IDEAS home Printed from https://ideas.repec.org/a/kap/ecopln/v53y2020i3d10.1007_s10644-019-09245-9.html
   My bibliography  Save this article

Fragmentation and financial development in Sub-Saharan Africa Countries: the case of diversity debit versus diversity dividend theses

Author

Listed:
  • Bello K. Ajide

    (University of Lagos)

Abstract

While the development impacts of finance have been extensively documented in the empirical growth and financial development literatures on the one hand, the list of drivers of financial development is undoubtedly expansive to accommodating some other important variables on the other hand. Owing to the growing importance of fragmentation on development outcomes, this study specifically queries how fragmentation influences financial development for a panel of Thirty-five (35) sub-Saharan African countries, over the period 2005–2015. We proxy fragmentation with broad measures of ethnicity and religion which are further decomposed into their subcomponent indices viz.: fractionalization and polarization, respectively. The empirical evidence is based on Pooled Ordinary Least Squares, Fixed Effects Model and Dynamic System Generalized Method of Moments with forward orthogonal deviations. The following are the main findings. First, ethnic polarization is found to exert a positive significant impact on various measures of financial development thus validating the Ethnic Diversity Dividend Thesis. Second, the much prevalent view of the Ethnic Diversity Debit Thesis finds application in ethnic fractionalization and religion diversity measures. Lastly, the significant roles of some conditioning variables like GDP per capita, infrastructure, institutional quality, legal origins and latitude are also empirically validated. On policy ground; we suggest, applaud and welcome any private sector-led reform which could help strengthening healthy competition between/among the ethnically polarized groups within the African society.

Suggested Citation

  • Bello K. Ajide, 2020. "Fragmentation and financial development in Sub-Saharan Africa Countries: the case of diversity debit versus diversity dividend theses," Economic Change and Restructuring, Springer, vol. 53(3), pages 379-428, August.
  • Handle: RePEc:kap:ecopln:v:53:y:2020:i:3:d:10.1007_s10644-019-09245-9
    DOI: 10.1007/s10644-019-09245-9
    as

    Download full text from publisher

    File URL: http://link.springer.com/10.1007/s10644-019-09245-9
    File Function: Abstract
    Download Restriction: Access to the full text of the articles in this series is restricted.

    File URL: https://libkey.io/10.1007/s10644-019-09245-9?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. Kodila-Tedika, Oasis & Asongu, Simplice A. & Cinyabuguma, Matthias & Tchamyou, Vanessa S., 2017. "Financial development and prehistoric geographical isolation: global evidence," Financial History Review, Cambridge University Press, vol. 24(3), pages 283-306, December.
    2. Vanessa S. Tchamyou & Simplice A. Asongu, 2017. "Information Sharing and Financial Sector Development in Africa," Journal of African Business, Taylor & Francis Journals, vol. 18(1), pages 24-49, January.
    3. Edoardo Gaffeo & Petya Garalova, 2014. "On the finance-growth nexus: additional evidence from Central and Eastern Europe countries," Economic Change and Restructuring, Springer, vol. 47(2), pages 89-115, May.
    4. Alberto Alesina & Eliana La Ferrara, 2000. "Participation in Heterogeneous Communities," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 115(3), pages 847-904.
    5. Cooray, Arusha, 2011. "The role of the government in financial sector development," Economic Modelling, Elsevier, vol. 28(3), pages 928-938, May.
    6. Djankov, Simeon & McLiesh, Caralee & Shleifer, Andrei, 2007. "Private credit in 129 countries," Journal of Financial Economics, Elsevier, vol. 84(2), pages 299-329, May.
    7. Allen, Franklin & Qian, Jun & Qian, Meijun, 2005. "Law, finance, and economic growth in China," Journal of Financial Economics, Elsevier, vol. 77(1), pages 57-116, July.
    8. Chinn, Menzie D. & Ito, Hiro, 2006. "What matters for financial development? Capital controls, institutions, and interactions," Journal of Development Economics, Elsevier, vol. 81(1), pages 163-192, October.
    9. Katharina Pistor & Martin Raiser & Stanislaw Gelfer, 2000. "Law and Finance in Transition Economies," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 8(2), pages 325-368, July.
    10. La Porta, Rafael & Lopez-de-Silanes, Florencio & Shleifer, Andrei & Vishny, Robert, 1999. "The Quality of Government," The Journal of Law, Economics, and Organization, Oxford University Press, vol. 15(1), pages 222-279, April.
    11. Berkowitz, Daniel & Pistor, Katharina & Richard, Jean-Francois, 2003. "Economic development, legality, and the transplant effect," European Economic Review, Elsevier, vol. 47(1), pages 165-195, February.
    12. Alberto Alesina & Ekaterina Zhuravskaya, 2011. "Segregation and the Quality of Government in a Cross Section of Countries," American Economic Review, American Economic Association, vol. 101(5), pages 1872-1911, August.
    13. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    14. Stulz, Rene M. & Williamson, Rohan, 2003. "Culture, openness, and finance," Journal of Financial Economics, Elsevier, vol. 70(3), pages 313-349, December.
    15. David E. Bloom & Jeffrey D. Sachs, 1998. "Geography, Demography, and Economic Growth in Africa," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 29(2), pages 207-296.
    16. Kaufmann, Daniel & Kraay, Aart & Mastruzzi, Massimo, 2007. "Governance Matters VI: Aggregate and Individual Governance Indicators, 1996-2006," Policy Research Working Paper Series 4280, The World Bank.
    17. Bordo, Michael D. & Rousseau, Peter L., 2006. "Legal-political factors and the historical evolution of the finance-growth link," European Review of Economic History, Cambridge University Press, vol. 10(3), pages 421-444, December.
    18. Philippe Aghion & Alberto Alesina & Francesco Trebbi, 2004. "Endogenous Political Institutions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 119(2), pages 565-611.
    19. Russell Sobel & Nabamita Dutta & Sanjukta Roy, 2010. "Does cultural diversity increase the rate of entrepreneurship?," The Review of Austrian Economics, Springer;Society for the Development of Austrian Economics, vol. 23(3), pages 269-286, September.
    20. Babajide Fowowe, 2014. "Law and Finance Revisited: Evidence from African Countries," South African Journal of Economics, Economic Society of South Africa, vol. 82(2), pages 193-208, June.
    21. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    22. Daron Acemoglu & James A. Robinson & Thierry Verdier, 2004. "Alfred Marshall Lecture: Kleptocracy and Divide-and-Rule: A Model of Personal Rule," Journal of the European Economic Association, MIT Press, vol. 2(2-3), pages 162-192, 04/05.
    23. Arestis, Philip & Demetriades, Panicos O, 1997. "Financial Development and Economic Growth: Assessing the Evidence," Economic Journal, Royal Economic Society, vol. 107(442), pages 783-799, May.
    24. Alberto Alesina & Reza Baqir & William Easterly, 1999. "Public Goods and Ethnic Divisions," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 114(4), pages 1243-1284.
    25. Yongfu Huang & Jonathan Temple, 2005. "Does external trade promote financial development?," Bristol Economics Discussion Papers 05/575, School of Economics, University of Bristol, UK.
    26. Caglar Ozden & Christopher R. Parsons & Maurice Schiff & Terrie L. Walmsley, 2011. "Where on Earth is Everybody? The Evolution of Global Bilateral Migration 1960-2000," The World Bank Economic Review, World Bank, vol. 25(1), pages 12-56, May.
    27. Luigi Guiso & Paola Sapienza & Luigi Zingales, 2004. "The Role of Social Capital in Financial Development," American Economic Review, American Economic Association, vol. 94(3), pages 526-556, June.
    28. Stephen Bond & Anke Hoeffler, 2001. "GMM Estimation of Empirical Growth Models," Economics Series Working Papers 2001-W21, University of Oxford, Department of Economics.
    29. Philippe Aghion & Peter Howitt & David Mayer-Foulkes, 2005. "The Effect of Financial Development on Convergence: Theory and Evidence," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 120(1), pages 173-222.
    30. Ross Levine & Norman Loayza & Thorsten Beck, 2002. "Financial Intermediation and Growth: Causality and Causes," Central Banking, Analysis, and Economic Policies Book Series, in: Leonardo Hernández & Klaus Schmidt-Hebbel & Norman Loayza (Series Editor) & Klaus Schmidt-Hebbel (Se (ed.),Banking, Financial Integration, and International Crises, edition 1, volume 3, chapter 2, pages 031-084, Central Bank of Chile.
    31. Daron Acemoglu & Simon Johnson & James A. Robinson, 2001. "The Colonial Origins of Comparative Development: An Empirical Investigation," American Economic Review, American Economic Association, vol. 91(5), pages 1369-1401, December.
    32. Baltagi, Badi H. & Demetriades, Panicos O. & Law, Siong Hook, 2009. "Financial development and openness: Evidence from panel data," Journal of Development Economics, Elsevier, vol. 89(2), pages 285-296, July.
    33. Greenwood, Jeremy & Jovanovic, Boyan, 1990. "Financial Development, Growth, and the Distribution of Income," Journal of Political Economy, University of Chicago Press, vol. 98(5), pages 1076-1107, October.
    34. Huybens, Elisabeth & Smith, Bruce D., 1999. "Inflation, financial markets and long-run real activity," Journal of Monetary Economics, Elsevier, vol. 43(2), pages 283-315, April.
    35. Philippe Aghion & Patrick Bolton, 1992. "An Incomplete Contracts Approach to Financial Contracting," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 59(3), pages 473-494.
    36. Siong Hook Law & Muzafar Shah Habibullah, 2009. "The Determinants Of Financial Development: Institutions, Openness And Financial Liberalisation," South African Journal of Economics, Economic Society of South Africa, vol. 77(1), pages 45-58, March.
    37. Md Nain & Bandi Kamaiah, 2014. "Financial development and economic growth in India: some evidence from non-linear causality analysis," Economic Change and Restructuring, Springer, vol. 47(4), pages 299-319, November.
    38. Alberto Alesina & Eliana La Ferrara, 2003. "Ethnic Diversity and Economic Performance," Harvard Institute of Economic Research Working Papers 2028, Harvard - Institute of Economic Research.
    39. Sin-Yu Ho & Bernard Njindan Iyke, 2018. "Finance-growth-poverty nexus: a re-assessment of the trickle-down hypothesis in China," Economic Change and Restructuring, Springer, vol. 51(3), pages 221-247, August.
    40. William Easterly & Jozef Ritzen & Michael Woolcock, 2006. "Social Cohesion, Institutions, And Growth," Economics and Politics, Wiley Blackwell, vol. 18(2), pages 103-120, July.
    41. Fearon, James D, 2003. "Ethnic and Cultural Diversity by Country," Journal of Economic Growth, Springer, vol. 8(2), pages 195-222, June.
    42. Arellano, Manuel & Bover, Olympia, 1995. "Another look at the instrumental variable estimation of error-components models," Journal of Econometrics, Elsevier, vol. 68(1), pages 29-51, July.
    43. Aviral Kumar Tiwari & Mihai Mutascu, 2011. "Economic Growth and FDI in Asia: A Panel-Data Approach," Economic Analysis and Policy, Elsevier, vol. 41(2), pages 173-187, September.
    44. Ang, James B., 2013. "Are modern financial systems shaped by state antiquity?," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4038-4058.
    45. Hatra Voghouei & M. Azali & Mohammad Ali Jamali, 2011. "A survey of the determinants of financial development," Asian-Pacific Economic Literature, The Crawford School, The Australian National University, vol. 25(2), pages 1-20, November.
    46. Beck, Thorsten, 2002. "Financial development and international trade: Is there a link?," Journal of International Economics, Elsevier, vol. 57(1), pages 107-131, June.
    47. Serguei Kaniovski & Dennis Mueller, 2006. "Community size, heterogeneity and voter turnouts," Public Choice, Springer, vol. 129(3), pages 399-415, December.
    48. Stephen Bond & Anke Hoeffler & Jonathan Temple, 2001. "GMM Estimation of Empirical Growth Models," Economics Papers 2001-W21, Economics Group, Nuffield College, University of Oxford.
    49. Zélia Serrasqueiro & Paulo Maçãs Nunes, 2008. "Performance and size: empirical evidence from Portuguese SMEs," Small Business Economics, Springer, vol. 31(2), pages 195-217, August.
    50. Chih Ming Tan, 2010. "No one true path: uncovering the interplay between geography, institutions, and fractionalization in economic development," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(7), pages 1100-1127, November/.
    51. Tequame Miron, 2012. "HIV, Risky Behavior and Ethno-linguistic Heterogeneity," Journal of Economics and Statistics (Jahrbuecher fuer Nationaloekonomie und Statistik), De Gruyter, vol. 232(6), pages 606-632, December.
    52. Badi H. Baltagi, 2008. "Forecasting with panel data," Journal of Forecasting, John Wiley & Sons, Ltd., vol. 27(2), pages 153-173.
    53. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    54. Panicos Demetriades & Svetlana Andrianova, "undated". "Finance and Growth: What We Know and What We Need To Know," Discussion Papers in Economics 03/15, Division of Economics, School of Business, University of Leicester.
    55. Hondroyiannis, George & Lolos, Sarantis & Papapetrou, Evangelia, 2005. "Financial markets and economic growth in Greece, 1986-1999," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 15(2), pages 173-188, April.
    56. Becerra, O. & Cavallo, E. & Scartascini, C., 2012. "The politics of financial development: The role of interest groups and government capabilities," Journal of Banking & Finance, Elsevier, vol. 36(3), pages 626-643.
    57. Love, Inessa & Zicchino, Lea, 2006. "Financial development and dynamic investment behavior: Evidence from panel VAR," The Quarterly Review of Economics and Finance, Elsevier, vol. 46(2), pages 190-210, May.
    58. Menzie D. Chinn & Hiro Ito, 2002. "Capital Account Liberalization, Institutions and Financial Development: Cross Country Evidence," NBER Working Papers 8967, National Bureau of Economic Research, Inc.
    59. A. A. Bevan & J. Danbolt, 2004. "Testing for inconsistencies in the estimation of UK capital structure determinants," Applied Financial Economics, Taylor & Francis Journals, vol. 14(1), pages 55-66.
    60. Boyd, John H. & Levine, Ross & Smith, Bruce D., 2001. "The impact of inflation on financial sector performance," Journal of Monetary Economics, Elsevier, vol. 47(2), pages 221-248, April.
    61. Oguzhan C Dincer & Michael J Hotard, 2011. "Ethnic and Religious Diversity and Income Inequality," Eastern Economic Journal, Palgrave Macmillan;Eastern Economic Association, vol. 37(3), pages 417-430.
    62. Beck, Thorsten & Demirguc-Kunt, Asli, 2006. "Small and medium-size enterprises: Access to finance as a growth constraint," Journal of Banking & Finance, Elsevier, vol. 30(11), pages 2931-2943, November.
    63. repec:wvu:wpaper:10-12 is not listed on IDEAS
    64. Paul Collier & Anke Hoeffler & Dominic Rohner, 2009. "Beyond greed and grievance: feasibility and civil war," Oxford Economic Papers, Oxford University Press, vol. 61(1), pages 1-27, January.
    65. Rajan, Raghuram G. & Zingales, Luigi, 2003. "The great reversals: the politics of financial development in the twentieth century," Journal of Financial Economics, Elsevier, vol. 69(1), pages 5-50, July.
    66. Evans, Alun Dwyfor & Green, Christopher J & Murinde, Victor, 2002. "Human Capital and Financial Development in Economic Growth: New Evidence Using the Translog Production Function," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 7(2), pages 123-140, April.
    67. Stiglitz, Joseph E & Weiss, Andrew, 1981. "Credit Rationing in Markets with Imperfect Information," American Economic Review, American Economic Association, vol. 71(3), pages 393-410, June.
    68. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    69. Paolo Mauro, 1995. "Corruption and Growth," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 110(3), pages 681-712.
    70. Tomáš Havránek & Roman Horváth & Jakub Matějů, 2012. "Monetary transmission and the financial sector in the Czech Republic," Economic Change and Restructuring, Springer, vol. 45(3), pages 135-155, August.
    71. Sefa Awaworyi Churchill & Maria Rebecca Valenzuela & Wisdom Sablah, 2017. "Ethnic diversity and firm performance: Evidence from China’s materials and industrial sectors," Empirical Economics, Springer, vol. 53(4), pages 1711-1731, December.
    72. Ang, James B. & Kumar, Sanjesh, 2014. "Financial development and barriers to the cross-border diffusion of financial innovation," Journal of Banking & Finance, Elsevier, vol. 39(C), pages 43-56.
    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. Amin, S. & Murshed, S.M., 2022. "Diversity matters in the world of finance: does ethnic and religious diversity hinder financial development in developing countries," ISS Working Papers - General Series 692, International Institute of Social Studies of Erasmus University Rotterdam (ISS), The Hague.

    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. Chris Doucouliagos & Jakob de Haan & Jan-Egbert Sturm, 2022. "What drives financial development? A Meta-regression analysis [A new database of financial reforms]," Oxford Economic Papers, Oxford University Press, vol. 74(3), pages 840-868.
    2. Jean-Pierre Allegret & Sana Azzabi, 2014. "Intégration financière internationale et croissance économique dans les pays émergents et en développement : le canal du développement financier," Revue d’économie du développement, De Boeck Université, vol. 22(3), pages 27-68.
    3. Nazima Ellahi & Adiqa Kausar Kiani & Muhammad Awais & Hina Affandi & Rabia Saghir & Sarah Qaim, 2021. "Investigating the Institutional Determinants of Financial Development: Empirical Evidence From SAARC Countries," SAGE Open, , vol. 11(2), pages 21582440211, April.
    4. Miletkov, Mihail & Wintoki, M. Babajide, 2012. "Financial development and the evolution of property rights and legal institutions," Emerging Markets Review, Elsevier, vol. 13(4), pages 650-673.
    5. Papaioannou, Elias, 2007. "Finance and growth: a macroeconomic assessment of the evidence from a European angle," Working Paper Series 787, European Central Bank.
    6. Gerring, John & Thacker, Strom C. & Lu, Yuan & Huang, Wei, 2015. "Does Diversity Impair Human Development? A Multi-Level Test of the Diversity Debit Hypothesis," World Development, Elsevier, vol. 66(C), pages 166-188.
    7. Simplice Asongu & Rexon Nting, 2021. "The role of finance in inclusive human development in Africa revisited," Journal of Economic and Administrative Sciences, Emerald Group Publishing Limited, vol. 38(2), pages 345-370, February.
    8. Ahlin, Christian & Pang, Jiaren, 2008. "Are financial development and corruption control substitutes in promoting growth?," Journal of Development Economics, Elsevier, vol. 86(2), pages 414-433, June.
    9. Yongfu Huang & Jonathan Temple, 2005. "Does external trade promote financial development?," Bristol Economics Discussion Papers 05/575, School of Economics, University of Bristol, UK.
    10. Babajide Fowowe, 2014. "Law and Finance Revisited: Evidence from African Countries," South African Journal of Economics, Economic Society of South Africa, vol. 82(2), pages 193-208, June.
    11. Asongu, Simplice & Nwachukwu, Jacinta C., 2015. "Finance and Inclusive Human Development: Evidence from Africa," MPRA Paper 71787, University Library of Munich, Germany.
    12. Kodila-Tedika, Oasis & Asongu, Simplice A. & Cinyabuguma, Matthias & Tchamyou, Vanessa S., 2017. "Financial development and prehistoric geographical isolation: global evidence," Financial History Review, Cambridge University Press, vol. 24(3), pages 283-306, December.
    13. Simplice A Asongu & Lieven De Moor, 2017. "Financial Globalisation Dynamic Thresholds for Financial Development: Evidence from Africa," The European Journal of Development Research, Palgrave Macmillan;European Association of Development Research and Training Institutes (EADI), vol. 29(1), pages 192-212, January.
    14. Ang, James B., 2013. "Are modern financial systems shaped by state antiquity?," Journal of Banking & Finance, Elsevier, vol. 37(11), pages 4038-4058.
    15. Oasis Kodila-Tedika & Simplice Asongu & Matthias Cinyabuguma, 2016. "Financial Development and Geographic Isolation: Global Evidence," Working Papers of the African Governance and Development Institute. 16/014, African Governance and Development Institute..
    16. Oasis Kodila-Tedika & Simplice A. Asongu, 2022. "Tribalism and Finance," Journal of Interdisciplinary Economics, , vol. 34(2), pages 162-176, July.
    17. Ang, James B. & Kumar, Sanjesh, 2014. "Financial development and barriers to the cross-border diffusion of financial innovation," Journal of Banking & Finance, Elsevier, vol. 39(C), pages 43-56.
    18. Ioannis FILIPPIDIS & Constantinos KATRAKILIDIS, 2014. "Institutions, Policy and Banking Sector Development: A Reassessment," Czech Journal of Economics and Finance (Finance a uver), Charles University Prague, Faculty of Social Sciences, vol. 64(6), pages 501-521, December.
    19. Simplice A. Asongu & Nicholas M. Odhiambo, 2019. "Governance, capital flight and industrialisation in Africa," Journal of Economic Structures, Springer;Pan-Pacific Association of Input-Output Studies (PAPAIOS), vol. 8(1), pages 1-22, December.
    20. Kazeem B. Ajide & Olorunfemi Y. Alimi & Simplice A. Asongu, 2019. "Ethnic Diversity and Inequality in Sub-Saharan Africa: Do Institutions Reduce the Noise?," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 145(3), pages 1033-1062, October.

    More about this item

    Keywords

    Financial development; Ethnic diversity; Panel data estimators; Sub-Saharan Africa;
    All these keywords.

    JEL classification:

    • C1 - Mathematical and Quantitative Methods - - Econometric and Statistical Methods and Methodology: General
    • G1 - Financial Economics - - General Financial Markets
    • O2 - Economic Development, Innovation, Technological Change, and Growth - - Development Planning and Policy
    • Z1 - Other Special Topics - - Cultural Economics

    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:kap:ecopln:v:53:y:2020:i:3:d:10.1007_s10644-019-09245-9. 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.