Stock (Mis) Pricing and Diversification in Africa: Evidence from Selected African Exchanges

Author

Department of Economics, Accounting and Finance, College of Management Sciences, Bells University of Technology, Ota, Ogun State, Nigeria.

Abstract

This paper ascertains the extent of mispricing in equity portfolios, mispricing-divestment relation, and the role of African equities as risk diversification strategies during commodity market turbulence. Following Baur and Lucey (2010), one identifies an arbitrary commodity market crisis to be 1%, 5%, and 10% declining moments in returns. However, their approach is extended by using African equities as a safe-haven against gold. A risk-augmented CAPM is specified to estimate the mispricing in equity portfolios, while the risk diversification model follows Baur and Lucey (2010). For all the estimations, the regressions are run on daily data from 5th January 2010 to 30th December 2015. First, the results show the presence of transient mispricing in the portfolio's returns of African equities regardless of the firms’ liquidity and volatility levels. More so, stronger mispricing is observed using an alternative specification. Second, mispricing causes significant divestment in big-size portfolios. Third, there is a clear manifestation of strong, safe-havens between South Africa and Cocoa markets; Egypt and Platinum markets; and Morocco and Oil markets, respectively. However, Nigerian equities can be a successful diversifier for oil and cocoa during market turmoil. The conclusion is that mispricing in a portfolio of equity returns is due to low trading frequency. Africa’s equity markets are risk diversifiers and safe-havens for commodities. The paper recommends the jettisoning of Investors’ buy-and-hold trading strategy and encouraging the establishment of African commodity exchange to achieve the desired inclusive growth.

Keywords


Acharya, V. V., & Pedersen, L. H. (2005). Asset Pricing with Liquidity Risk. Journal of Financial Economics, 77, 375-410.
African Development Bank. (2009). Impact of the Global Financial and Economic Crisis on Africa. Tunis: African Development Bank.
Alagidede, P. (2008). African Stock Market Integration: Implications for Portfolio Diversification and International Risk Sharing. Proceedings of the African Economic Conference, 2008, 25-54.
Amihud, Y. (2002). Illiquidity and Stock Returns: Cross-section and Time series Effects. Journal of Financial Markets, 5, 31-56.
Amihud, Y., & Mendelson, H. (1986). Asset Pricing and the Bid-ask Spread. Journal of Financial Economics, 17, 223-249.
Andersen, T. G., Bollerslev, T., & Das, A. (2001). Variance-ratio Statistics and High Frequency Data: Testing for Changes in Intraday Volatility Patterns. Journal of Finance, 56(1), Retrieved from https://onlinelibrary.wiley.com/doi/full/10.1111/0022-1082.00326?casa_token=NN6pC2CS5m0AAAAA%3AdcMzNvbmVMVQDxuoxXOxhYjjcbDUn0H4kmi7efOcIqnStEXKqXNqwEW0csYDGkSWDCoXLZepW9gM1Q
Anson, M. J. P. (1998). Spot Returns, Roll Yield and Diversification with Commodity Futures. Journal of Alternative Investments, 1, 1-17.
African Securities Exchanges Association. (2014). Annual Report, ASEA Nairobi. Retrieved from https://african-exchanges.org/en
---------- (2012). Yearbooks, ASEA Nairobi. Retrieved from https://african-exchanges.org/en
---------- (2010). Yearbooks, ASEA Nairobi. Retrieved from https://african-exchanges.org/en
---------- (2009). Yearbooks, ASEA Nairobi. Retrieved from https://african-exchanges.org/en
Baker, M., Stein, J., & Wurgler, J. (2003). When does the Market Matter? Stock Prices and the Investment of Equity Dependent Firms. Quarterly Journal of Economics, 118, 969-1005.
Baur, D., & Lucey, B. (2010). Is Gold a Safe Haven or a Hedge? The Financial Review, 45(2010), 217-229.
Beck, T., Maimbo, S. M., Faye, I. & Triki, T. (2008). Financing Africa: Through the Crisis and Beyond. World Bank, Retrieved from https://elibrary.worldbank.org/doi/abs/10.1596/978-0-8213-8797-9
Bodie, Z., & Rosansky, V. (1980). Risk and Returns in Commodity Futures. Financial Analyst Journal, 3, 27-29.
Bodington, L. (2014). Gold in the South African Market: A Safe Haven or Hedge (Master’s Thesis, University of the Witwatersrand, Johannesburg). Retrieved from Witwatersand.portal.edu.
Brennan, M. J., & Wang, A. (2006). Asset Pricing and Mispricing. Working Paper Series, Anderson School, UCLA, Retrieved from https://papers.ssrn.com/sol3/papers.cfm?abstract_id=912814
Brennan, M. J., Jegadeesh, N., & Swaminathan, B. (1993). Investment Analysis and the Adjustment of Stock Prices to Common Information. Review of Financial Studies, 6, 799-824.
Buyuksahin, B., & Robe, M. (2014). Speculators, Commodities and Cross-Market Linkages. Journal of International Money and Finance, 42, 38-70.
Cheng, I. H., & Xiong, W. (2014). Financialization of Commodity Markets. The Annual Review of Financial Economics, 6, 419-441.
Ciner, C., Gurdgiev, C., & Lucey, B. M. (2012). Hedges and Safe Havens – An Examination of Stocks, Bonds, Oil, Gold and the Dollar. Working Paper Series, School of Business Studies and Institute for International Integration Studies, University of Dublin, Retrieved from http://www.tara.tcd.ie/bitstream/handle/2262/59244/Hedges%20and%20Safe%20Havens%20%2020An%20Examination%20of%20Stocks,%20Bonds,%20Oil,%20Gold%20and%20the%20Dollar.pdf?sequence=1
De Bondt, W., & Thaler, R. (1985). Does the Stock Market Overreact? The Journal of Finance, 40, 793-805.
De Bondt, W., & Thaler, R. (1987). Further Evidence of Investor Overreaction and Stock Market Seasonality. The Journal of Finance, 42, 557-582.
Demirer, R., Lee, H. T., & Lien, D. (2015). Does the Stock Market Drive Herd Behaviour in Commodity Futures Markets? International Review of Financial Analysis, 18, 1-33.
Dimson, E. (1979). Risk Measurement when Shares are Subject to Infrequent Trading. Journal of Financial Economics, 7, 197-226.
Fama, E. F., & French, K. R. (1993). Common Risk Factors in the Returns on Bonds and Stocks. Journal of Financial Economics, 33, 3-56.
Farhi, E., & Panageas, S. (2004). The Real Effects of Stock Market Mispricing at the Aggregate: Theory and Empirical Evidence. Working Paper Series, University of Pennsylvania, Retrieved from
https://scholar.harvard.edu/farhi/files/mispricing.pdf.
French, K. R., & Roll, R. (1986). Stock Returns Variances: The Arrival of Information and the Reaction of Traders. Journal of Financial Economics, 17, 5-26.
Gemmill, G., & Thomas, J. C. (2002). Noise Trading, Costly Arbitrage and Asset Prices: Evidence from Closed End Funds. The Journal of Finance, 57, 2571-2594.
Gilchrist, S., Himmelberg, C., & Huberman, G. (2004). Do Stock Price Bubbles Influence Corporate Investment? Working Paper Series, Federal Reserve Bank of New York, Retrieved from https://papers.ssrn.com/sol3/papers.cfm?abstract_id=596613
Gorton, G., & Rouwenhorst, G. K. (2006). Facts and Fantasies about Commodity Futures. Financial Analysis Journal, 6(1), 47-68.
Gurgun, G., & Unalmis, I. (2014). Is Gold a Safe Haven against Equity Market Investment in Emerging and Developing Countries? Central Bank of the Republic of Turkey Working Paper Series, Retrieved from https://doi.org/10.1016/j.frl.2014.07.003
Hong, S. Y., Linton, O., & Zhang, H. J. (2015). An Investigation into Multivariate Variance Ratio Statistics and their Application to Stock Market Predictability (Doctoral Dissertation, University of Cambridge, UK). Retrieved from Cambridge University Portal.
IMF. (2009). Impact of the Global Financial Crisis on Sub-Saharan Africa. Washington, DC: International Monetary Fund.
---------- (2008). Regional Economic Outlook: Sub-Saharan Africa. Washington, DC: International Monetary Fund.
Jaffe, J. F. (1989). Gold and Gold Stocks as Investments for Institutional Portfolios. Financial Analysts Journal, 45, 53-59.
Jegadeesh, N., & Titman, S. (1995). Overreaction, Delayed Reaction and Contrarian Profits. Review of Financial Studies, 8, 973-993.
---------- (1993). Returns to Buying Winners and Selling Losers: Implication for Stock Market Efficiency. The Journal of Finance, 48, 65-91.
Johnson, R. S., & Soenen, L. A. (1997). Gold as an Investment Asset – Perspective from Different Countries. Journal of Investing, 6, 94-99.
Kan, R., & Zhou, G. (2009). Optimal Portfolio Choice with Parameter Uncertainty. Journal of Financial and Quantitative Analysis, 42(3), 621-656.
Ledoit, O., & Wolf, M. (2003). Improved Estimation of the Covariance Matrix of Stock Returns with an Application to Portfolio Selection. Journal of Empirical Finance, 10(5), 603-621.
Lee, C., Shleifer, A., & Thaler, R. (1991). Investors Sentiment and Closed End Fund Puzzle. Journal of Finance, 46, 75-110.
Lee, C., & Swaminathan, B. (2000). Price Momentum and Trading Volume. Journal of Finance, 55, 2017-2069.
Li, B., & Liu, B. (2012). A Variance Ratio Test of Random Walk in International Stock Markets. Empirical Letters, 11(8), 775-782.
Macias, J. B., & Massa, I. (2009). The Global Financial Crisis and Sub-Saharan Africa: The Effects of Slowing Private Capital Inflows on Growth. Working Paper Series, Overseas Development Institute, Retrieved from https://www.odi.org/sites/odi.org.uk/files/odi-assets/publications-opinion-files/4410.pdf
Markowitz, H. (1952). Portfolio Selection. Journal of Finance, 6, 77-91.
Mohammed, F. A. (2006). Stock Mispricing and Corporate Investment Decisions (Unpublished Doctoral Dissertation). Graduate College of the Oklahoma State University, United States.
Osakwe, P. N. (2010). Africa and the Global Financial and Economic Crisis: Impacts, Responses and Opportunities (203-222). UNCTAD Report on the Financial and Economic Crisis of 2008-2009 and Developing Countries, Retrieved from http://unctad.org/en/Docs/gdsmdp20101_en.pdf#page=219
Oslon, E., Vivian, A. J., & Wohar, M. E. (2014). The Relationship between Energy and Equity Markets: Evidence from Volatility Impulse Response Functions. Energy Economics, 43, 297-305.
Panageas, S. (2003). Speculation, overpricing and Investment: theory and empirical evidence. Working Paper Series, MIT, Retrieved from http://finance.wharton.upenn.edu/department/Seminar/2004SpringRecruiting/Macro/panageas-macropaper012704.pdf
Pastor, L., & Stambaugh, R. F. (2003). Liquidity Risk and Expected Stock Returns. Journal of Political Economy, 111, 642-685.
Polk, C., & Sapienza, P. (2009). The Stock Market and Corporate Investment: A Test of Catering Theory. Review of Financial Studies, 22(1), 187–217.
Poterba, J., & Summers, L. (1998).Mean Reversion in Stock Prices. Journal of Financial Economics, 22, 27-59.
Sadka, R. (2006). Momentum and Post-Earnings Announcement Drift Anomalies: the Role of Liquidity Risk. Journal of Financial Economics, 80, 309-350.
Swaminathan, B. (1996). Time-Varying Expected Small Firm Returns and Closed-end Fund Discounts. Review of Financial Studies, 9, 845-888.
United Nations Conference on Trade and Development. (2010).The Financial and Economic Crisis of 2008-2009 and Developing Countries. Retrieved from http://repository.fue.edu.eg/xmlui/bitstream/handle/123456789/3514/7321.pdf?sequence=1
Vivian, A., & Wohar, M. E. (2012). Commodity Volatility Breaks. Journal of International Financial Markets, Institutions and Money, 22(1), 395-422.
Wang, S., Zhao, F., & Wang, D. (2008). The Effect of Stock Mispricing on Investment – Evidence from China. Working Paper Series, Harbin Institute of Technology, Retrieved from http://www.wseas.us/journal/pdf/systems/2013/c025702-223.pdf
World Bank. (2009). The Impact of the Global Financial Crisis on Financial Markets in Sub-Saharan Africa. Finance and Private Sector Development African Region, Retrieved from https://www.worldbank.org/
Yan, L., & Garcia, P. (2014). Portfolio Investment: Are Commodities Useful? Proceedings of the NCCC-134 Conference on Applied Commodity Price Analysis, Retrieved from https://doi.org/10.1016/j.jcomm.2017.10.002