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Insurance market density and economic growth in Eurozone countries: the granger causality approach

Author

Listed:
  • Rudra P. Pradhan

    (Indian Institute of Technology)

  • Saurav Dash

    (Indian Institute of Technology)

  • Rana Pratap Maradana

    (KL University)

  • Manju Jayakumar

    (Indian Institute of Technology)

  • Kunal Gaurav

    (Indian Institute of Technology)

Abstract

Background This study examines the relationship between insurance market density (IMD) and economic growth. Methods We employed Granger causality technique in 19 Eurozone countries for the period 1980-2014. We use three different indicators of IMD, namely life insurance density, non-life insurance density, and total insurance density. We particularly emphasize on whether Granger causality runs between IMD and economic growth both ways, one way, or not at all. Results Our empirical result recognizes the presence of both unidirectional and bidirectional causality between insurance market density and economic growth. However, these results are mostly non-uniform across Eurozone countries. Conclusions This study holds important policy implications- economic policies should recognize the differences in the insurance market density and economic growth in order to maintain sustainable economic growth in the Eurozone.

Suggested Citation

  • Rudra P. Pradhan & Saurav Dash & Rana Pratap Maradana & Manju Jayakumar & Kunal Gaurav, 2017. "Insurance market density and economic growth in Eurozone countries: the granger causality approach," Financial Innovation, Springer;Southwestern University of Finance and Economics, vol. 3(1), pages 1-24, December.
  • Handle: RePEc:spr:fininn:v:3:y:2017:i:1:d:10.1186_s40854-017-0065-x
    DOI: 10.1186/s40854-017-0065-x
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    as
    1. Tsangyao Chang & Chien-Chiang Lee & Chi-Hung Chang, 2014. "Does insurance activity promote economic growth? Further evidence based on bootstrap panel Granger causality test," The European Journal of Finance, Taylor & Francis Journals, vol. 20(12), pages 1187-1210, December.
    2. Arena, Marco, 2006. "Does insurance market activity promote economic growth ? Country study for industrial and developing countries," Policy Research Working Paper Series 4098, The World Bank.
    3. Beck, Thorsten & Levine, Ross, 2004. "Stock markets, banks, and growth: Panel evidence," Journal of Banking & Finance, Elsevier, vol. 28(3), pages 423-442, March.
    4. Donghui Li & Fariborz Moshirian & Pascal Nguyen & Timothy Wee, 2007. "The Demand for Life Insurance in OECD Countries," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 74(3), pages 637-652, September.
    5. Marco Arena, 2008. "Does Insurance Market Activity Promote Economic Growth? A Cross‐Country Study for Industrialized and Developing Countries," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 75(4), pages 921-946, December.
    6. 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.
    7. Levine, Ross & Zervos, Sara, 1998. "Stock Markets, Banks, and Economic Growth," American Economic Review, American Economic Association, vol. 88(3), pages 537-558, June.
    8. 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.
    9. Maria Teresa Medeiros Garcia, 2012. "Determinants of the property‐liability insurance market: evidence from Portugal," Journal of Economic Studies, Emerald Group Publishing Limited, vol. 39(4), pages 440-450, August.
    10. Rudra P. Pradhan & Mak B. Arvin & Sahar Bahmani & Sara E. Bennett & John H. Hall, 2017. "Insurance–growth nexus and macroeconomic determinants: evidence from middle-income countries," Empirical Economics, Springer, vol. 52(4), pages 1337-1366, June.
    11. Billio, Monica & Getmansky, Mila & Lo, Andrew W. & Pelizzon, Loriana, 2012. "Econometric measures of connectedness and systemic risk in the finance and insurance sectors," Journal of Financial Economics, Elsevier, vol. 104(3), pages 535-559.
    12. 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.
    13. M. Hashem Pesaran, 2021. "General diagnostic tests for cross-sectional dependence in panels," Empirical Economics, Springer, vol. 60(1), pages 13-50, January.
    14. Pei‐Fen Chen & Chien‐Chiang Lee & Chi‐Feng Lee, 2012. "How does the development of the life insurance market affect economic growth? Some international evidence," Journal of International Development, John Wiley & Sons, Ltd., vol. 24(7), pages 865-893, October.
    15. Baselga-Pascual, Laura & Trujillo-Ponce, Antonio & Cardone-Riportella, Clara, 2015. "Factors influencing bank risk in Europe: Evidence from the financial crisis," The North American Journal of Economics and Finance, Elsevier, vol. 34(C), pages 138-166.
    16. 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.
    17. Liu, Guanchun & He, Lei & Yue, Yiding & Wang, Jiying, 2014. "The linkage between insurance activity and banking credit: Some evidence from dynamic analysis," The North American Journal of Economics and Finance, Elsevier, vol. 29(C), pages 239-265.
    18. Stephanie Hussels & Damian Ward & Ralf Zurbruegg, 2005. "Stimulating the Demand for Insurance," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 8(2), pages 257-278, September.
    19. W.N.W Azman‐Saini & Peter Smith, 2011. "Finance And Growth: New Evidence On The Role Of Insurance," South African Journal of Economics, Economic Society of South Africa, vol. 79(2), pages 111-127, June.
    20. Hassan, M. Kabir & Sanchez, Benito & Yu, Jung-Suk, 2011. "Financial development and economic growth: New evidence from panel data," The Quarterly Review of Economics and Finance, Elsevier, vol. 51(1), pages 88-104, February.
    21. Guo, Feng & Huang, Ying Sophie, 2013. "Identifying permanent and transitory risks in the Chinese property insurance market," The North American Journal of Economics and Finance, Elsevier, vol. 26(C), pages 689-704.
    22. Guan-Chun Liu & Chien-Chiang Lee, 2014. "Insurance activities and banking credit causal nexus: evidence from China," Applied Economics Letters, Taylor & Francis Journals, vol. 21(9), pages 626-630, June.
    23. Granger, C. W. J., 1988. "Some recent development in a concept of causality," Journal of Econometrics, Elsevier, vol. 39(1-2), pages 199-211.
    24. Im, Kyung So & Pesaran, M. Hashem & Shin, Yongcheol, 2003. "Testing for unit roots in heterogeneous panels," Journal of Econometrics, Elsevier, vol. 115(1), pages 53-74, July.
    25. Beenstock, Michael & Dickinson, Gerry & Khajuria, Sajay, 1986. "The determination of life premiums: An international cross-section analysis 1970-1981," Insurance: Mathematics and Economics, Elsevier, vol. 5(4), pages 261-270, October.
    26. Rudolf Enz, 2000. "The S-Curve Relation Between Per-Capita Income and Insurance Penetration," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 25(3), pages 396-406, July.
    27. Altunbaş, Yener & Thornton, John, 2013. "Deposit insurance and private capital inflows: Further evidence," Journal of International Financial Markets, Institutions and Money, Elsevier, vol. 27(C), pages 243-247.
    28. Maria Teresa Medeiros Garcia, 2012. "Determinants of the property-liability insurance market: evidence from Portugal," Journal of Economic Studies, Emerald Group Publishing, vol. 39(4), pages 440-450, December.
    29. Park, H. & Borde, S. F. & Choi, Y., 2002. "Determinants of insurance pervasiveness: a cross-national analysis," International Business Review, Elsevier, vol. 11(1), pages 79-96, February.
    30. repec:bla:obuest:v:61:y:1999:i:0:p:631-52 is not listed on IDEAS
    31. Mike Adams & Jonas Andersson & Lars-Fredrik Andersson & Magnus Lindmark, 2009. "Commercial banking, insurance and economic growth in Sweden between 1830 and 1998," Accounting History Review, Taylor & Francis Journals, vol. 19(1), pages 21-38.
    32. Chen, Sen-Sung & Cheng, Shu-Ching & Pan, Guochen & Wu, Tsung-Pao, 2013. "The relationship between globalization and insurance activities: A panel data analysis," Japan and the World Economy, Elsevier, vol. 28(C), pages 151-157.
    33. Thorsten Beck & Ian Webb, 2003. "Economic, Demographic, and Institutional Determinants of Life Insurance Consumption across Countries," The World Bank Economic Review, World Bank, vol. 17(1), pages 51-88, June.
    34. Chi-Hung Chang & Chien-Chiang Lee, 2012. "Non-Linearity Between Life Insurance and Economic Development: A Revisited Approach," The Geneva Risk and Insurance Review, Palgrave Macmillan;International Association for the Study of Insurance Economics (The Geneva Association), vol. 37(2), pages 223-257, September.
    35. J. François Outreville, 2013. "The Relationship Between Insurance and Economic Development: 85 Empirical Papers for a Review of the Literature," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 16(1), pages 71-122, March.
    36. Maurice Kugler & Reza Ofoghi, 2005. "Does Insurance Promote Economic Growth? Evidence from the UK," Money Macro and Finance (MMF) Research Group Conference 2005 8, Money Macro and Finance Research Group.
    37. Catalan, Mario & Impavido, Gregorio & Musalem, Alberto R., 2000. "Contractual savings or stock market development - Which leads?," Policy Research Working Paper Series 2421, The World Bank.
    38. Peter Haiss & Kjell Sümegi, 2008. "The relationship between insurance and economic growth in Europe: a theoretical and empirical analysis," Empirica, Springer;Austrian Institute for Economic Research;Austrian Economic Association, vol. 35(4), pages 405-431, September.
    39. Lee, Chien-Chiang & Chiu, Yi-Bin, 2012. "The impact of real income on insurance premiums: Evidence from panel data," International Review of Economics & Finance, Elsevier, vol. 21(1), pages 246-260.
    40. Pan, Guochen & Chang, Hsu-Ling & Su, Chi-Wei, 2012. "Regional differences in development of life insurance markets in China," Emerging Markets Review, Elsevier, vol. 13(4), pages 548-558.
    41. Ben Bouheni, Faten & Hasnaoui, Amir, 2017. "Cyclical behavior of the financial stability of eurozone commercial banks," Economic Modelling, Elsevier, vol. 67(C), pages 392-408.
    42. Lee Chien-Chiang, 2011. "Does Insurance Matter for Growth: Empirical Evidence from OECD Countries," The B.E. Journal of Macroeconomics, De Gruyter, vol. 11(1), pages 1-28, June.
    43. Johansen, Soren, 1988. "Statistical analysis of cointegration vectors," Journal of Economic Dynamics and Control, Elsevier, vol. 12(2-3), pages 231-254.
    44. G. S. Maddala & Shaowen Wu, 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(S1), pages 631-652, November.
    45. Pegkas, Panagiotis, 2015. "The impact of FDI on economic growth in Eurozone countries," The Journal of Economic Asymmetries, Elsevier, vol. 12(2), pages 124-132.
    46. Mihail Petkovski & Kjosevski Jordan, 2014. "An Analysis Of Non-Life Insurance Determinants For Selected Countries In Central And South Eastern Europe: A Co-Integration Approach," Journal for Economic Forecasting, Institute for Economic Forecasting, vol. 0(3), pages 160-178, October.
    47. Neil Esho & Anatoly Kirievsky & Damian Ward & Ralf Zurbruegg, 2004. "Law and the Determinants of Property‐Casualty Insurance," Journal of Risk & Insurance, The American Risk and Insurance Association, vol. 71(2), pages 265-283, June.
    48. Milton Nektarios, 2010. "A Growth Theory for the Insurance Industry," Risk Management and Insurance Review, American Risk and Insurance Association, vol. 13(1), pages 45-60, March.
    49. Chang, Tsangyao & Cheng, Shu-Ching & Pan, Guochen & Wu, Tsung-pao, 2013. "Does globalization affect the insurance markets? Bootstrap panel Granger causality test," Economic Modelling, Elsevier, vol. 33(C), pages 254-260.
    50. Guglielmo Maria Caporale & Peter G. A Howells & Alaa M. Soliman, 2004. "Stock Market Development And Economic Growth: The Causal Linkage," Journal of Economic Development, Chung-Ang Unviersity, Department of Economics, vol. 29(1), pages 33-50, June.
    51. 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.
    52. Moshirian, Fariborz, 1999. "Sources of growth in international insurance services," Journal of Multinational Financial Management, Elsevier, vol. 9(2), pages 177-194, March.
    53. Poyesh Bahadori Jahromi & Hojatallah Goudarzi, 2014. "The Study of Co-Integration and Casual Relationship Between Macroeconomic Variables and Insurance Penetration Ratio," Asian Economic and Financial Review, Asian Economic and Social Society, vol. 4(7), pages 853-863, July.
    54. Liyan Han & Donghui Li & Fariborz Moshirian & Yanhui Tian, 2010. "Insurance Development and Economic Growth*," The Geneva Papers on Risk and Insurance - Issues and Practice, Palgrave Macmillan;The Geneva Association, vol. 35(2), pages 183-199, April.
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