IDEAS home Printed from https://ideas.repec.org/a/kap/ecopln/v47y2014i4p299-319.html
   My bibliography  Save this article

Financial development and economic growth in India: some evidence from non-linear causality analysis

Author

Listed:
  • Md Nain
  • Bandi Kamaiah

Abstract

In the light of the recent observation that the relationship between financial development and economic growth is one of non-linear and limitations of granger test, this paper re-examined relationship in the framework of non-linear Granger causality employing (Diks and Panchenko in Stud Nonlinear Dyn Econ 9(2), 2006 ) test. The limitation of non-stationarity of earlier study is also addressed using the Toda and Yamamoto (J Econ 66:225–250, 1995 ) test. The present study attempts to undertake this exercise, as causal inference is sensitive to the twin limitations of non-stationarity and non-linearity. We used principal component analysis to construct index of financial development comprising alternative measures of financial development. The analysis has been carried out for the period 1990–2010. The results of Toda–Yamamoto and Diks–Panchenko tests reveal that financial development and economic growth bear no causal relationship, a finding contrary to the findings of several of the existing studies in the Grangerian framework. Copyright Springer Science+Business Media New York 2014

Suggested Citation

  • 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.
    • Handle: RePEc:kap:ecopln:v:47:y:2014:i:4:p:299-319
    DOI: 10.1007/s10644-014-9151-5
    as

    Download full text from publisher

    File URL: http://hdl.handle.net/10.1007/s10644-014-9151-5
    Download Restriction: Access to full text is restricted to subscribers.
    File URL: https://libkey.io/10.1007/s10644-014-9151-5?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. Khan, Aubhik, 2001. "Financial Development And Economic Growth," Macroeconomic Dynamics, Cambridge University Press, vol. 5(3), pages 413-433, June.
    2. Tarlok Singh, 2008. "Financial development and economic growth nexus: a time-series evidence from India," Applied Economics, Taylor & Francis Journals, vol. 40(12), pages 1615-1627.
    3. Kapetanios, George & Shin, Yongcheol & Snell, Andy, 2003. "Testing for a unit root in the nonlinear STAR framework," Journal of Econometrics, Elsevier, vol. 112(2), pages 359-379, February.
    4. Kwiatkowski, Denis & Phillips, Peter C. B. & Schmidt, Peter & Shin, Yongcheol, 1992. "Testing the null hypothesis of stationarity against the alternative of a unit root : How sure are we that economic time series have a unit root?," Journal of Econometrics, Elsevier, vol. 54(1-3), pages 159-178.
    5. Johansen, Soren & Juselius, Katarina, 1990. "Maximum Likelihood Estimation and Inference on Cointegration--With Applications to the Demand for Money," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 52(2), pages 169-210, May.
    6. Muhammad Arshad Khan & Abdul Qayyum, 2006. "Trade Liberalisation, Financial Sector Reforms, and Growth," The Pakistan Development Review, Pakistan Institute of Development Economics, vol. 45(4), pages 711-731.
    7. Deidda, Luca G., 2006. "Interaction between economic and financial development," Journal of Monetary Economics, Elsevier, vol. 53(2), pages 233-248, March.
    8. Cihak, Martin & Demirguc-Kunt, Asli & Feyen, Erik & Levine, Ross, 2012. "Benchmarking financial systems around the world," Policy Research Working Paper Series 6175, The World Bank.
    9. Demetriades, Panicos O. & Hussein, Khaled A., 1996. "Does financial development cause economic growth? Time-series evidence from 16 countries," Journal of Development Economics, Elsevier, vol. 51(2), pages 387-411, December.
    10. 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.
    11. Elliott, Graham & Rothenberg, Thomas J & Stock, James H, 1996. "Efficient Tests for an Autoregressive Unit Root," Econometrica, Econometric Society, vol. 64(4), pages 813-836, July.
    12. Odhiambo, Nicholas M., 2008. "Financial depth, savings and economic growth in Kenya: A dynamic causal linkage," Economic Modelling, Elsevier, vol. 25(4), pages 704-713, July.
    13. Lütkepohl,Helmut & Krätzig,Markus (ed.), 2004. "Applied Time Series Econometrics," Cambridge Books, Cambridge University Press, number 9780521547871.
    14. Deidda, Luca & Fattouh, Bassam, 2002. "Non-linearity between finance and growth," Economics Letters, Elsevier, vol. 74(3), pages 339-345, February.
    15. Toda, Hiro Y. & Yamamoto, Taku, 1995. "Statistical inference in vector autoregressions with possibly integrated processes," Journal of Econometrics, Elsevier, vol. 66(1-2), pages 225-250.
    16. Masten, Arjana Brezigar & Coricelli, Fabrizio & Masten, Igor, 2008. "Non-linear growth effects of financial development: Does financial integration matter?," Journal of International Money and Finance, Elsevier, vol. 27(2), pages 295-313, March.
    17. Luintel, Kul B. & Khan, Mosahid, 1999. "A quantitative reassessment of the finance-growth nexus: evidence from a multivariate VAR," Journal of Development Economics, Elsevier, vol. 60(2), pages 381-405, December.
    18. Ho‐Chuan Huang & Shu‐Chin Lin, 2009. "Non‐linear finance–growth nexus," The Economics of Transition, The European Bank for Reconstruction and Development, vol. 17(3), pages 439-466, July.
    19. 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.
    20. Rousseau, Peter L & Wachtel, Paul, 1998. "Financial Intermediation and Economic Performance: Historical Evidence from Five Industrialized Countries," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 30(4), pages 657-678, November.
    21. Robert G. King & Ross Levine, 1993. "Finance and Growth: Schumpeter Might Be Right," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 108(3), pages 717-737.
    22. Alex Trew, 2006. "Finance and Growth: A Critical Survey," The Economic Record, The Economic Society of Australia, vol. 82(259), pages 481-490, December.
    23. 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.
    24. James B. Ang, 2008. "A Survey Of Recent Developments In The Literature Of Finance And Growth," Journal of Economic Surveys, Wiley Blackwell, vol. 22(3), pages 536-576, July.
    25. Ajit Singh, 1998. "Financial liberalisation, stockmarkets and economic development," Nova Economia, Economics Department, Universidade Federal de Minas Gerais (Brazil), vol. 8(1), pages 165-182.
    26. Liang, Qi & Teng, Jian-Zhou, 2006. "Financial development and economic growth: Evidence from China," China Economic Review, Elsevier, vol. 17(4), pages 395-411.
    27. Diks, Cees & Panchenko, Valentyn, 2006. "A new statistic and practical guidelines for nonparametric Granger causality testing," Journal of Economic Dynamics and Control, Elsevier, vol. 30(9-10), pages 1647-1669.
    28. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    29. Ross Levine, 1997. "Financial Development and Economic Growth: Views and Agenda," Journal of Economic Literature, American Economic Association, vol. 35(2), pages 688-726, June.
    30. Hiemstra, Craig & Jones, Jonathan D, 1994. "Testing for Linear and Nonlinear Granger Causality in the Stock Price-Volume Relation," Journal of Finance, American Finance Association, vol. 49(5), pages 1639-1664, December.
    31. Ang, James B. & McKibbin, Warwick J., 2007. "Financial liberalization, financial sector development and growth: Evidence from Malaysia," Journal of Development Economics, Elsevier, vol. 84(1), pages 215-233, September.
    32. Saint-Paul, Gilles, 1992. "Technological choice, financial markets and economic development," European Economic Review, Elsevier, vol. 36(4), pages 763-781, May.
    33. Levine, Ross, 2005. "Finance and Growth: Theory and Evidence," Handbook of Economic Growth, in: Philippe Aghion & Steven Durlauf (ed.), Handbook of Economic Growth, edition 1, volume 1, chapter 12, pages 865-934, Elsevier.
    34. Arestis, Philip, et al, 2002. "The Impact of Financial Liberalization Policies on Financial Development: Evidence from Developing Economies," International Journal of Finance & Economics, John Wiley & Sons, Ltd., vol. 7(2), pages 109-121, April.
    35. Lucas, Robert Jr., 1988. "On the mechanics of economic development," Journal of Monetary Economics, Elsevier, vol. 22(1), pages 3-42, July.
    36. Valerie R. Bencivenga & Bruce D. Smith, 1991. "Financial Intermediation and Endogenous Growth," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 195-209.
    37. Panicos O. Demetriades & Kul B. Luintel, 1997. "The Direct Costs Of Financial Repression: Evidence From India," The Review of Economics and Statistics, MIT Press, vol. 79(2), pages 311-320, May.
    38. Acemoglu, Daron & Zilibotti, Fabrizio, 1997. "Was Prometheus Unbound by Chance? Risk, Diversification, and Growth," Journal of Political Economy, University of Chicago Press, vol. 105(4), pages 709-751, August.
    39. Rioja, Felix & Valev, Neven, 2004. "Does one size fit all?: a reexamination of the finance and growth relationship," Journal of Development Economics, Elsevier, vol. 74(2), pages 429-447, August.
    40. Savvides, Andreas, 1995. "Economic growth in Africa," World Development, Elsevier, vol. 23(3), pages 449-458, March.
    41. 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.
    42. Bell, Clive & Rousseau, Peter L., 2001. "Post-independence India: a case of finance-led industrialization?," Journal of Development Economics, Elsevier, vol. 65(1), pages 153-175, June.
    43. Christopoulos, Dimitris K. & Tsionas, Efthymios G., 2004. "Financial development and economic growth: evidence from panel unit root and cointegration tests," Journal of Development Economics, Elsevier, vol. 73(1), pages 55-74, February.
    44. Sylviane GUILLAUMONT JEANNENEY & PING HUA & ZHICHENG LIANG, 2006. "Financial Development, Economic Efficiency, And Productivity Growth: Evidence From China," The Developing Economies, Institute of Developing Economies, vol. 44(1), pages 27-52, March.
    45. Asli Demirgüç-Kunt & Vojislav Maksimovic, 1998. "Law, Finance, and Firm Growth," Journal of Finance, American Finance Association, vol. 53(6), pages 2107-2137, December.
    46. Huw Pill & Mahmood Pradhan, 1995. "Financial Indicators and Financial Change in Africa and Asia," IMF Working Papers 1995/123, International Monetary Fund.
    47. Luintel, Kul B. & Khan, Mosahid & Arestis, Philip & Theodoridis, Konstantinos, 2008. "Financial structure and economic growth," Journal of Development Economics, Elsevier, vol. 86(1), pages 181-200, April.
    48. Shen, Chung-Hua & Lee, Chien-Chiang, 2006. "Same Financial Development Yet Different Economic Growth: Why?," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 38(7), pages 1907-1944, October.
    49. Aviral Tiwari & Muhammad Shahbaz, 2014. "Revisiting Purchasing Power Parity for India using threshold cointegration and nonlinear unit root test," Economic Change and Restructuring, Springer, vol. 47(2), pages 117-133, May.
    50. Lütkepohl,Helmut & Krätzig,Markus (ed.), 2004. "Applied Time Series Econometrics," Cambridge Books, Cambridge University Press, number 9780521839198.
    51. Nicholas Odhiambo, 2010. "Finance-investment-growth nexus in South Africa: an ARDL-bounds testing procedure," Economic Change and Restructuring, Springer, vol. 43(3), pages 205-219, August.
    52. Rati Ram, 1999. "Financial development and economic growth: Additional evidence," Journal of Development Studies, Taylor & Francis Journals, vol. 35(4), pages 164-174.
    53. Bencivenga Valerie R. & Smith Bruce D. & Starr Ross M., 1995. "Transactions Costs, Technological Choice, and Endogenous Growth," Journal of Economic Theory, Elsevier, vol. 67(1), pages 153-177, October.
    54. Mohsin S. Khan & Abdelhak S. Senhadji, 2003. "Financial Development and Economic Growth: A Review and New Evidence," Journal of African Economies, Centre for the Study of African Economies, vol. 12(Supplemen), pages 89-110, September.
    Full references (including those not matched with items on IDEAS)

    Citations

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


    Cited by:

    1. Atangana Ondoa Henri, 2019. "Heavily indebted poor countries initiative (HIPC), debt relief, economic stability and economic growth in Africa," Economic Change and Restructuring, Springer, vol. 52(2), pages 89-121, May.
    2. Mutiu Abimbola Oyinlola & Abdulfatai Adedeji, 2019. "Human capital, financial sector development and inclusive growth in sub-Saharan Africa," Economic Change and Restructuring, Springer, vol. 52(1), pages 43-66, February.
    3. Olufemi Adewale Aluko & Olufemi Patrick Adeyeye & Patrick Olajide Oladele, 2020. "Finance–growth nexus in sub-Saharan Africa revisited: evidence based on a new composite index," Economic Change and Restructuring, Springer, vol. 53(2), pages 333-355, May.
    4. 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.
    5. 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.
    6. Hazwan Haini, 2020. "Examining the relationship between finance, institutions and economic growth: evidence from the ASEAN economies," Economic Change and Restructuring, Springer, vol. 53(4), pages 519-542, November.
    7. repec:agr:journl:v:4(605):y:2015:i:4(605):p:159-170 is not listed on IDEAS
    8. Sanjaya Kumar LENKA, 2015. "Does Financial Development Influence Economic Growth in India?," Theoretical and Applied Economics, Asociatia Generala a Economistilor din Romania - AGER, vol. 0(4(605), W), pages 159-170, Winter.
    9. Isaac Kinuthia Kimunio & Joseph Muchai Muniu & Bethuel Kinyanjui Kinuthia, 2021. "Foreign-owned banks and their impact on Kenya’s financial stability," SN Business & Economics, Springer, vol. 1(1), pages 1-14, January.
    10. Niyati Bhanja & Arif Dar, 2015. "“The beauty of gold is, it loves bad news”: evidence from three major gold consumers," Economic Change and Restructuring, Springer, vol. 48(3), pages 187-208, November.
    11. Rajesh Sharma & Samaresh Bardhan, 2017. "Finance growth nexus across Indian states: evidences from panel cointegration and causality tests," Economic Change and Restructuring, Springer, vol. 50(1), pages 1-20, February.
    12. Çetin, Murat & Sarıgül, Sevgi Sümerli & Işık, Cem & Avcı, Pınar & Ahmad, Munir & Alvarado, Rafael, 2023. "The impact of natural resources, economic growth, savings, and current account balance on financial sector development: Theory and empirical evidence," Resources Policy, Elsevier, vol. 81(C).
    13. Anwar, Amar & Iwasaki, Ichiro, 2022. "The Finance–Growth Nexus inAsia : A Meta-Analytic Approach," CEI Working Paper Series 2022-03, Center for Economic Institutions, Institute of Economic Research, Hitotsubashi University.
    14. Arif Billah Dar & Niyati Bhanja, 2018. "Is China a safe haven for Asian Tigers?," Economic Change and Restructuring, Springer, vol. 51(2), pages 113-133, May.
    15. IWASAKI, Ichiro & ONO, Shigeki, 2023. "Economic Development and the Finance-Growth Nexus : A Meta-Analytic Approach," CEI Working Paper Series 2023-06, Center for Economic Institutions, Institute of Economic Research, Hitotsubashi University.
    16. K. Siva Kiran Guptha & R. Prabhakar Rao, 2018. "The causal relationship between financial development and economic growth: an experience with BRICS economies," Journal of Social and Economic Development, Springer;Institute for Social and Economic Change, vol. 20(2), pages 308-326, October.
    17. Petri Kuosmanen & Juuso Vataja, 2017. "The return of financial variables in forecasting GDP growth in the G-7," Economic Change and Restructuring, Springer, vol. 50(3), pages 259-277, August.
    18. Yıldırım, Seda & Gedikli, Ayfer & Erdoğan, Seyfettin & Yıldırım, Durmuş Çağrı, 2020. "Natural resources rents-financial development nexus: Evidence from sixteen developing countries," Resources Policy, Elsevier, vol. 68(C).

    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. James B. Ang, 2008. "A Survey Of Recent Developments In The Literature Of Finance And Growth," Journal of Economic Surveys, Wiley Blackwell, vol. 22(3), pages 536-576, July.
    2. Swamy, Vighneswara & Dharani, Munusamy, 2019. "The dynamics of finance-growth nexus in advanced economies," International Review of Economics & Finance, Elsevier, vol. 64(C), pages 122-146.
    3. Rudra P. Pradhan & Mak B. Arvin & John H. Hall & Sahar Bahmani, 2014. "Causal nexus between economic growth, banking sector development, stock market development, and other macroeconomic variables: The case of ASEAN countries," Review of Financial Economics, John Wiley & Sons, vol. 23(4), pages 155-173, November.
    4. Vighneswara Swamy & Dharani M, 2020. "The tipping point of financial development? – evidence from OECD countries," International Economics and Economic Policy, Springer, vol. 17(1), pages 125-165, February.
    5. Samargandi, Nahla & Fidrmuc, Jan & Ghosh, Sugata, 2015. "Is the Relationship Between Financial Development and Economic Growth Monotonic? Evidence from a Sample of Middle-Income Countries," World Development, Elsevier, vol. 68(C), pages 66-81.
    6. Kar, Muhsin & NazlIoglu, Saban & AgIr, Hüseyin, 2011. "Financial development and economic growth nexus in the MENA countries: Bootstrap panel granger causality analysis," Economic Modelling, Elsevier, vol. 28(1-2), pages 685-693, January.
    7. Vighneswara Swamy & Munusamy Dharani, 2021. "Thresholds in finance–growth nexus: Evidence from G‐7 economies," Australian Economic Papers, Wiley Blackwell, vol. 60(1), pages 1-40, March.
    8. repec:ipg:wpaper:2014-485 is not listed on IDEAS
    9. Muhammad Shahbaz & Ijaz Ur Rehman & Ahmed Taneem Muzaffar, 2015. "Re-Visiting Financial Development and Economic Growth Nexus: The Role of Capitalization in Bangladesh," South African Journal of Economics, Economic Society of South Africa, vol. 83(3), pages 452-471, September.
    10. Vighneswara Swamy & Munusamy Dharani, 2020. "Thresholds of financial development in the Euro area," The World Economy, Wiley Blackwell, vol. 43(6), pages 1730-1774, June.
    11. Peia, Oana & Roszbach, Kasper, 2015. "Finance and growth: Time series evidence on causality," Journal of Financial Stability, Elsevier, vol. 19(C), pages 105-118.
    12. Loayza,Norman V. & Ouazad,Amine & Ranciere,Romain, 2017. "Financial development, growth, and crisis: is there a trade-off ?," Policy Research Working Paper Series 8237, The World Bank.
    13. Vassiki Sanogo & Richard K. Moussa, 2017. "Financial Reforms, Financial Development, and Economic Growth in the Ivory Coast," Economies, MDPI, vol. 5(1), pages 1-23, February.
    14. Phouphet Kyophilavong & Gazi Salah Uddin & Muhammad Shahbaz, 2016. "The Nexus between Financial Development and Economic Growth in Lao PDR," Global Business Review, International Management Institute, vol. 17(2), pages 303-317, April.
    15. Phouphet KYOPHILAVONG & Gazi Salah Uddin & Muhammad Shahbaz, 2014. "The Nexus Between Financial Development and Economic Growth in Laos," Working Papers 2014-447, Department of Research, Ipag Business School.
    16. Pradhan, Rudra P. & Arvin, Mak B. & Bahmani, Sahar & Hall, John H. & Norman, Neville R., 2017. "Finance and growth: Evidence from the ARF countries," The Quarterly Review of Economics and Finance, Elsevier, vol. 66(C), pages 136-148.
    17. Ang, James B. & McKibbin, Warwick J., 2007. "Financial liberalization, financial sector development and growth: Evidence from Malaysia," Journal of Development Economics, Elsevier, vol. 84(1), pages 215-233, September.
    18. Rao, B. Bhaskara & Tamazian, Artur & Singh, Rup & Vadlamannati, Krishna Chaitanya, 2008. "Financial developments and the rate of growth of output: An alternative approach," MPRA Paper 8605, University Library of Munich, Germany.
    19. M. Kabir Hassan & Benito Sanchez & Jung-Suk Yu, 2011. "Financial Development and Economic Growth in the Organization of Islamic Conference Countries التطور المالي والنمو الاقتصادي في دول منظمة المؤتمر الإسلامي," Journal of King Abdulaziz University: Islamic Economics, King Abdulaziz University, Islamic Economics Institute., vol. 24(1), pages 145-172, January.
    20. Gnangnon, Sèna Kimm, 2019. "Financial Development and Tax Revenue in Developing Countries: Investigating the International Trade and Economic Growth Channels," EconStor Preprints 206628, ZBW - Leibniz Information Centre for Economics.
    21. Okuyan Hasan Aydın, 2022. "The Nexus of Financial Development and Economic Growth Across Developing Economies," South East European Journal of Economics and Business, Sciendo, vol. 17(1), pages 125-140, June.

    More about this item

    Keywords

    Financial development; Economic growth; Non-linear; Granger causality; India; E44; O16; O53;
    All these keywords.

    JEL classification:

    • E44 - Macroeconomics and Monetary Economics - - Money and Interest Rates - - - Financial Markets and the Macroeconomy
    • O16 - Economic Development, Innovation, Technological Change, and Growth - - Economic Development - - - Financial Markets; Saving and Capital Investment; Corporate Finance and Governance
    • O53 - Economic Development, Innovation, Technological Change, and Growth - - Economywide Country Studies - - - Asia including Middle East

    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:47:y:2014:i:4:p:299-319. 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.