CAUSALITY AND COINTEGRATION AMONG STOCK MARKET INDICES: A STUDY OF DEVELOPED MARKETS WITH SENSEX

Keywords: Cointegration, Cross Correlation, Market Efficiency, Interdependence, Causality.

Abstract

The aim of this paper is to examine the existence of degree of interdependence between Sensex and various stock markets of the American and European regions. The study attempts to analyse the dynamic interactions among 22 global indices. The daily closing prices of indices were obtained from the respective stock exchange websites from January 2005 to May 2018.  The normality, stationarity, and causality of the time series were evaluated in the first section using statistical techniques such as the Jarque-Bera statistic, ADF test, and Granger Causality test. The second part of the approach focused on analysing the interdependencies of various stock markets, determining the degree of association, and measuring market efficiency using techniques such as Johansen's Cointegration test, Cross-Correlation test, and Hurst Exponent. The results indicate that there is a significant amount of interdependence between stock markets. It was also observed that there is an association between markets. This study also found bi-directional as well as uni-directional causality among the stock market indices. The study found that interdependence of markets leads to improvements in short-term as well as long-term returns/gains for investors possibly due to international portfolio diversification if there are stronger co-movements of prices across the markets.

JEL Classification Codes: G15, F15, F21.

 

Author Biographies

Nisarg A Joshi, Shanti Business School, India

Associate Professor, Shanti Business School, Ahmedabad – 380058, India

Dhyani Mehta, Nirma University, India

Assistant Professor, Institute of Management, Nirma University, Ahmedabad – 382481, India

Bhavesh Patel, Nirma University, India

Assistant Professor, Institute of Management, Nirma University, Ahmedabad – 382481, India

Nikunj Patel, Nirma University, India

Assistant Professor, Institute of Management, Nirma University, Ahmedabad – 382481, India

References

Anoruo, E., Ramchander, S., & Thiewes, H. (2003). Return dynamics across the Asian equity markets. Managerial Finance, 29(4), 1–23. https://doi.org/10.1108/03074350310768265

Arshanapalli, B., & Doukas, J. (1993). International stock market linkages: Evidence from the pre- and post-October 1987 period. Journal of Banking & Finance, 17(1), 193–208. https://doi.org/10.1016/0378-4266(93)90088-U

Arshanapalli, B., Doukas, J., & Lang, L. H. P. (1995). Pre and post-October 1987 stock market linkages between U.S. and Asian markets. Pacific-Basin Finance Journal, 3(1), 57–73. https://doi.org/10.1016/0927-538X(94)00025-3

Asgharian, H., Hess, W., & Liu, L. (2013). A spatial analysis of international stock market linkages. Journal of Banking & Finance, 37(12), 4738–4754. https://doi.org/10.1016/j.jbankfin.2013.08.015

Babecký, J., Komárek, L., & Komárková, Z. (2013). Convergence of Returns on Chinese and Russian Stock Markets with World Markets: National and Sectoral Perspectives. National Institute Economic Review, 223(1), R16–R34. https://doi.org/10.1177/002795011322300103

Baumöhl, E., & Výrost, T. (2010). Stock market integration: Granger causality testing with respect to nonsynchronous trading effects. Finance a Uver - Czech Journal of Economics and Finance, 60(5), 414–425.

Bekaert, G., Erb, C. B., Harvey, C. R., & Viskanta, T. E. (1998). Distributional Characteristics of Emerging Market Returns and Asset Allocation. The Journal of Portfolio Management, 24(2), 102 LP – 116. https://doi.org/10.3905/jpm.24.2.102

Bhattacharjee, S., & Swaminathan, A. M. (2016). Stock Market Integration of India with Rest of the World : An Empirical Study. Indian Journal of Finance, 10(5). https://doi.org/10.17010/ijf%2F2016%2Fv10i5%2F92934

Bhattacharya, S. N., Bhattacharya, M., & Jha, S. K. (2020). Liquidity and Asset Pricing: Evidence from Indian Stock Market. Indian Journal of Finance and Banking, 4(1), 109–116. https://doi.org/10.46281/ijfb.v4i1.604

Bhunia, A., & Das, A. (2012). Financial Market Integration : Empirical Evidence from India and Select South Asian Countries. International Journal of Scientific & Engineering Research, 3(3), 1–6.

Birǎu, R., & Trivedi, J. (2013). Emerging stock market integration and contagion in the context of global financial crisis. International Journal of Mathematical Models and Methods in Applied Sciences, 7(9), 828–836.

Brooks, R., & Del Negro, M. (2004). The rise in comovement across national stock markets: market integration or IT bubble? Journal of Empirical Finance, 11(5), 659–680. https://doi.org/10.1016/j.jempfin.2003.08.001

Chancharat, S. (2009). Stock market Integration--An Overview 1. NIDA Economic Review, 4(2), 23–35.

Chen, S. W., & Shen, C. H. (2009). Can the nonlinear present value model explain the movement of stock prices? International Research Journal of Finance and Economics, 1(23), 155–170.

Chittedi, K. R. (2010). Global Stock Markets Development and Integration: with Special Reference to BRIC Countries. International Review of Applied Financial Issues & Economics, 2(1), 18–36.

Click, R. W., & Plummer, M. G. (2005). Stock market integration in ASEAN after the Asian financial crisis. Journal of Asian Economics, 16(1), 5–28. https://doi.org/10.1016/j.asieco.2004.11.018

Darrat, A. F., Elkhal, K., & Hakim, S. R. (2000). On the Integration of Emerging Stock Markets in the Middle East. Journal of Economic Development, 25(2), 119–129.

Dickey, D. A., & Fuller, W. A. (1979). Distribution of the Estimators for Autoregressive Time Series With a Unit Root. Journal of the American Statistical Association, 74(366), 427–431. https://doi.org/10.2307/2286348

Dickey, D. A., & Fuller, W. A. (1981). Likelihood Ratio Statistics for Autoregressive Time Series with a Unit Root. Econometrica, 49(4), 1057–1072. https://doi.org/10.2307/1912517

Dorodnykh, E. (2014). Determinants of stock exchange integration: evidence in worldwide perspective. Journal of Economic Studies, 41(2), 292–316. https://doi.org/10.1108/JES-08-2012-0111

Engle, R. F., & Granger, C. W. J. (1987). Co-Integration and Error Correction : Representation , Estimation , and Testing Published by : The Econometric Society Stable. yet drift too far apart . Typically economic theory will propose forces which tend to. Econometrica, 55(2), 251–276.

Golder, U., Islam, M. N., & Kayser, M. S. (2020). Impact of Foreign Exchange Reserve, Exchange Rate and Crude Oil Price on Dhaka Stock Exchange Index: An Empirical Evidence from Vector Error Correction Model. Indian Journal of Finance and Banking, 4(1), 134–143. https://doi.org/10.46281/ijfb.v4i1.633

Granger, C. W. J. (1983). Cointegrated variables and error correction models.

Granger, C. W. J. (1988). Causality, cointegration, and control. Journal of Economic Dynamics and Control, 12(2), 551–559. https://doi.org/10.1016/0165-1889(88)90055-3

Granger, C. W. J., & Weiss, A. A. (1983). Time Series Analysis of Error-Correction Models. In S. KARLIN, T. AMEMIYA, & L. E. O. A. B. T.-S. in E. GOODMAN Time Series, and Multivariate Statistics (Eds.), Studies in Econometrics, Time Series, and Multivariate Statistics (pp. 255–278). Academic Press. https://doi.org/10.1016/B978-0-12-398750-1.50018-8

Gupta, R., & Guidi, F. (2012). Cointegration relationship and time varying co-movements among Indian and Asian developed stock markets. International Review of Financial Analysis, 21, 10–22. https://doi.org/10.1016/j.irfa.2011.09.001

Harvey, C. R. (1995). Predictable Risk and Returns in Emerging Markets. The Review of Financial Studies, 8(3), 773–816. https://doi.org/10.1093/rfs/8.3.773

Johansen, S. (1988). Statistical analysis of cointegration vectors. Journal of Economic Dynamics and Control, 12(2–3), 231–254. https://doi.org/10.1016/0165-1889(88)90041-3

Johansen, S. (1991). Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models. Econometrica, 59(6), 1551–1580. https://doi.org/10.2307/2938278

Johansen, S. (1995). Likelihood-Based Inference in Cointegrated Vector Autoregressive Models.

Johansen, S., & Juselius, K. (1990). Maximum Likelihood Estimation and Inference on Cointegration — With Applications To the Demand for Money. Oxford Bulletin of Economics and Statistics, 52(2), 169–210. https://doi.org/10.1111/j.1468-0084.1990.mp52002003.x

Joshi, S. S. (2013). Correlation and Co-integration of BRIC Countries’ Stock Markets. Indian Journal of Finance, 7(4). http://www.indianjournaloffinance.co.in/index.php/IJF/article/view/72131

Khan, T. A. (2011). Cointegration of International Stock Markets: An Investigation of Diversification Opportunities. Undergraduate Economic Review, 8(1), 52. http://digitalcommons.iwu.edu/uer/vol8/iss1/7/

Kiviet, J. F., & Chen, Z. (2018). A critical appraisal of studies analyzing co-movement of international stock markets. Annals of Economics and Finance, 19(1), 151–196.

Kizys, R., & Pierdzioch, C. (2009). Changes in the international comovement of stock returns and asymmetric macroeconomic shocks. Journal of International Financial Markets, Institutions and Money, 19(2), 289–305. https://doi.org/10.1016/j.intfin.2008.01.002

Masih, A. M. M., & Masih, R. (1997). On the temporal causal relationship between energy consumption, real income, and prices: Some new evidence from Asian-energy dependent NICs Based on a multivariate cointegration/vector error-correction approach. Journal of Policy Modeling, 19(4), 417–440. https://doi.org/10.1016/S0161-8938(96)00063-4

Mitra, A., & Bhattacharjee, K. (2015). Financial Interdependence of International Stock Markets: A Literature Review. Indian Journal of Finance, 9(5). https://doi.org/10.17010/ijf/2015/v9i5/71447

Modi, A., Patel, B., & Patel, N. (2010). The study on co-movement of selected stock markets. International Research Journal of Finance and Economics, 47(47), 170–185.

Majid, M. S. A., Meera, A. K. M., Omar, M. A., & Aziz, H. A. (2009). Dynamic linkages among ASEAN‐5 emerging stock markets. International Journal of Emerging Markets, 4(2), 160–184. https://doi.org/10.1108/17468800910945783

Nath, G. C., & Verma, S. (2003). Study of common stochastic trend and co-integration in the emerging markets: A case study of India, Singapore and Taiwan. NSE Research Paper, 72.

Mukherjee, K. N., & Mishra, R. K. (2005). Stock Market Interlinkages: A Study of Indian and World Equity Markets. Indian Journal of Commerce, 58(1).

Nautiyal, N., & Kavidayal, P. C. (2018). A VECM Approach to Explain Dynamic Alliance Between Stock Markets. Indian Journal of Finance, 12(11). https://doi.org/10.17010/ijf/2018/v12i11/138203

Okon, E. O. (2018). Development and Terrorism in Nigeria: Co-Integration and Causality Analysis of Macroeconomic Factors. Indian Journal of Finance and Banking, 2(1), 1–33. https://doi.org/10.46281/ijfb.v2i1.90

Park, C.-Y., & Lee, J.-W. (2011). Financial Integration in Emerging Asia: Challenges and Prospects. Asian Economic Policy Review, 6(2), 176–198. https://doi.org/10.1111/j.1748-3131.2011.01193.x

Patel, S. A. (2014). Causal and Co-integration Analysis of Indian and Selected Asian Stock Markets. Drishtikon: A Management Journal, 5(1), 37–52.

Phuan, S.M., Lim, K.P., & Ooi, A.Y. (2009). Financial Liberalization and Stock Markets Integration for Asean-5 Countries. International Business Research, 2(1), 100–111. https://doi.org/10.5539/ibr.v2n1p100

Raju, G. A., & Khanapuri, H. R. (2009). Regional Integration of Emerging Stock Markets in Asia: Implications for International Investors. The Journal of Investing, 18(3), 31–39. https://doi.org/10.3905/JOI.2009.18.3.031

Roll, R. (1989). Price Volatility, International Market Links, and Their Implications for Regulatory Policies. In F. R. Edwards (Ed.), Regulatory Reform of Stock and Futures Markets: A Special Issue of the Journal of Financial Services Research (pp. 113–148). Springer Netherlands. https://doi.org/10.1007/978-94-009-2193-1_10

Scheicher, M. (2001). The comovements of stock markets in Hungary, Poland and the Czech Republic. International Journal of Finance & Economics, 6(1), 27–39. https://doi.org/https://doi.org/10.1002/ijfe.141

Shahzad, S. J. H., Kanwal, M., Ahmed, T., & Ur Rehman, M. (2016). Relationship between developed, European and South Asian stock markets: a multivariate analysis. South Asian Journal of Global Business Research, 5(3), 385–402. https://doi.org/10.1108/SAJGBR-01-2015-0002

Sharma, A., & Seth, N. (2012). Literature review of stock market integration: a global perspective. Qualitative Research in Financial Markets, 4(1), 84–122. https://doi.org/10.1108/17554171211213568

Thalassinos, E., & Thalassinos, P. E. (2006). Stock Markets’ Integration Analysis. European Research Studies, 9((3-4)), 3–13. https://www.um.edu.mt/library/oar//handle/123456789/31492

Wang, P., & Moore, T. (2008). Stock Market Integration for the Transition Economies: Time-Varying Conditional Correlation Approach. The Manchester School, 76(s1), 116–133. https://doi.org/10.1111/j.1467-9957.2008.01083.x

Yeoh, B. K., Hooy, C. W., & Arsad, Z. (2010). Time-varying world integration of the malaysian stock market: A Kalman filter approach. Asian Academy of Management Journal of Accounting and Finance, 6(2), 1–17.

Published
2021-06-11
How to Cite
A Joshi, N., Mehta, D., Patel, B., & Patel, N. (2021). CAUSALITY AND COINTEGRATION AMONG STOCK MARKET INDICES: A STUDY OF DEVELOPED MARKETS WITH SENSEX. International Journal of Accounting & Finance Review, 7(1), 31-52. https://doi.org/10.46281/ijafr.v7i1.1172
Section
Regular Research Article/ Short Communication Article