay-Celikel, Asli & Berggren, Christian, 2011. "The Limits of R&D Internationalization and the Importance of Local Initiatives: Turkey as a Critical Case," World Development, Elsevier, vol. 39(8), pages 1347-1357, August.
    58. Stefano Scarpetta & Philip Hemmings & Thierry Tressel & Jaejoon Woo, 2002. "The Role of Policy and Institutions for Productivity and Firm Dynamics: Evidence from Micro and Industry Data," OECD Economics Department Working Papers 329, OECD Publishing.
    59. Nickell, Stephen J, 1996. "Competition and Corporate Performance," Journal of Political Economy, University of Chicago Press, vol. 104(4), pages 724-746, August.
    60. Hector Hernandez & Fernando Hervas & Alexander Tuebke & Mafini Dosso & Antonio Vezzani & Sara Amoroso & Nicola Grassano, 2014. "The 2014 EU Industrial R&D Investment Scoreboard," JRC Research Reports JRC92506, Joint Research Centre.
    61. Dan Andrews & Chiara Criscuolo, 2013. "Knowledge-Based Capital, Innovation and Resource Allocation," OECD Economics Department Working Papers 1046, OECD Publishing.
    62. 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.
    63. Rene Belderbos & Bart Leten & Shinya Suzuki, 2013. "How global is R&D? Firm-level determinants of home-country bias in R&D," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 44(8), pages 765-786, October.
    64. Michael P Devereux, 2007. "The Impact of Taxation on the Location of Capital, Firms and Profit: a Survey of Empirical Evidence," Working Papers 0702, Oxford University Centre for Business Taxation.
    65. repec:hal:spmain:info:hdl:2441/10187 is not listed on IDEAS
    66. Sara Amoroso & Mafini Dosso & Pietro Moncada-Paterno-Castello, 2015. "The impact of skill endowments and collective bargaining on knowledge-intensive greenfield FDI," JRC Working Papers on Corporate R&D and Innovation 2015-08, Joint Research Centre.
    67. Ruud A. de Mooij & Sjef Ederveen, 2006. "What a difference does it make? Understanding the empirical literature on taxation and international capital flows," European Economy - Economic Papers 2008 - 2015 261, Directorate General Economic and Financial Affairs (DG ECFIN), European Commission.
    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. Filippetti, Andrea & Vezzani, Antonio, 2022. "The political economy of public research, or why some governments commit to research more than others," Technological Forecasting and Social Change, Elsevier, vol. 176(C).
    2. Leonardo A. Rocha & Denis Vieira Sarmento & Carlos Alano S. Almeida & Napiê G.A. Silva, 2020. "Spillover, public investment and innovation: the impact of public investment in R&D on business innovation," Economics Bulletin, AccessEcon, vol. 40(3), pages 2344-2360.
    3. Thum-Thysen, Anna & Voigt, Peter & Bilbao-Osorio, Beñat & Maier, Christoph & Ognyanova, Diana, 2019. "Investment dynamics in Europe: Distinct drivers and barriers for investing in intangible versus tangible assets?," Structural Change and Economic Dynamics, Elsevier, vol. 51(C), pages 77-88.
    4. Fang Wang & Xiaoyong Dai, 2020. "Regulation and product innovation: the intermediate role of resource reallocation," Journal of Evolutionary Economics, Springer, vol. 30(4), pages 1035-1061, September.
    5. Coad, Alex & Grassano, Nicola & Hall, Bronwyn H. & Moncada-Paternò-Castello, Pietro & Vezzani, Antonio, 2019. "Innovation and industrial dynamics," Structural Change and Economic Dynamics, Elsevier, vol. 50(C), pages 126-131.
    6. Damioli, Giacomo & Marin, Giovanni, 2024. "The effects of foreign entry on local innovation by entry mode," Research Policy, Elsevier, vol. 53(3).

    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. Nauro F. Campos & Paul De Grauwe & Yuemei Ji, 2017. "Structural Reforms, Growth and Inequality: An Overview of Theory, Measurement and Evidence," CESifo Working Paper Series 6812, CESifo.
    2. MARSCHINSKI Robert & DE AMORES HERNANDEZ Antonio & AMOROSO Sara & BAUER Peter & CARDANI Roberta & CSEFALVAY Zoltan & GENTY Aurelien & GKOTSIS Petros & GREGORI Wildmer & GRASSANO Nicola & HERNANDEZ GUE, 2021. "EU competitiveness: recent trends, drivers, and links to economic policy: A Synthesis Report," JRC Research Reports JRC123232, Joint Research Centre.
    3. Campos, Nauro F. & De Grauwe, Paul & Ji, Yuemei, 2023. "Structural reforms and economic performance: the experience of advanced economies," LSE Research Online Documents on Economics 120870, London School of Economics and Political Science, LSE Library.
    4. James Broughel & Robert W. Hahn, 2022. "The impact of economic regulation on growth: Survey and synthesis," Regulation & Governance, John Wiley & Sons, vol. 16(2), pages 448-469, April.
    5. Barbosa, Natália & Faria, Ana Paula, 2011. "Innovation across Europe: How important are institutional differences?," Research Policy, Elsevier, vol. 40(9), pages 1157-1169.
    6. Igna, Ioana A. & Rincon-Aznar, Ana & Venturini, Francesco, 2019. "Upstream regulation, factor demand and productivity: Cross-industry differences in OECD countries, 1975–2007," Information Economics and Policy, Elsevier, vol. 49(C).
    7. J. David Brown & Gustavo A. Crespi & Leonardo Iacovone & Luca Marcolin, 2018. "Decomposing firm-level productivity growth and assessing its determinants: evidence from the Americas," The Journal of Technology Transfer, Springer, vol. 43(6), pages 1571-1606, December.
    8. Litina, Anastasia & Makridis, Christos A. & Tsiachtsiras, Georgios, 2021. "Do product market reforms raise innovation? Evidence from Micro-data across 12 countries," Technological Forecasting and Social Change, Elsevier, vol. 169(C).
    9. Aurelien Quignon, 2022. "Market Regulation and Innovation: Direct and Indirect Effects," Journal of Industry, Competition and Trade, Springer, vol. 22(3), pages 429-456, December.
    10. Moritz Böhmecke-Schwafert & Knut Blind, 2023. "The trade effects of product market regulation in global value chains: evidence from OECD and BRICS countries between 2000 and 2015," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 50(2), pages 441-479, May.
    11. Stiebale, Joel, 2016. "Cross-border M&As and innovative activity of acquiring and target firms," Journal of International Economics, Elsevier, vol. 99(C), pages 1-15.
    12. Anderton, Robert & Di Lupidio, Benedetta & Jarmulska, Barbara, 2020. "The impact of product market regulation on productivity through firm churning: Evidence from European countries," Economic Modelling, Elsevier, vol. 91(C), pages 487-501.
    13. Fang Wang & Xiaoyong Dai, 2020. "Regulation and product innovation: the intermediate role of resource reallocation," Journal of Evolutionary Economics, Springer, vol. 30(4), pages 1035-1061, September.
    14. Bouis, Romain & Duval, Romain & Eugster, Johannes, 2020. "How fast does product market reform pay off? New evidence from non-manufacturing industry deregulation in advanced economies," Journal of Comparative Economics, Elsevier, vol. 48(1), pages 198-217.
    15. Mafini Dosso & Antonio Vezzani, 2015. "Top R&D investors and international knowledge seeking: the role of emerging technologies and technological proximity," JRC Working Papers on Corporate R&D and Innovation 2015-09, Joint Research Centre.
    16. Polemis, Michael & Tselekounis, Markos, 2019. "Does deregulation drive innovation intensity? Lessons learned from the OECD telecommunications sector," MPRA Paper 92770, University Library of Munich, Germany.
    17. Balázs Égert & Peter Gal, 2017. "The quantification of structural reforms in OECD countries: A new framework," OECD Journal: Economic Studies, OECD Publishing, vol. 2016(1), pages 91-108.
    18. Broughel, James & Hahn, Robert, 2020. "The Impact of Economic Regulation on Growth: Survey and Synthesis," Working Papers 10409, George Mason University, Mercatus Center.
    19. Amable, Bruno & Ledezma, Ivan & Robin, Stéphane, 2016. "Product market regulation, innovation, and productivity," Research Policy, Elsevier, vol. 45(10), pages 2087-2104.
    20. Sara Barcenilla-Visús & José-María Gómez-Sancho & Carmen López-Pueyo & María-Jesús Mancebón & Jaime Sanaú, 2013. "Technical Change, Efficiency Change and Institutions: Empirical Evidence for a Sample of OECD Countries," The Economic Record, The Economic Society of Australia, vol. 89(285), pages 207-227, June.

    More about this item

    Keywords

    Multinational corporations; Internationalisation; Product market regulation; Employment protection; Top R&D investors;
    All these keywords.

    JEL classification:

    • F23 - International Economics - - International Factor Movements and International Business - - - Multinational Firms; International Business
    • D22 - Microeconomics - - Production and Organizations - - - Firm Behavior: Empirical Analysis
    • L20 - Industrial Organization - - Firm Objectives, Organization, and Behavior - - - General

    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:eee:streco:v:49:y:2019:i:c:p:29-42. 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/525148 .

    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.