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Return and volatility spillovers to African equity markets and their determinants

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Abstract

The main goal of this study is to examine how international and regional shocks are transmitted to African equity markets using a network methodology introduced and developed by Diebold and Yilmaz (Econ J 119:158–171, 2009; Int J Forecast 23:57–66, 2012; J Econom 182:119–134, 2014) with daily data ranging from January 03, 2007 till September 19, 2019. The main finding is that international and regional market shocks have heterogeneous and time-varying effects on African equity markets, the magnitude of which is explained by the degree of financial exposure and share to the world trade. Bidirectional spillovers reveal that African markets are net receivers for both return and volatility spillovers. Moreover, volatility shocks on these markets spread more vigorously than return shocks to Africa. Episodes of high spillovers emerged during the 2008 global financial and the 2012 European debt crisis. Peaks also appear when structural economic reforms or measures increasing market efficiency intervene on African markets. New to previous works on financial market spillover, we assess spillover channels in Africa employing linear panel regressions. Empirical estimates show that trade and financial exposure do not significantly explain return and volatility spillovers in African equity market. Global factors such as oil and metal prices are the main channels through which foreign shocks spread to African stock markets.

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Fig. 1

Source: Bloomberg terminal

Fig. 2

Source: Author’s calculations. (Color figure online)

Fig. 3

Source: Author’s calculations

Fig. 4

Source: Author’s calculations

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Notes

  1. As an example, the Ghana Stock Exchange (GSE) was one of the best performing markets in the world in 2014. The GSE Composite Index (GSE-CI) recorded a year to date gain of 78.81% while the GSE Financial Stock Index (GSE-FSI) posted a return of 71.81% (African Securities Exchanges Association Yearbook 2014).

  2. BRVM is the regional stock market for all the eight member states in the West African Economic and Monetary Union (WAEMU), namely Benin, Burkina Faso, Côte d’Ivoire, Guinea-Bissau, Mali, Niger, Senegal and Togo.

  3. The 16 member states of SADC are Angola, Botswana, Comoros, Democratic Republic of Congo, Eswatini, Lesotho, Madagascar, Malawi, Mauritius, Mozambique, Namibia, Seychelles, South Africa, Tanzania, Zambia, and Zimbabwe.

  4. The Johannesburg Equities Trading (JET) system.

  5. As of 2018, market capitalization was US$42 billion in Egypt, US$61 billion in Morocco, US$31.5 billion in Nigeria, and US$865.3 billion in South Africa.

  6. This is consistent with the relatively low number of listed firms on these stock markets.

  7. Annual directional spillovers are measured by computing averages of daily directional spillovers.

  8. Net transmitter means that total outward spillovers (“TO”) are greater than total inward spillovers (“FROM”), whereas net receiver means that total inward spillovers (“FROM”) are greater than total outward spillovers (“TO”).

  9. The regulatory authorities have established the Asset Management Company of Nigeria (AMCON) and have instituted zero tolerance for market infractions and compliance with post-listing requirements.

  10. Copper prices experienced a record high in January 2011 due to a recovery in the global economy and low stockpiles after the 2008 financial crisis. The second peak observed in 2012 was the result of copper prices uncertainty on international markets during the first half of the year. Another episode of increase occurred in January 2014 when a strike in all ports in Chile pushed prices up again.

References

  • Baig T, Goldfajn I (1998) Financial market contagion in the Asian crisis. IMF working paper WP/98/155

  • Bekiros SD (2014) Contagion, decoupling and the spillover effects of the US financial crisis: evidence from the BRIC markets. Int Rev Financ Anal 33:58–59

    Article  Google Scholar 

  • Belcaid K, El Ghini A (2019) Spillover effects among European, the US and Moroccan stock markets before and after the global financial crisis. J Afr Bus 20(4):525–548

    Article  Google Scholar 

  • Blackman S, Holden K, Thomas A (1994) Long-term relationships between international share prices. Appl Financ Econ 4:297–304

    Article  Google Scholar 

  • Caporale GM, Cipollini A, Spagnolo N (2005) Testing for contagion: a conditional correlation analysis. J Empir Finance 12:476–489

    Article  Google Scholar 

  • Cardona L, Gutiérrez M, Agudelo DA (2017) Volatility transmission between US and Latin American stock markets: testing the decoupling hypothesis. Res Int Bus Finance 39:115–127

    Article  Google Scholar 

  • Corsetti G, Pericolli M, Sbracia M (2005) Some contagion, some interdepence: more pitfalls in tests of financial contagion. J Int Money Finance 24(8):1177–1199

    Article  Google Scholar 

  • Darrat AF, Elkhal K, Hakim S (2000) On the integration of emerging stock markets in the middle east. J Econ Dev 25:119–129

    Google Scholar 

  • Diebold FX, Yilmaz K (2009) Measuring financial asset return and volatility spillovers with application to global equity markets. Econ J 119:158–171

    Article  Google Scholar 

  • Diebold FX, Yilmaz K (2012) Better to give than to receive: predictive directional measurement of volatility spillovers. Int J Forecast 23:57–66

    Article  Google Scholar 

  • Diebold F, Yilmaz K (2014) On the network topology of variance decompositions: measuring the connectedness of financial firms. J Econom 182:119–134

    Article  Google Scholar 

  • Ding Z, Granger CWJ, Engle RF (1993) A long memory property of stock market returns and a new model. J Empir Finance 1(1):83–106

    Article  Google Scholar 

  • Ehrmann M, Fratzscher M, Rigobon R (2005) Stocks, bonds, money markets and exchange rates: measuring international financial transmission. J Appl Econom 26(6):948–974

    Article  Google Scholar 

  • El Ghini A, Saidi Y (2017) Return and volatility spillovers in the Moroccan stock market during the financial crisis. Empir Econ 52(4):1481–1504

    Article  Google Scholar 

  • Eun C, Shim S (1989) International transmission of stock market movements. J Financ Quant Anal 24(2):241–256

    Article  Google Scholar 

  • Forbes K, Rigobon R (2002) No contagion, only interdependence: measuring stock market comovements. J Finance 57:2223–2261

    Article  Google Scholar 

  • Gamba-Santamaria S, Gomez-Gonzalez JE, Hurtado-Guarin JL, Melo-Velandia LF (2017) Stock market volatility spillovers: evidence for Latin America. Finance Res Lett 20:207–216

    Article  Google Scholar 

  • Giovannetti G, Velucchi M (2013) A spillover analysis of shocks from US, UK and China on African financial markets. Rev Dev Finance 3:169–179

    Article  Google Scholar 

  • Graham MK (2013) Global and regional co-movement of the MENA stock. J Econ Bus 65(1):86–100

    Article  Google Scholar 

  • Hamao Y, Masulis R, Ng V (1990) Correlations in price changes and volatility across international stock markets. Rev Financ Stud 3(2):281–307

    Article  Google Scholar 

  • Hassan MK, Sanchez B, Yu J-S (2011) Financial development and economic growth: new evidence from panel data. Q Rev Econ Finance 51(1):88–104

    Article  Google Scholar 

  • Humavindu MN, Floros C (2006) African finance journal-integration and volatility spillovers in African equity markets: evidence from Namibia and South Africa. Afr Finance J 8(2):31–50

    Google Scholar 

  • Jeon B, Chiang T (1991) A system of stock prices in world stock exchanges: common stochastic trends for 1975–1990. J Econ Bus 43:329–338

    Article  Google Scholar 

  • Jin X, An X (2016) Global financial crisis and emerging stock market contagion: a volatility impulse response function approach. Res Int Bus Finance 36:179–195

    Article  Google Scholar 

  • Kar M, Nazlıoğlu Ş, Ağır H (2011) Financial development and economic growth nexus in the MENA countries: bootstrap panel granger causality analysis. Econ Model 28(1):685–693

    Article  Google Scholar 

  • Kuttu S (2014) Return and volatility dynamics among four African equity markets: a multivariate VAR-EGARCH analysis. Glob Finance J 25:56–69

    Article  Google Scholar 

  • Lin WL, Engle R, Ito T (1994) Do bulls and bears move across borders? International transmission of stock returns and volatility. Rev Financ Stud 7:507–538

    Article  Google Scholar 

  • Liste J, Kolster J, Matondo-Fundani N (2012) Capital market development in North Africa: current status and future potential. African Development Bank, Abidjan

  • Liu YA, Pan M-S, Shieh J (2013) International transmission of stock price movements: evidence from the US and five Asian-Pacific markets. J Econ Finance 22(1):59–69

    Article  Google Scholar 

  • Neaime S (2005) Portfolio diversification and financial integration of MENA stock markets. In: Money and finance in the Middle East and North Africa. Res Middle East Econ 6:3–21

    Article  Google Scholar 

  • Ouattara A (2016) Impact of the transition to continuous trading on emerging financial market’s liquidity: case study of the West Africa regional exchange market (BRVM). MPRA paper no. 75391. https://mpra.ub.uni-muenchen.de/75391/

  • Pesaran M (1998) Generalized impulse response analysis in linear multivariate models. Econ Lett 58:17–29

    Article  Google Scholar 

  • Schotman P, Zalewska A (2006) Non-synchronous trading and testing for market integration in Central European Emerging Markets. J Empir Finance 13:462–494

    Article  Google Scholar 

  • Shinagawa Y (2015) Determinants of financial market spillovers: the role of portfolio diversification, trade, home bias, and concentration. IMF working paper WP/14/187

  • Sugimoto K, Matsuki T, Yoshida Y (2014) The global financial crisis: an analysis of the spillover effects on African stock markets. Emerg Mark Rev 21:201–233

    Article  Google Scholar 

  • Syriopoulos T, Makram B, Boubaker A (2015) Stock market volatility spillovers and portfolio hedging: BRICS and the financial crisis. Int Rev Financ Anal 39:7–18

    Article  Google Scholar 

  • Yarovaya L, Brzeszczyński J, Lau C (2016) Intra- and inter-regional return and volatility spillovers across emerging and developed markets: evidence from stock indices and stock index futures. Int Rev Financ Anal 43:96–114

    Article  Google Scholar 

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Correspondence to Mbodja Mougoué.

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Appendix

Appendix

See Table 8.

Table 8 List of equity markets trading hours.

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Atenga, E.M.E., Mougoué, M. Return and volatility spillovers to African equity markets and their determinants. Empir Econ 61, 883–918 (2021). https://doi.org/10.1007/s00181-020-01881-9

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