In this study, the short- and long-term integration among the stock market indices of the five BRICS countries is analyzed over time using wavelet transform. The analysis is based on daily stock market opening data from January 3, 2004, to December 29, 2023, with average log-return values derived from the daily stock opening prices. The relationships between the stock markets of the five BRICS countries in both the short and long term are compared. The results show that there are low correlation levels among the stock markets of the countries in the short term. Additionally, these stock markets tend to move independently in response to short-term shocks. In the long term, a strong correlation is found between the stock markets of the BRICS countries. It was found that the stock markets of Brazil, India, and South Africa influence each other, while China, although independent in the short term, develops a strong relationship with Russia in the long term. The South African stock market is identified as having a fragile structure. Brazil's stock market has a guiding effect on India's stock market. While the Brazilian and Indian stock markets are more integrated into global markets, the Russian and Chinese stock markets follow a more independent trajectory. The analysis indicates that the integration of the BRICS stock markets largely occurs in the long term. The findings provide a new perspective for developing portfolio diversification and risk management models.
This study, which does not require ethics committee approval and/or legal/special permission, complies with research and publication ethics.
Kaynakça
Abbas, Q., Khan, S., & Shah, S. Z. A. (2013). Volatility transmission in regional Asian stock markets. Emerging Markets Review, 16, 66–77. https://doi.org/10.1016/j.ememar.2013.04.004
Aggarwal, S., & Raja, A. (2019). Stock market interlinkages among the BRIC economies. International Journal of Ethics and Systems, 35(1), 59–74. https://doi.org/10.1108/IJOES-04-2018-0064
Aloui, C., & Hkiri, B. (2014). Co-movements of GCC emerging stock markets: New evidence from wavelet coherence analysis. Economic Modelling, 36, 421–431. https://doi.org/10.1016/j.econmod.2013.09.043
Aloui, R., Aïssa, M. S. B., & Nguyen, D. K. (2011). Global financial crisis, extreme interdependences, and contagion effects: The role of economic structure? Journal of Banking & Finance, 35(1), 130–141. https://doi.org/10.1016/j.jbankfin.2010.07.021
Anser, M. K., Yousaf, Z., Nassani, A. A., Abro, M. M. Q., & Zaman, K. (2020). The role of carbon pricing in the relationship between air freight and environmental resource depletion: A case study of Saudi Arabia. Clean Technologies and Environmental Policy. Advance online publication. https://doi.org/10.1007/s10098-020-01844-9
Ayuso, J., & Blanco, R. (2001). Has financial market integration increased during the nineties? Journal of International Financial Markets, Institutions and Money, 11(3–4), 265–287. https://doi.org/10.1016/S1042-4431(01)00036-1
Baumöhl, E., & Lyócsa, Š. (2014). Volatility and dynamic conditional correlations of worldwide emerging and frontier markets. Economic Modelling, 38, 175–183. https://doi.org/10.1016/j.econmod.2013.12.022
Bekaert, G., & Harvey, C. R. (1995). Time-varying world market integration. The Journal of Finance, 50(2), 403–444. https://doi.org/10.1111/j.1540-6261.1995.tb04790.x
Bhar, R., & Nikolova, B. (2009). Return, volatility spillovers and dynamic correlation in the BRIC equity markets: An analysis using a bivariate EGARCH framework. Global Finance Journal, 19(3), 203–218. https://doi.org/10.1016/j.gfj.2008.09.005
Bouri, E., Shahzad, S. J. H., Roubaud, D., Kristoufek, L., & Lucey, B. (2020). Bitcoin, gold, and commodities as safe havens for stocks: New insight through wavelet analysis. The Quarterly Review of Economics and Finance, 77, 156–164. https://doi.org/10.1016/j.qref.2020.03.004
Corhay, A., Rad, A. T., & Urbain, J. P. (1993). Common stochastic trends in European stock markets. Economics Letters, 42(4), 385–390. https://doi.org/10.1016/0165-1765(93)90090-Y
Didier, T., Love, I., & Martínez Pería, M. S. (2012). What explains comovement in stock market returns during the 2007–2008 crisis? International Journal of Finance & Economics, 17(2), 182–202. https://doi.org/10.1002/ijfe.442
Dima, B., Dima, Ş. M., & Barna, F. (2015). A wavelet analysis of capital markets’ integration in Latin America. Applied Economics, 47(10), 1019–1036. https://doi.org/10.1080/00036846.2014.987917
Dsouza, S., Singh, N. P., & Oliyide, J. A. (2024). Dynamic connectedness among the BRICS markets and the recent pandemic: An application of TVP-VAR approach. International Journal of Emerging Markets. Advance online publication. https://doi.org/10.1108/IJOEM-11-2022-1673
Forbes, K. J., & Rigobon, R. (2002). No contagion, only interdependence: Measuring stock market comovements. The Journal of Finance, 57(5), 2223–2261. https://doi.org/10.1111/0022-1082.00494
Gopane, T. J. (2023). Economic integration and stock market linkages: Evidence from South Africa and BRIC. Journal of Economics, Finance and Administrative Science, 28(56), 237–256. https://doi.org/10.1108/JEFAS-11-2021-0232
Graham, M., Kiviaho, J., & Nikkinen, J. (2012). Integration of 22 emerging stock markets: A three-dimensional analysis. Global Finance Journal, 23(1), 34–47. https://doi.org/10.1016/j.gfj.2012.01.003
Grubel, H. G. (1968). Internationally diversified portfolios: Welfare gains and capital flows. The American Economic Review, 58(5), 1299–1314. https://www.jstor.org/stable/1814029
Hamid, K., Rasool, F., Rasheed, M., & Saeed, M. Y. (2024). Financial integration among Shariah-compliant indices: Empirical evidence from global stock markets. Journal of Business and Management Research, 3(1), 559–563. https://jbmr.com.pk/index.php/Journal/article/view/147
Kang, S. H., & Yoon, S. M. (2011). The global financial crisis and the integration of emerging stock markets in Asia. Journal of East Asian Economic Integration, 15(4). https://ssrn.com/abstract=2318230
Karim, M. M., Chowdhury, M. A. F., & Masih, M. (2022). Re-examining oil and BRICS’ stock markets: New evidence from wavelet and MGARCH-DCC. Macroeconomics and Finance in Emerging Market Economies, 15(2), 196–214. https://doi.org/10.1080/17520843.2020.1861047
Kasa, K. (1992). Common stochastic trends in international stock markets. Journal of Monetary Economics, 29(1), 95–124. https://doi.org/10.1016/0304-3932(92)90025-W
Khan, I. (2023). An analysis of stock markets integration and dynamics of volatility spillover in emerging nations. Journal of Economic and Administrative Sciences. Advance online publication. https://doi.org/10.1108/JEAS-10-2022-0236
Kim, S. J., Moshirian, F., & Wu, E. (2005). Dynamic stock market integration driven by the European Monetary Union: An empirical analysis. Journal of Banking & Finance, 29(10), 2475–2502. https://doi.org/10.1016/j.jbankfin.2004.09.002
Kiong, W. V., Aralas, S., & Pinjaman, S. (2023). Islamic stock price and exchange rate: A wavelet analysis for ASEAN-5. Global Business and Management Research: An International Journal, 15(1), 142–148.
Lehkonen, H., & Heimonen, K. (2014). Timescale-dependent stock market comovement: BRICs vs. developed markets. Journal of Empirical Finance, 28, 90–103. https://doi.org/10.1016/j.jempfin.2014.06.002
Levy, H., & Sarnat, M. (1970). International diversification of investment portfolios. The American Economic Review, 60(4), 668–675. https://www.jstor.org/stable/1818410
Li, R., Tang, G., Hong, C., Li, S., Li, B., & Xiang, S. (2024). A study on economic policy uncertainty, geopolitical risk and stock market spillovers in BRICS countries. The North American Journal of Economics and Finance, 73, Article 102189. https://doi.org/10.1016/j.najef.2024.102189
Lu, M., & Banerjee, B. (2023). Visualizing the BRICS expansion in 4 charts. Visual Capitalist. https://www.visualcapitalist.com/visualizing-the-brics-expansion-in-4-charts
Lu, X., Sun, J., Wei, G., & Chang, C. T. (2023). Causal interactions and financial contagion among the BRICS stock markets under rare events: A Liang causality analysis. International Journal of Emerging Markets. Advance online publication. https://doi.org/10.1108/IJOEM-01-2023-0055
Maiti, M. (2021). Quantile regression, asset pricing and investment decision. IIMB Management Review, 33(1), 28–37. https://doi.org/10.1016/j.iimb.2021.03.005
Maiti, M., Vukovic, D., Krakovich, V., & Pandey, M. K. (2020). How integrated are cryptocurrencies? International Journal of Big Data Management, 1(1), 64–80. https://doi.org/10.1504/IJBDM.2020.106874
Maiti, M., Vukovic, D., Vyklyuk, Y., & Grubisic, Z. (2022). BRICS capital markets co-movement analysis and forecasting. Risks, 10(5), Article 88. https://doi.org/10.3390/risks10050088
Marfatia, H. A. (2017). A fresh look at integration of risks in the international stock markets: A wavelet approach. Review of Financial Economics, 34, 33–49. https://doi.org/10.1016/j.rfe.2017.07.003
Mariani, M. C., Bhuiyan, M. A. M., Tweneboah, O. K., Beccar-Varela, M. P., & Florescu, I. (2020). Analysis of stock market data by using Dynamic Fourier and Wavelets techniques. Physica A: Statistical Mechanics and its Applications, 537, Article 122785. https://doi.org/10.1016/j.physa.2019.122785
Markowitz, H. M. (1952). Portfolio selection. The Journal of Finance, 7(1), 77–91.
Matar, A., Al-Rdaydeh, M., Ghazalat, A., & Eneizan, B. (2021). Co-movement between GCC stock markets and the US stock markets: A wavelet coherence analysis. Cogent Business & Management, 8(1), Article 1948658. https://doi.org/10.1080/23311975.2021.1948658
Mensi, W., Hammoudeh, S., Nguyen, D. K., & Kang, S. H. (2016). Global financial crisis and spillover effects among the US and BRICS stock markets. International Review of Economics & Finance, 42, 257–276. https://doi.org/10.1016/j.iref.2015.11.005
Mishra, A. K., Theertha, A., Amoncar, I. M., & RL, M. (2023). Equity market integration in emerging economies: A network visualization approach. Journal of Economic Studies, 50(4), 696–717. https://doi.org/10.1108/JES-07-2021-0343
Mishra, P. K., & Mishra, S. K. (2022). Is the impact of COVID-19 significant in determining equity market integration? Insights from BRICS economies. Global Journal of Emerging Market Economies, 14(2), 137–162. https://doi.org/10.1177/09749101211070960
Panda, P., Vasudevan, S., & Panda, B. (2021). Dynamic connectedness among BRICS and major countries stock markets. Journal of Public Affairs, 21(3), Article e2265. https://doi.org/10.1002/pa.2265
Patel, R. J. (2019). BRICS emerging markets linkages. The Journal of Private Equity, 22(4), 42–59. https://www.jstor.org/stable/26864435
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BRICS Ülkeleri Arasında Borsa Entegrasyonu: Dalgacık Yaklaşımı
Bu çalışmada beş BRICS ülkesinin borsa endeksleri arasındaki kısa ve uzun vadeli frekanslarda zamanla değişen entegrasyon dalgacık dönüşümü ile incelenmiştir. 3 Ocak 2004 ile 29 Aralık 2023 tarihleri arasındaki günlük borsa açılış verileri kullanılarak hisse senetlerinin günlük borsa açılış fiyatlarına dayalı ortalama log-getiri değerleri analiz edilmiş beş BRICS ülkesinin kısa ve uzun vadedeki borsa ilişkileri karşılaştırılmıştır. Bulgular incelenen ülkelerin borsaları arasında kısa vadede düşük korelasyon seviyeleri olduğunu göstermiştir. Ayrıca bu borsaların kısa vadeli şoklara karşı bağımsız hareket etme eğiliminde olduğu belirlenmiştir. Uzun vadede BRICS ülkelerinin borsaları arasında güçlü bir korelasyon olduğu saptanmıştır. Brezilya, Hindistan ve Güney Afrika borsalarının birbirini etkilediği Çin’in ise kısa vadede bağımsız kalmasına rağmen uzun vadede Rusya ile güçlü bir ilişki geliştirdiği ortaya çıkmıştır. Güney Afrika borsasının kırılgan bir yapıya sahip olduğu tespit edilmiştir. Brezilya borsasının Hindistan borsası üzerinde yönlendirici bir etkisi olduğu görülmüştür. Brezilya ve Hindistan borsaları küresel piyasalara daha fazla entegre olurken Rusya ve Çin borsalarının daha bağımsız bir seyir izlediği sonucuna ulaşılmıştır. Analiz sonuçları BRICS ülkeleri borsaları arasında entegrasyonun büyük ölçüde uzun vadede gerçekleştiğini göstermektedir. Elde edilen bulgular, portföy çeşitlendirmesi ve risk yönetimi modellerinin geliştirilmesi için yeni bir perspektif sunmaktadır.
Etik komite onayı ve/veya yasal/özel izin gerektirmeyen bu çalışma, araştırma ve yayın etiğine uygundur.
Kaynakça
Abbas, Q., Khan, S., & Shah, S. Z. A. (2013). Volatility transmission in regional Asian stock markets. Emerging Markets Review, 16, 66–77. https://doi.org/10.1016/j.ememar.2013.04.004
Aggarwal, S., & Raja, A. (2019). Stock market interlinkages among the BRIC economies. International Journal of Ethics and Systems, 35(1), 59–74. https://doi.org/10.1108/IJOES-04-2018-0064
Aloui, C., & Hkiri, B. (2014). Co-movements of GCC emerging stock markets: New evidence from wavelet coherence analysis. Economic Modelling, 36, 421–431. https://doi.org/10.1016/j.econmod.2013.09.043
Aloui, R., Aïssa, M. S. B., & Nguyen, D. K. (2011). Global financial crisis, extreme interdependences, and contagion effects: The role of economic structure? Journal of Banking & Finance, 35(1), 130–141. https://doi.org/10.1016/j.jbankfin.2010.07.021
Anser, M. K., Yousaf, Z., Nassani, A. A., Abro, M. M. Q., & Zaman, K. (2020). The role of carbon pricing in the relationship between air freight and environmental resource depletion: A case study of Saudi Arabia. Clean Technologies and Environmental Policy. Advance online publication. https://doi.org/10.1007/s10098-020-01844-9
Ayuso, J., & Blanco, R. (2001). Has financial market integration increased during the nineties? Journal of International Financial Markets, Institutions and Money, 11(3–4), 265–287. https://doi.org/10.1016/S1042-4431(01)00036-1
Baumöhl, E., & Lyócsa, Š. (2014). Volatility and dynamic conditional correlations of worldwide emerging and frontier markets. Economic Modelling, 38, 175–183. https://doi.org/10.1016/j.econmod.2013.12.022
Bekaert, G., & Harvey, C. R. (1995). Time-varying world market integration. The Journal of Finance, 50(2), 403–444. https://doi.org/10.1111/j.1540-6261.1995.tb04790.x
Bhar, R., & Nikolova, B. (2009). Return, volatility spillovers and dynamic correlation in the BRIC equity markets: An analysis using a bivariate EGARCH framework. Global Finance Journal, 19(3), 203–218. https://doi.org/10.1016/j.gfj.2008.09.005
Bouri, E., Shahzad, S. J. H., Roubaud, D., Kristoufek, L., & Lucey, B. (2020). Bitcoin, gold, and commodities as safe havens for stocks: New insight through wavelet analysis. The Quarterly Review of Economics and Finance, 77, 156–164. https://doi.org/10.1016/j.qref.2020.03.004
Corhay, A., Rad, A. T., & Urbain, J. P. (1993). Common stochastic trends in European stock markets. Economics Letters, 42(4), 385–390. https://doi.org/10.1016/0165-1765(93)90090-Y
Didier, T., Love, I., & Martínez Pería, M. S. (2012). What explains comovement in stock market returns during the 2007–2008 crisis? International Journal of Finance & Economics, 17(2), 182–202. https://doi.org/10.1002/ijfe.442
Dima, B., Dima, Ş. M., & Barna, F. (2015). A wavelet analysis of capital markets’ integration in Latin America. Applied Economics, 47(10), 1019–1036. https://doi.org/10.1080/00036846.2014.987917
Dsouza, S., Singh, N. P., & Oliyide, J. A. (2024). Dynamic connectedness among the BRICS markets and the recent pandemic: An application of TVP-VAR approach. International Journal of Emerging Markets. Advance online publication. https://doi.org/10.1108/IJOEM-11-2022-1673
Forbes, K. J., & Rigobon, R. (2002). No contagion, only interdependence: Measuring stock market comovements. The Journal of Finance, 57(5), 2223–2261. https://doi.org/10.1111/0022-1082.00494
Gopane, T. J. (2023). Economic integration and stock market linkages: Evidence from South Africa and BRIC. Journal of Economics, Finance and Administrative Science, 28(56), 237–256. https://doi.org/10.1108/JEFAS-11-2021-0232
Graham, M., Kiviaho, J., & Nikkinen, J. (2012). Integration of 22 emerging stock markets: A three-dimensional analysis. Global Finance Journal, 23(1), 34–47. https://doi.org/10.1016/j.gfj.2012.01.003
Grubel, H. G. (1968). Internationally diversified portfolios: Welfare gains and capital flows. The American Economic Review, 58(5), 1299–1314. https://www.jstor.org/stable/1814029
Hamid, K., Rasool, F., Rasheed, M., & Saeed, M. Y. (2024). Financial integration among Shariah-compliant indices: Empirical evidence from global stock markets. Journal of Business and Management Research, 3(1), 559–563. https://jbmr.com.pk/index.php/Journal/article/view/147
Kang, S. H., & Yoon, S. M. (2011). The global financial crisis and the integration of emerging stock markets in Asia. Journal of East Asian Economic Integration, 15(4). https://ssrn.com/abstract=2318230
Karim, M. M., Chowdhury, M. A. F., & Masih, M. (2022). Re-examining oil and BRICS’ stock markets: New evidence from wavelet and MGARCH-DCC. Macroeconomics and Finance in Emerging Market Economies, 15(2), 196–214. https://doi.org/10.1080/17520843.2020.1861047
Kasa, K. (1992). Common stochastic trends in international stock markets. Journal of Monetary Economics, 29(1), 95–124. https://doi.org/10.1016/0304-3932(92)90025-W
Khan, I. (2023). An analysis of stock markets integration and dynamics of volatility spillover in emerging nations. Journal of Economic and Administrative Sciences. Advance online publication. https://doi.org/10.1108/JEAS-10-2022-0236
Kim, S. J., Moshirian, F., & Wu, E. (2005). Dynamic stock market integration driven by the European Monetary Union: An empirical analysis. Journal of Banking & Finance, 29(10), 2475–2502. https://doi.org/10.1016/j.jbankfin.2004.09.002
Kiong, W. V., Aralas, S., & Pinjaman, S. (2023). Islamic stock price and exchange rate: A wavelet analysis for ASEAN-5. Global Business and Management Research: An International Journal, 15(1), 142–148.
Lehkonen, H., & Heimonen, K. (2014). Timescale-dependent stock market comovement: BRICs vs. developed markets. Journal of Empirical Finance, 28, 90–103. https://doi.org/10.1016/j.jempfin.2014.06.002
Levy, H., & Sarnat, M. (1970). International diversification of investment portfolios. The American Economic Review, 60(4), 668–675. https://www.jstor.org/stable/1818410
Li, R., Tang, G., Hong, C., Li, S., Li, B., & Xiang, S. (2024). A study on economic policy uncertainty, geopolitical risk and stock market spillovers in BRICS countries. The North American Journal of Economics and Finance, 73, Article 102189. https://doi.org/10.1016/j.najef.2024.102189
Lu, M., & Banerjee, B. (2023). Visualizing the BRICS expansion in 4 charts. Visual Capitalist. https://www.visualcapitalist.com/visualizing-the-brics-expansion-in-4-charts
Lu, X., Sun, J., Wei, G., & Chang, C. T. (2023). Causal interactions and financial contagion among the BRICS stock markets under rare events: A Liang causality analysis. International Journal of Emerging Markets. Advance online publication. https://doi.org/10.1108/IJOEM-01-2023-0055
Maiti, M. (2021). Quantile regression, asset pricing and investment decision. IIMB Management Review, 33(1), 28–37. https://doi.org/10.1016/j.iimb.2021.03.005
Maiti, M., Vukovic, D., Krakovich, V., & Pandey, M. K. (2020). How integrated are cryptocurrencies? International Journal of Big Data Management, 1(1), 64–80. https://doi.org/10.1504/IJBDM.2020.106874
Maiti, M., Vukovic, D., Vyklyuk, Y., & Grubisic, Z. (2022). BRICS capital markets co-movement analysis and forecasting. Risks, 10(5), Article 88. https://doi.org/10.3390/risks10050088
Marfatia, H. A. (2017). A fresh look at integration of risks in the international stock markets: A wavelet approach. Review of Financial Economics, 34, 33–49. https://doi.org/10.1016/j.rfe.2017.07.003
Mariani, M. C., Bhuiyan, M. A. M., Tweneboah, O. K., Beccar-Varela, M. P., & Florescu, I. (2020). Analysis of stock market data by using Dynamic Fourier and Wavelets techniques. Physica A: Statistical Mechanics and its Applications, 537, Article 122785. https://doi.org/10.1016/j.physa.2019.122785
Markowitz, H. M. (1952). Portfolio selection. The Journal of Finance, 7(1), 77–91.
Matar, A., Al-Rdaydeh, M., Ghazalat, A., & Eneizan, B. (2021). Co-movement between GCC stock markets and the US stock markets: A wavelet coherence analysis. Cogent Business & Management, 8(1), Article 1948658. https://doi.org/10.1080/23311975.2021.1948658
Mensi, W., Hammoudeh, S., Nguyen, D. K., & Kang, S. H. (2016). Global financial crisis and spillover effects among the US and BRICS stock markets. International Review of Economics & Finance, 42, 257–276. https://doi.org/10.1016/j.iref.2015.11.005
Mishra, A. K., Theertha, A., Amoncar, I. M., & RL, M. (2023). Equity market integration in emerging economies: A network visualization approach. Journal of Economic Studies, 50(4), 696–717. https://doi.org/10.1108/JES-07-2021-0343
Mishra, P. K., & Mishra, S. K. (2022). Is the impact of COVID-19 significant in determining equity market integration? Insights from BRICS economies. Global Journal of Emerging Market Economies, 14(2), 137–162. https://doi.org/10.1177/09749101211070960
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