Exchange Rate, Stock Return, and Bond Return in Indonesia: An ARDL Approach

Ghazali Syamni, Sawitri Sawitri, Rizal Ansari, Rasyimah Rasyimah, Husaini Husaini

Abstract


The purpose of this research is to investigate the relationship between the Indonesian exchange rate, stock return, and bond return. This study uses time series data in monthly frequencies from sources Thomson & Reuters and Bank Indonesia during the period January 2010 to December 2020. This paper uses quantitative research by employing the Autoregression Distribution Lage (ARDL) approach to analyze the causal relationship between variables in this study. According to the results of the ARDL estimation, changes in exchange rates were inversely related to stock returns. Various findings were also found, demonstrating that changes in exchange rates were positively related to bond returns. Stock and bond returns, on the other hand, were inversely related. According to this study, when there is uncertainty in the stock market, investors would rebalance their portfolios. When investors move their money to safer places or safe havens, this is known as the "flight to quality" phenomena.


Keywords


ARDL method_1; Bond Return_2; Exchange rate_3; Stock return_4; Indonesia

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References


Ahmed, N. (2018). The effect of the financial crisis on the dynamic relation between foreign exchange and stock returns Empirical evidence from MENA region. Journal of Economic Studies, 45(5), 994-1031. https://doi.org/10.1108/JES-10-2017-0308

Ahmed, W. M. (2019). Asymmetric impact of exchange rate changes on stock returns: evidence of two de facto regimes. Review of Accounting and Finance, 19(2), 147-173. https://doi.org/10.1108/RAF-02-2019-0039

Ain, Q. U., & Siddiqui, D. A. (2020). Analyzing Stock-Bond Correlation in Emerging Markets. Research in Applied Economics, 11(3), 83-110. http://dx.doi.org/10.2139/ssrn.3510934

Andersen, T. G., Bollerslev, T., Diebold, F. X., & Vega, C. (2007). Real-time price discovery in global stock bond and foreign exchange markets. Journal of International Economics, 73(2), 251-277. https://doi.org/10.1016/j.jinteco.2007.02.004

Andersson, M., Krylova, E., & Vahama, S. (2008). Why does the correlation between stock and bond returns vary over time?. Applied Financial Economics, 18(2), 139-151. https://doi.org/10.1080/09603100601057854

Ansari, R., Al Hashfi, R. U., & Setiyono, B. (2020). Examining Causality Effects On Stock Returns, Foreign Equity Inflow, and Investor Sentiment: Evidence From Indonesian Islamic Stocks. Indonesian Capital Market Review, 12(2), 120-136. https://doi.org/10.21002/icmr.v12i2.12750

Ayopo, B. A., Isola, L. A., & Olukayode, S. O. 2016. Stock Market Response to Economic Growth and Interest Rate Volatility: Evidence from Nigeria. International Journal of Economics and Financial Issues, 6(1), 354-360.

Baele, L., Bekaert, G., & Inghelbrecht, K. (2010). The determinants of stock and bond return comovements. Review of Financial Studies, 23(6), 2374-2428. https://doi.org/10.1093/rfs/hhq014

Bahmani-Oskooee, M., & Sohrabian, A. (1992). Stock prices and the effective exchange rate of the dollar. Applied Economics, 24(4), 459-464. https://doi.org/10.1080/00036849200000020

Bahmani-Oskooee, M., & Saha, S. (2016). Do exchange rate changes have symmetric or asymmetric effects on stock prices?. Global Finance Journal, 31, 57-72. https://doi.org/10.1016/j.gfj.2016.06.005

Bansal, N., Connolly, R. A., & Stivers, C. (2014). The Stock-Bond Return Relation, the Term Structure's Slope, and Asset-Class Risk Dynamics. Journal of Financial and Quantitative Analysis, 49(3), 699-724. https://doi.org/10.1017/S0022109014000258

Baur, D. G., & Lucey, B. M. (2009). Flights and contagion–An empirical analysis of stock–bond correlations. Journal of Financial Stability, 5(4), 339-352. https://doi.org/10.1016/j.jfs.2008.08.001

Branson, W. H. (1983). Macroeconomic determinants of real exchange rate risk, in Herring, R.J. (Ed.), Managing Foreign Exchange Rate Risk. Cambridge: Cambridge University Press, MA, 33-74.

Branson, W. H., & Henderson, D. W. (1985). Chapter 15 The specification and influence of asset markets, Handbook of International Economics, Vol 2, 749-805. https://doi.org/10.1016/S1573-4404(85)02006-8

Caporale, G. M., Ali, F. M., Spagnolo, F., & Spagnolo, N. (2017). International portfolio flows and exchange rate volatility in emerging Asian markets. Journal of International Money and Finance, 76, 1-15. https://doi.org/10.1016/j.jimonfin.2017.03.002

Chkili, W., & Nguyen, D. K. (2014). Exchange rate movements and stock market returns in a regimeswitching environment: evidence for BRICS countries. Research in International Business and Finance, 31, 46-56. https://doi.org/10.1016/j.ribaf.2013.11.007

Choudhry, M., & Westcott, C. (2019). Analysing and Interpreting the Yield Curve. 2nd Ed. New Jersey: John Wiley & Sons. DOI:10.1002/9781119444695

Coeurdacier, N., & Gourinchas, P. O. (2016). When bonds matter: Home bias in goods and assets. Journal of Monetary Economics, 82, 119-137. https://doi.org/10.1016/j.jmoneco.2016.07.005

Connolly, R. A., Stivers, C. T., & Sun, L. (2005). Stock market uncertainty and the stock-bond return relation. The Journal of Financial and Quantitative Analysis, 40(1), 161-194. doi:10.1017/s0022109000001782

Cuestas, J. C., & Tang, B. (2021). Markov switching SVAR analysis on the relationship between exchange rate changes and stock returns in China. International Journal of Emerging Markets, 16(3), 625-642. https://doi.org/10.1108/IJOEM-06-2019-0463

Dahir, A. M., Mahat, F., Ab Razak, N. H., & Bany-Ariffin, A. N. (2018). Revisiting the dynamic relationship between exchange rates and stock prices in BRICS countries: A wavelet analysis. Borsa Istanbul Review, 18(2), 101-113. https://doi.org/10.1016/j.bir.2017.10.001

Dar, A. B., Bhanja, N., & Tiwari, A. K. (2014). Exchange rate and stock price relationship: A Wavelet analysis for India. Indian Economic Review, 125-142. http://www.jstor.org/stable/24583410

Ding, L., & Ma, J. (2013). Portfolio reallocation and exchange rate dynamics. Journal of Banking & Finance, 37(8), 3100-3124. https://doi.org/10.1016/j.jbankfin.2013.02.035

Dornbusch, R., & Fischer, S. (1980). Exchange rates and the current account. The American Economic Review, 70(5), 960-971. https://doi.org/10.1017/CBO9780511818233.015

Erdogan, S., Gedikli, A., & Çevik, E. İ. (2020). Volatility Spillover Effects Between Islamic Stock Markets And Exchange Rates: Evidence From Three Emerging Countries. Borsa Istanbul Review, 20(4), 322-333. https://doi.org/10.1016/j.bir.2020.04.003

Evans, C. L., & Marshall, D. A. (1998). Monetary policy and the term structure of nominal interest rates: evidence and theory. Carnegie-Rochester Conference Series on Public Policy, 49, 53-111. https://doi.org/10.1016/S0167-2231(99)00004-4

Fang, L., Yu, H., & Li, L. (2017). The effect of economic policy uncertainty on the long-term correlation between US stock and bond markets. Economic Modelling, 66, 139-145. https://doi.org/10.1016/j.econmod.2017.06.007

Francová, B. (2017). Valuation of government bonds: The exchange rate is an important aspect. Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, 65(6), 1911-1916. doi:10.11118/actaun201765061911

Frankel, J. A. (1983). Monetary and portfolio-balance models of exchange rate determination. In: Economic Interdependence and Flexible Exchange Rates. United States: Massachusetts Institute of Technology.

Gadanecz, B., Miyajima, K., & Shu, C. (2014). Exchange rate risk and local currency sovereign bond yields in emerging markets. BIS Working Papers 474, Bank for International Settlements.

Geng, X., & Guo, K. (2022). The spillover effect of VIX and oil price on the exchange rate volatility among Belt and Road countries. Procedia Computer Science, 199, 765-772. https://doi.org/10.1016/j.procs.2022.01.095

Gulko, L. (2002). Decoupling. The Journal of Portfolio Management, 28(3), 59-66. https://doi.org/10.3905/jpm.2002.319843

Hilscher, J., & Nosbusch, Y. (2010). Determinants of sovereign risk: Macroeconomic fundamentals and the pricing of sovereign debt. Review of Finance, 14(2), 235-262. https://doi.org/10.1093/rof/rfq005

Hong, G., Kim, Y., & Lee, B. S. (2014). Correlations between stock returns and bond returns: income and substitution effects. Quantitative Finance, 14(11), 1999-2018. https://doi.org/10.1080/14697688.2011.631028

Hui, C. H., Lo, C. F., & Chau, P. H. (2018). Exchange rate dynamics and US dollar-denominated sovereign bond prices in emerging markets. The North American Journal of Economics and Finance, 44, 109-128. https://doi.org/10.1016/j.najef.2017.11.005

Idx. (2021). Outperforming Expectations amidst Uncertainties. www.idx.co.id

Indrawati, S. M., Diop, N., Ikhsan, M., & Kacaribu, F. (2020). Enhancing Resilience to Turbulent Global Financial Markets: An Indonesian Experience. Economics and Finance in Indonesia, 66(1), 47-63.

Kal, S. H., Arslaner, F., & Arslaner, N. (2015). The dynamic relationship between stock, bond and foreign exchange markets. Economic Systems, 39(4), 592-607. https://doi.org/10.1016/j.ecosys.2015.03.002

Karagiannopoulou, S., Giannarakis, G., Galariotis, E., Zopounidis, C. & Sariannidis, N. (2022). The Impact of Dow Jones Sustainability Index, Exchange Rate and Consumer Sentiment Index on Carbon Emissions. Sustainability, 14(19). https://doi.org/10.3390/su141912052

Kumar, S. (2019). Asymmetric impact of oil prices on exchange rate and stock prices. The Quarterly Review of Economics and Finance, 72, 41-51. https://doi.org/10.1016/j.qref.2018.12.009

Lawal, A. I., Somoye, R. O., Babajide, A. A., & Nwanji, T. I. (2018). The effect of fiscal and monetary policies interaction on stock market performance: Evidence from Nigeria. Future Business Journal, 4(1), 16-33. https://doi.org/10.1016/j.fbj.2017.11.004

Lee, H. (2021). Time-varying comovement of stock and treasury bond markets in Europe: A quantile regression approach. International Review of Economics & Finance, 75, 1-20. https://doi.org/10.1016/j.iref.2021.03.020

Leung, H., Schiereck, D., & Schroeder, F. (2017). Volatility spillovers and determinants of contagion: Exchange rate and equity markets during crises. Economic Modelling, 61, 169-180. https://doi.org/10.1016/j.econmod.2016.12.011

Li, X. M., Zhang, B., & Gao, R. (2015). Economic policy uncertainty shocks and stock–bond correlations: Evidence from the US market. Economics Letters, 132, 91-96. https://doi.org/10.1016/j.econlet.2015.04.013

Liang, C. C., Lin, J. B., & Hsu, H. C. (2013). Reexamining the relationships between stock prices and exchange rates in ASEAN-5 using panel Granger causality approach. Economic modelling, 32, 560-563.

Lin, F. L., Yang, S. Y., Marsh, T., & Chen, Y. F. (2018). Stock and bond return relations and stock market uncertainty: Evidence from wavelet analysis. International Review of Economics & Finance, 55, 285-294. https://doi.org/10.1016/j.econmod.2013.03.001

Luzarraga-Goitia, J., Regúlez-Castillo, M., & Rodríguez-Castellanos, A. (2021). The dynamics between the stock market and exchange rates: Spain 1999–2015. The European Journal of Finance, 27(7), 655-678. https://doi.org/10.1080/1351847X.2020.1832024

McMillan, D. G. (2019). Cross-asset relations, correlations and economic implications. Global Finance Journal, 41, 60-78. https://doi.org/10.1016/j.gfj.2019.02.003

Mega, A., & Widayat, W. (2019). Effects of Bond’s Interest Rate, Rating and Maturity Time Toward Bond’s Yields. Manajemen Bisnis, 9(1). https://doi.org/10.22219/jmb.v9i1.9446

Megasari, D., Siregar, H., & Syarifuddin, F. (2019). Asymmetric volatility and macroeconomic factors on Indonesian government bond returns. Jurnal Keuangan dan Perbankan, 23(3), 430-442. https://doi.org/10.26905/jkdp.v23i3.2613

Meyer, D. F., & Hassan, A. S. (2020). Analysis of The Impact of Exchange Rate Volatility on The South African Government Bond Market. International Journal of Economics and Finance, 12(2). Doi: 10.34109/ijefs.202012202

Moore, T., & Wang, P. (2014). Dynamic linkage between real exchange rates and stock prices: Evidence from developed and emerging Asian markets. International Review of Economics & Finance, 29, 1-11. https://doi.org/10.1016/j.iref.2013.02.004

Morgan. (2016). The relationship between yields and prices. New New York: JP Morgan Chase.

Mroua, M., & Trabelsi, L. (2020). Causality and dynamic relationships between exchange rate and stock market indices in BRICS countries: Panel/GMM and ARDL analyses. Journal of Economics, Finance and Administrative Science, 25(50), 395-412. https://doi.org/10.1108/JEFAS-04-2019-0054

Ndako, U. B. (2013). Dynamics of stock prices and exchange rates relationship: evidence from five sub-Saharan African financial markets. Journal of African Business, 14(1), 47-57. https://doi.org/10.1080/15228916.2013.765322

Ngaruiya, M., & Njuguna, A. (2016). Influence of Inflation on Bond Prices: A Survey of Bonds Listed at the Nairobi Securities. American Journal of Economics, 1(2), 50-63. http://erepo.usiu.ac.ke/11732/4245

Nieh, C-C., & Lee, C.-F. (2001). Dynamic relationship between stock prices and exchange rates for G-7 countries. The Quarterly Review of Economics and Finance, 41(4), 477-490. https://doi.org/10.1016/S1062-9769(01)00085-0

Nieto, B., & Rodríguez, R. (2015). Corporate Stock and Bond Return Correlations and Dynamic Adjustments of Capital Structure. Journal of Business Finance & Accounting, 42(5-6), 705-746. https://doi.org/10.1111/jbfa.12114

Noman, A. M., Kabir, S. H., & Bashar, O. K. (2012). Causality between stock and foreign exchange markets in Bangladesh. Studies in Economics and Finance. https://doi.org/10.1108/10867371211246849

Papadamou, S., Fassas, A. P., Kenourgios, D., & Dimitriou, D. (2021). Flight-to-quality between global stock and bond markets in the COVID era. Finance Research Letters, 38, 101852. https://doi.org/10.1016/j.frl.2020.101852

Park, K., Fang, Z., & Ha, Y. H. (2019). Stock and bond returns correlation in Korea: Local versus global risk during crisis periods. Journal of Asian Economics, 65, 101136. https://doi.org/10.1016/j.asieco.2019.101136

Patton, A. J. (2006). Modelling asymmetric exchange rate dependence. International economic review, 47(2), 527-556. https://doi.org/10.1111/j.1468-2354.2006.00387.x

Pesaran, M. H., & Shin, Y. (1995). An autoregressive distributed lag modelling approach to cointegration analysis. Cambridge Working Papers in Economics.

Pesaran, M. H., Shin, Y., & Smith, R. J. (2001). Bounds testing approaches to the analysis of level relationships. Journal of applied econometrics, 16(3), 289-326. https://doi.org/10.1002/jae.616

Pilbeam, K. (2018). Finance & financial markets. London: Palgrave Macmillan Education.

Rahman, R. E. (2021). Understanding Indonesia’s exchange rate behavior. Studies in Economics and Finance, 38 (2), 189-206. https://doi.org/10.1108/SEF-09-2018-0296

Rosadi, D. (2011). Ekonometrika dan Analisis Runtun Waktu Terapan dengan EViews. Yogyakarta: ANDI.

Salisu, A. A., & Ndako, U. B. (2018). Modelling stock price–exchange rate nexus in OECD countries: A new perspective. Economic modelling, 74, 105-123. https://doi.org/10.1016/j.econmod.2018.05.010

Salisu, A. A., & Oloko, T. F. (2015). Modelling spillovers between stock market and FX market: evidence for Nigeria. Journal of African Business, 16(1-2), 84-108. https://doi.org/10.1080/15228916.2015.1061285

Sikhosana, A., & Aye, G. C. (2018). Asymmetric volatility transmission between the real exchange rate and stock returns in South Africa. Economic Analysis and Policy, 60, 1-8. https://doi.org/10.1016/j.eap.2018.08.002

Solnik, B. (1987). Using financial prices to test exchange rate models: A note. The journal of Finance, 42(1), 141-149. https://doi.org/10.2307/2328424

Stillwagon, J., & Sullivan, P. (2020). Markov switching in exchange rate models: will more regimes help?. Empirical Economics, 59(1), 413-436. https://doi.org/10.1007/s00181-019-01623-6

Syahri, A., & Robiyanto, R. (2020). The correlation of gold, exchange rate, and stock market on covid-19 pandemic period. Jurnal Keuangan dan Perbankan, 24(3), 350-362. https://doi.org/10.26905/jkdp.v24i3.4621

Turner, P. (2014, November). The World Long-term Interest Rate, Exchange Rates and Macro-Prudential Policies. In Presentation at the Conference of Central Bank of Argentina, Buenos Aires.

Tiryaki, A., Ceylan, R., & Erdoğan, L. (2019). Asymmetric effects of industrial production, money supply and exchange rate changes on stock returns in Turkey. Applied Economics, 51(20), 2143-2154. https://doi.org/10.1080/00036846.2018.1540850

Ülkü, N., & Demirci, E. (2012). Joint dynamics of foreign exchange and stock markets in emerging Europe. Journal of International Financial Markets, Institutions and Money, 22(1), 55-86. https://doi.org/10.1016/j.intfin.2011.07.005

Walid, C., Chaker, A., Masood, O., & Fry, J. (2011). Stock market volatility and exchange rates in emerging countries: A Markov-state switching approach. Emerging Markets Review, 12(3), 272-292. https://doi.org/10.1016/j.ememar.2011.04.003

Wilcox, J. W., & Fabozzi, F. J. (2013). Financial Advice and Investment Decisions: A Manifesto for Change. John Wiley & Sons.

Wong, H. T. (2017). Real exchange rate returns and real stock price returns. International Review of Economics & Finance, 49, 340-352. https://doi.org/10.1016/j.iref.2017.02.004

Xie, Z., Chen, S. W., & Wu, A. C. (2020). The foreign exchange and stock market nexus: New international evidence. International Review of Economics and Finance, 67, 240–266. https://doi.org/10.1016/j.iref.2020.01.001

Zakamulin, V., & Hunnes, J. A. (2021). Stock earnings and bond yields in the US 1871–2017: The story of a changing relationship. The Quarterly Review of Economics and Finance, 79, 182-197. https://doi.org/10.1016/j.qref.2020.05.013

Živkov, D., Njegić, J., & Pavlović, J. (2016). Dynamic correlation between stock returns and exchange rate and its dependence on the conditional Volatilities–The case of several Eastern European countries. Bulletin of Economic Research, 68(S1), 28-41. https://doi.org/10.1111/boer.12059




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