IDEAS home Printed from https://ideas.repec.org/a/spr/joiaen/v6y2017i1d10.1186_s13731-016-0061-9.html
   My bibliography  Save this article

Does innovation promote economic growth? Evidence from European countries

Author

Listed:
  • Rana P. Maradana

    (Indian Institute of Technology)

  • Rudra P. Pradhan

    (Indian Institute of Technology)

  • Saurav Dash

    (Indian Institute of Technology)

  • Kunal Gaurav

    (Indian Institute of Technology)

  • Manju Jayakumar

    (Indian Institute of Technology)

  • Debaleena Chatterjee

    (Indian Institute of Technology)

Abstract

The paper examines the long-run relationship between innovation and per capita economic growth in the 19 European countries over the period 1989–2014. This study uses six different indicators of innovation: patents-residents, patents-non-residents, research and development expenditure, researchers in research and development activities, high-technology exports, and scientific and technical journal articles to examine this long-run relationship with per capita economic growth. Using cointegration technique, the study finds evidence of long-run relationship between innovation and per capita economic growth in most of the cases, typically with reference to the use of a particular innovation indicator. Using Granger causality test, the study finds the presence of both unidirectional and bidirectional causality between innovation and per capita economic growth. These results vary from country to country, depending upon the types of innovation indicators that we use in the empirical investigation process. Most importantly, the study finds that all these innovation indicators are considerably linked with per capita economic growth. This particular linkage is either supply-leading or demand-following in some occasions, while it is the occurrence of both in some other occasions. The policy implication of this study is that countries should recognize the differences in innovation and per capita economic growth in order to maintain sustainable development in these countries.

Suggested Citation

  • Rana P. Maradana & Rudra P. Pradhan & Saurav Dash & Kunal Gaurav & Manju Jayakumar & Debaleena Chatterjee, 2017. "Does innovation promote economic growth? Evidence from European countries," Journal of Innovation and Entrepreneurship, Springer, vol. 6(1), pages 1-23, December.
  • Handle: RePEc:spr:joiaen:v:6:y:2017:i:1:d:10.1186_s13731-016-0061-9
    DOI: 10.1186/s13731-016-0061-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1186/s13731-016-0061-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1186/s13731-016-0061-9?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. Romer, Paul M, 1986. "Increasing Returns and Long-run Growth," Journal of Political Economy, University of Chicago Press, vol. 94(5), pages 1002-1037, October.
    2. repec:cup:cbooks:9781107034662 is not listed on IDEAS
    3. Agénor, Pierre-Richard & Neanidis, Kyriakos C., 2015. "Innovation, public capital, and growth," Journal of Macroeconomics, Elsevier, vol. 44(C), pages 252-275.
    4. Galindo, Miguel-Ángel & Méndez, María Teresa, 2014. "Entrepreneurship, economic growth, and innovation: Are feedback effects at work?," Journal of Business Research, Elsevier, vol. 67(5), pages 825-829.
    5. Robert M. Solow, 1956. "A Contribution to the Theory of Economic Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 70(1), pages 65-94.
    6. Coe, David T. & Helpman, Elhanan, 1995. "International R&D spillovers," European Economic Review, Elsevier, vol. 39(5), pages 859-887, May.
    7. Hudson, John & Minea, Alexandru, 2013. "Innovation, Intellectual Property Rights, and Economic Development: A Unified Empirical Investigation," World Development, Elsevier, vol. 46(C), pages 66-78.
    8. Roig-Tierno, Norat & Alcázar, Joaquín & Ribeiro-Navarrete, Samuel, 2015. "Use of infrastructures to support innovative entrepreneurship and business growth," Journal of Business Research, Elsevier, vol. 68(11), pages 2290-2294.
    9. Holtz-Eakin, Douglas & Newey, Whitney & Rosen, Harvey S, 1988. "Estimating Vector Autoregressions with Panel Data," Econometrica, Econometric Society, vol. 56(6), pages 1371-1395, November.
    10. repec:fth:harver:1473 is not listed on IDEAS
    11. SINHA, Dipendra, 2008. "Patents, Innovations And Economic Growth In Japan And South Korea: Evidence From Individual Country And Panel Data," Applied Econometrics and International Development, Euro-American Association of Economic Development, vol. 8(1), pages 181-188.
    12. Philippe Aghion & Peter Howitt, 2009. "The Economics of Growth," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262012634, December.
    13. Kim, Jeeeun & Lee, Sungjoo, 2015. "Patent databases for innovation studies: A comparative analysis of USPTO, EPO, JPO and KIPO," Technological Forecasting and Social Change, Elsevier, vol. 92(C), pages 332-345.
    14. Huang, Kuo-Feng, 2011. "Technology competencies in competitive environment," Journal of Business Research, Elsevier, vol. 64(2), pages 172-179, February.
    15. Peter C. B. Phillips & Donggyu Sul, 2009. "Economic transition and growth," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 24(7), pages 1153-1185.
    16. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521685610.
    17. Aghion, Philippe & Howitt, Peter, 1992. "A Model of Growth through Creative Destruction," Econometrica, Econometric Society, vol. 60(2), pages 323-351, March.
    18. Philippe Aghion & Diego Comin & Peter Howitt & Isabel Tecu, 2016. "When Does Domestic Savings Matter for Economic Growth?," IMF Economic Review, Palgrave Macmillan;International Monetary Fund, vol. 64(3), pages 381-407, August.
    19. Katarina Keller & Panu Poutvaara & Andreas Wagener, 2009. "Military Draft And Economic Growth In Oecd Countries," Defence and Peace Economics, Taylor & Francis Journals, vol. 20(5), pages 373-393, October.
    20. Dachs, Bernhard & Peters, Bettina, 2014. "Innovation, employment growth, and foreign ownership of firms," Research Policy, Elsevier, vol. 43(1), pages 214-232.
    21. Bayoumi, Tamim & Coe, David T. & Helpman, Elhanan, 1999. "R&D spillovers and global growth," Journal of International Economics, Elsevier, vol. 47(2), pages 399-428, April.
    22. Bottazzi, Laura & Peri, Giovanni, 2003. "Innovation and spillovers in regions: Evidence from European patent data," European Economic Review, Elsevier, vol. 47(4), pages 687-710, August.
    23. Andergassen, Rainer & Nardini, Franco & Ricottilli, Massimo, 2009. "Innovation and growth through local and global interaction," Journal of Economic Dynamics and Control, Elsevier, vol. 33(10), pages 1779-1795, October.
    24. Peter Pedroni, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(S1), pages 653-670, November.
    25. M. Ishaq Nadiri, 1993. "Innovations and Technological Spillovers," NBER Working Papers 4423, National Bureau of Economic Research, Inc.
    26. Maddala, G S & Wu, Shaowen, 1999. "A Comparative Study of Unit Root Tests with Panel Data and a New Simple Test," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 631-652, Special I.
    27. Hsu, Po-Hsuan & Tian, Xuan & Xu, Yan, 2014. "Financial development and innovation: Cross-country evidence," Journal of Financial Economics, Elsevier, vol. 112(1), pages 116-135.
    28. Engle, Robert & Granger, Clive, 2015. "Co-integration and error correction: Representation, estimation, and testing," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 39(3), pages 106-135.
    29. 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.
    30. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio & Massimiliano Iommi, 2012. "Intangible Capital and Growth in Advanced Economies: Measurement Methods and Comparative Results," Economics Program Working Papers 12-03, The Conference Board, Economics Program.
    31. Santacreu, Ana Maria, 2015. "Innovation, diffusion, and trade: Theory and measurement," Journal of Monetary Economics, Elsevier, vol. 75(C), pages 1-20.
    32. Alexandra Tsvetkova, 2015. "Innovation, Entrepreneurship, and Metropolitan Economic Performance," Economic Development Quarterly, , vol. 29(4), pages 299-316, November.
    33. King, Robert G. & Levine, Ross, 1993. "Finance, entrepreneurship and growth: Theory and evidence," Journal of Monetary Economics, Elsevier, vol. 32(3), pages 513-542, December.
    34. Laeven, Luc & Levine, Ross & Michalopoulos, Stelios, 2015. "Financial innovation and endogenous growth," Journal of Financial Intermediation, Elsevier, vol. 24(1), pages 1-24.
    35. Hulya Ulku, 2004. "R&D, Innovation, and Economic Growth: An Empirical Analysis," IMF Working Papers 2004/185, International Monetary Fund.
    36. Haskel, Jonathan & Iommi, Massimiliano, 2012. "Intangible Capital and Growth in Advanced Economies: Measurement and Comparative Results," CEPR Discussion Papers 9061, C.E.P.R. Discussion Papers.
    37. Navas, Antonio, 2015. "Trade liberalisation and innovation under sector heterogeneity," Regional Science and Urban Economics, Elsevier, vol. 50(C), pages 42-62.
    38. 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.
    39. Bulent Guloglu & R. Tekin, 2012. "A Panel Causality Analysis of the Relationship among Research and Development, Innovation, and Economic Growth in High-Income OECD Countries," Eurasian Economic Review, Springer;Eurasia Business and Economics Society, vol. 2(1), pages 32-47, June.
    40. Goel, Rajeev K & Ram, Rati, 1994. "Research and Development Expenditures and Economic Growth: A Cross-Country Study," Economic Development and Cultural Change, University of Chicago Press, vol. 42(2), pages 403-411, January.
    41. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    42. Anne Ter Wal & Ron Boschma, 2009. "Applying social network analysis in economic geography: framing some key analytic issues," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 43(3), pages 739-756, September.
    43. Poh Wong & Yuen Ho & Erkko Autio, 2005. "Entrepreneurship, Innovation and Economic Growth: Evidence from GEM data," Small Business Economics, Springer, vol. 24(3), pages 335-350, January.
    44. Pedroni, Peter, 1999. "Critical Values for Cointegration Tests in Heterogeneous Panels with Multiple Regressors," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 61(0), pages 653-670, Special I.
    45. Rudra P. Pradhan & Mak B. Arvin & John H. Hall & Mahendhiran Nair, 2016. "Innovation, financial development and economic growth in Eurozone countries," Applied Economics Letters, Taylor & Francis Journals, vol. 23(16), pages 1141-1144, November.
    46. Gene M. Grossman & Elhanan Helpman, 1994. "Endogenous Innovation in the Theory of Growth," Journal of Economic Perspectives, American Economic Association, vol. 8(1), pages 23-44, Winter.
    47. Fagerberg, Jan, 1994. "Technology and International Differences in Growth Rates," Journal of Economic Literature, American Economic Association, vol. 32(3), pages 1147-1175, September.
    48. Dickey, David A & Fuller, Wayne A, 1981. "Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root," Econometrica, Econometric Society, vol. 49(4), pages 1057-1072, June.
    49. Brooks,Chris, 2014. "Introductory Econometrics for Finance," Cambridge Books, Cambridge University Press, number 9781107661455, December.
    50. Sohag, Kazi & Begum, Rawshan Ara & Abdullah, Sharifah Mastura Syed & Jaafar, Mokhtar, 2015. "Dynamics of energy use, technological innovation, economic growth and trade openness in Malaysia," Energy, Elsevier, vol. 90(P2), pages 1497-1507.
    51. Nadiri, M.I., 1993. "Innovations and Technological Spillovers," Working Papers 93-31, C.V. Starr Center for Applied Economics, New York University.
    52. Zvi Griliches, 1998. "Patent Statistics as Economic Indicators: A Survey," NBER Chapters, in: R&D and Productivity: The Econometric Evidence, pages 287-343, National Bureau of Economic Research, Inc.
    53. Audretsch, David B & Feldman, Maryann P, 1996. "R&D Spillovers and the Geography of Innovation and Production," American Economic Review, American Economic Association, vol. 86(3), pages 630-640, June.
    54. Granger, C. W. J., 1988. "Some recent development in a concept of causality," Journal of Econometrics, Elsevier, vol. 39(1-2), pages 199-211.
    55. Hanley, Aoife & Liu, Wan-Hsin & Vaona, Andrea, 2011. "Financial development and innovation in China: Evidence from the provincial data," Kiel Working Papers 1673, Kiel Institute for the World Economy (IfW Kiel).
    56. Carol Corrado & Jonathan Haskel & Cecilia Jona-Lasinio & Massimiliano Iommi, 2013. "Innovation and intangible investment in Europe, Japan, and the United States," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 29(2), pages 261-286, SUMMER.
    57. Furman, Jeffrey L. & Porter, Michael E. & Stern, Scott, 2002. "The determinants of national innovative capacity," Research Policy, Elsevier, vol. 31(6), pages 899-933, August.
    58. Wennekers, Sander & Thurik, Roy, 1999. "Linking Entrepreneurship and Economic Growth," Small Business Economics, Springer, vol. 13(1), pages 27-55, August.
    59. Coad, Alex & Segarra, Agustí & Teruel, Mercedes, 2016. "Innovation and firm growth: Does firm age play a role?," Research Policy, Elsevier, vol. 45(2), pages 387-400.
    60. Nancy L. Stokey, 1995. "R&D and Economic Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 62(3), pages 469-489.
    61. Hsu, Chia-Wen & Lien, Yung-Chih & Chen, Homin, 2015. "R&D internationalization and innovation performance," International Business Review, Elsevier, vol. 24(2), pages 187-195.
    62. Dosi, Giovanni, 1988. "Sources, Procedures, and Microeconomic Effects of Innovation," Journal of Economic Literature, American Economic Association, vol. 26(3), pages 1120-1171, September.
    63. Malerba,Franco & Brusoni,Stefano (ed.), 2007. "Perspectives on Innovation," Cambridge Books, Cambridge University Press, number 9780521866644.
    64. -, 2009. "Economic growth in the Caribbean," Sede Subregional de la CEPAL para el Caribe (Estudios e Investigaciones) 38668, Naciones Unidas Comisión Económica para América Latina y el Caribe (CEPAL).
    65. 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.
    66. Howells, Jeremy, 2005. "Innovation and regional economic development: A matter of perspective?," Research Policy, Elsevier, vol. 34(8), pages 1220-1234, October.
    67. Hasan, Iftekhar & Tucci, Christopher L., 2010. "The innovation-economic growth nexus: Global evidence," Research Policy, Elsevier, vol. 39(10), pages 1264-1276, December.
    68. Yang, Chih-Hai, 2006. "Is innovation the story of Taiwan's economic growth?," Journal of Asian Economics, Elsevier, vol. 17(5), pages 867-878, November.
    69. Granger, Clive W J, 1986. "Developments in the Study of Cointegrated Economic Variables," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 48(3), pages 213-228, August.
    70. Chris Freeman & Luc Soete, 1997. "The Economics of Industrial Innovation, 3rd Edition," MIT Press Books, The MIT Press, edition 3, volume 1, number 0262061953, December.
    71. Petrakis, Panagiotis E. & Kostis, Pantelis C. & Valsamis, Dionysis G., 2015. "Innovation and competitiveness: Culture as a long-term strategic instrument during the European Great Recession," Journal of Business Research, Elsevier, vol. 68(7), pages 1436-1438.
    72. Maurseth, Per Botolf & Verspagen, Bart, 2002. " Knowledge Spillovers in Europe: A Patent Citations Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 104(4), pages 531-545, December.
    73. Levin, Andrew & Lin, Chien-Fu & James Chu, Chia-Shang, 2002. "Unit root tests in panel data: asymptotic and finite-sample properties," Journal of Econometrics, Elsevier, vol. 108(1), pages 1-24, May.
    74. Per Botolf Maurseth & Bart Verspagen, 2002. "Knowledge Spillovers in Europe: A Patent Citations Analysis," Scandinavian Journal of Economics, Wiley Blackwell, vol. 104(4), pages 531-545, December.
    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. Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar & Bennett, Sara E., 2017. "The innovation- growth link in OECD countries: Could other macroeconomic variables matter?," Technology in Society, Elsevier, vol. 51(C), pages 113-123.
    2. Rudra P. Pradhan & Rana P. Maradana & Danish B. Zaki & Saurav Dash & Manju Jayakumar & Kunal Gaurav, 2017. "Venture Capital and Innovation: Evidence from European Economic Area Countries," International Journal of Innovation and Technology Management (IJITM), World Scientific Publishing Co. Pte. Ltd., vol. 14(06), pages 1-30, December.
    3. Janusz Myszczyszyn & Irena Lacka & Sylwia Golab & Beata Bedzik & Blazej Supron, 2021. "A Preliminary Analysis of the Relationship between Economic Growth and Selected Innovativeness Indicators on the Example of Four European Union Countries," European Research Studies Journal, European Research Studies Journal, vol. 0(Special 3), pages 402-418.
    4. Kais Mtar & Walid Belazreg, 2021. "Causal Nexus Between Innovation, Financial Development, and Economic Growth: the Case of OECD Countries," Journal of the Knowledge Economy, Springer;Portland International Center for Management of Engineering and Technology (PICMET), vol. 12(1), pages 310-341, March.
    5. Audi, Marc & Ali, Amjad & Fayad Hamadeh, Hani, 2022. "Nexus among innovations, financial development and economic growth in developing countries," MPRA Paper 115220, University Library of Munich, Germany.
    6. Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar, 2018. "Are innovation and financial development causative factors in economic growth? Evidence from a panel granger causality test," Technological Forecasting and Social Change, Elsevier, vol. 132(C), pages 130-142.
    7. Hasan, Iftekhar & Tucci, Christopher L., 2010. "The innovation-economic growth nexus: Global evidence," Research Policy, Elsevier, vol. 39(10), pages 1264-1276, December.
    8. Nguyen, Trang & Chaiechi, Taha & Eagle, Lynne & Low, David, 2020. "Dynamic impacts of SME stock market development and innovation on macroeconomic indicators: A Post-Keynesian approach," Economic Analysis and Policy, Elsevier, vol. 68(C), pages 327-347.
    9. Rudra P. Pradhan & Mak B. Arvin & Mahendhiran Nair & Sara E. Bennett & John H. Hall, 2019. "The information revolution, innovation diffusion and economic growth: an examination of causal links in European countries," Quality & Quantity: International Journal of Methodology, Springer, vol. 53(3), pages 1529-1563, May.
    10. Rudra P. Pradhan & Mak B. Arvin & Mahendhiran Nair & Sara E. Bennett, 2020. "Sustainable economic growth in the European Union: The role of ICT, venture capital, and innovation," Review of Financial Economics, John Wiley & Sons, vol. 38(1), pages 34-62, January.
    11. Kais Mtar & Walid Belazreg, 2023. "On the nexus of innovation, trade openness, financial development and economic growth in European countries: New perspective from a GMM panel VAR approach," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 28(1), pages 766-791, January.
    12. Knut Blind & Florian Ramel & Charlotte Rochell, 2022. "The influence of standards and patents on long-term economic growth," The Journal of Technology Transfer, Springer, vol. 47(4), pages 979-999, August.
    13. Jacobo Campo Robledo & Juan Pablo Herrera Saavedra, 2016. "Patentes y crecimiento económico: ¿innovación de residentes o no residentes?," Revista Desarrollo y Sociedad, Universidad de los Andes,Facultad de Economía, CEDE, vol. 76, February.
    14. Badeeb, Ramez Abubakr & Szulczyk, Kenneth R. & Zahra, Samia & Mukherjee, Tanusree Chakravarty, 2023. "Innovation dynamics in the natural resource curse hypothesis: A new perspective from BRICS countries," Resources Policy, Elsevier, vol. 81(C).
    15. Kumar, Sanjesh & Singh, Baljeet, 2019. "Barriers to the international diffusion of technological innovations," Economic Modelling, Elsevier, vol. 82(C), pages 74-86.
    16. Ismail Senturk & Fiaz Ahmad Sulehri & Syeda Mehak Ali, 2022. "Financial Development and Innovation Led-Growth: A Case of Selected Developing Countries," Journal of Policy Research (JPR), Research Foundation for Humanity (RFH), vol. 8(3), pages 81-97, September.
    17. Franco Malerba & Maria Mancusi & Fabio Montobbio, 2013. "Innovation, international R&D spillovers and the sectoral heterogeneity of knowledge flows," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 149(4), pages 697-722, December.
    18. Maza, Adolfo & Villaverde, José & Hierro, María, 2014. "Should cohesion policy focus on fostering R&D? Evidence from Spain," INVESTIGACIONES REGIONALES - Journal of REGIONAL RESEARCH, Asociación Española de Ciencia Regional, issue 29, pages 139-164.
    19. Fanglin LI & Michael APPIAH & Regina Naa Amua DODOO, 2020. "The Effects Of Technology And Labor On Growth In Emerging Countries," Management Research and Practice, Research Centre in Public Administration and Public Services, Bucharest, Romania, vol. 12(2), pages 39-47, June.
    20. Fernandes, Leonardo H.S. & de Araújo, Fernando H.A. & Silva, Igor E.M. & Neto, Jusie S.P., 2021. "Macroeconophysics indicator of economic efficiency," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 573(C).

    More about this item

    Keywords

    Innovation; Per capita economic growth; Cointegration; Granger causality; European countries;
    All these keywords.

    JEL classification:

    • O43 - Economic Development, Innovation, Technological Change, and Growth - - Economic Growth and Aggregate Productivity - - - Institutions and Growth
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance
    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy

    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:spr:joiaen:v:6:y:2017:i:1:d:10.1186_s13731-016-0061-9. 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: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.springer.com .

    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.