Pandemic uncertainty and sectoral stock returns predictability in South Africa

PurposeIn this paper, the author examines the role of uncertainty due to pandemic on the predictability of sectoral stock returns in South Africa. This is motivated by the ongoing global pandemic, COVID-19, in predicting sector stock returns.Design/methodology/approachThe study considers estimation of dynamic panel data with dynamic common correlated effects estimator and two pair-wise forecast measures, namely Campbell and Thompson (2008) and Clark and West (2007) tests in dealing with the nested predictive models.FindingsThe results show that pandemic uncertainty has a negative and statistically significant effect on the different sector returns, implying that sector stock returns decline as the pandemic outbreak becomes more pronounced. While the single predictor model consistently outperforms the historical average model both for in-sample and out-of-sample, controlling for other macroeconomic variables effect improves the forecast accuracy of infectious diseases uncertainty. These results are consistently robust to both the in-sample and out-of-sample forecast periods, outliers and heterogeneity. These results have implications for portfolio diversification strategies, which we set aside for future research.Originality/valueThe empirical literature is satiated with studies on how news can predict economic and financial variables, however, the role of uncertainty due to infectious diseases in the stock return predictability especially at the sectoral level is less understudied, this is the main contribution of the study.

[1]  Monday Osagie Adenomon,et al.  The Effects of COVID-19 outbreak on the Nigerian Stock Exchange performance: Evidence from GARCH Models , 2022, Journal of Statistical Modelling and Analytics.

[2]  Josue Mbonigaba,et al.  The effect of a new wave of COVID-19 on the stock market performance: Evidence from the twenty JSE listed companies in South Africa , 2021, Investment Management and Financial Innovations.

[3]  I. Raifu,et al.  Reaction of stock market returns to COVID-19 pandemic and lockdown policy: evidence from Nigerian firms stock returns , 2021, Future Business Journal.

[4]  Bana M. Abuzayed,et al.  Systemic risk spillover across global and country stock markets during the COVID-19 pandemic , 2021 .

[5]  A. Adetokunbo,et al.  How COVID-19 Influences Indian Sectoral Stocks , 2021, Asian Economics Letters.

[6]  N. Gradojevic,et al.  S&P 500 Index Price Spillovers around the COVID-19 Market Meltdown , 2021, Journal of Risk and Financial Management.

[7]  A. Canepa,et al.  Evidence of Stock Market Contagion during the COVID-19 Pandemic: A Wavelet-Copula-GARCH Approach , 2021, Journal of Risk and Financial Management.

[8]  I. Fasanya,et al.  Uncertainty Due to Pandemic and the Volatility Connectedness Among Asian REITs Market , 2021 .

[9]  I. Fasanya,et al.  Can Uncertainty Due to Pandemic Predict Asia-Pacific Energy Stock Markets? , 2021 .

[10]  Sin‐Yu Ho,et al.  Exchange rate exposure in the South African stock market before and during the COVID-19 pandemic , 2021, Finance Research Letters.

[11]  O. Adekoya,et al.  Dynamic spillovers and connectedness between COVID-19 pandemic and global foreign exchange markets , 2020, Economic Research-Ekonomska Istraživanja.

[12]  P. Nwosa Oil price, exchange rate and stock market performance during the COVID-19 pandemic: implications for TNCs and FDI inflow in Nigeria , 2020 .

[13]  Isaac Bentum-Ennin,et al.  The impact of COVID-19 on stock market performance in Africa: A Bayesian structural time series approach , 2020, Journal of Economics and Business.

[14]  Rangan Gupta,et al.  Return connectedness across asset classes around the COVID-19 outbreak , 2020, International Review of Financial Analysis.

[15]  Afees A. Salisu,et al.  Pandemics and the emerging stock markets , 2020, Borsa Istanbul Review.

[16]  Sydney C. Ludvigson,et al.  What Explains the Covid-19 Stock Market? , 2020 .

[17]  A. Salama,et al.  Market responses to firms’ voluntary carbon disclosure: Empirical evidence from the United Kingdom , 2020 .

[18]  Ali Hortaçsu,et al.  Financial Fragility in the Covid-19 Crisis: The Case of Investment Funds in Corporate Bond Markets , 2020, SSRN Electronic Journal.

[19]  Afees A. Salisu,et al.  Predicting stock returns in the presence of COVID-19 pandemic: The role of health news , 2020, International Review of Financial Analysis.

[20]  Badar Nadeem Ashraf Economic impact of government interventions during the COVID-19 pandemic: International evidence from financial markets , 2020, Journal of Behavioral and Experimental Finance.

[21]  Haiyue Liu,et al.  Short term response of Chinese stock markets to the outbreak of COVID-19 , 2020 .

[22]  Renatas Kizys,et al.  Infected Markets: Novel Coronavirus, Government Interventions, and Stock Return Volatility around the Globe , 2020, Finance Research Letters.

[23]  Nafis Alam,et al.  Coronavirus (COVID-19) — An epidemic or pandemic for financial markets , 2020, Journal of Behavioral and Experimental Finance.

[24]  Joseph B. Sobieralski COVID-19 and airline employment: Insights from historical uncertainty shocks to the industry , 2020, Transportation Research Interdisciplinary Perspectives.

[25]  Qiang Ji,et al.  Financial markets under the global pandemic of COVID-19 , 2020, Finance Research Letters.

[26]  John W. Goodell,et al.  COVID-19 and finance: Agendas for future research , 2020, Finance Research Letters.

[27]  Abdullah M. Al-Awadhi,et al.  Death and contagious infectious diseases: Impact of the COVID-19 virus on stock market returns , 2020, Journal of Behavioral and Experimental Finance.

[28]  Nicholas Bloom,et al.  Covid-Induced Economic Uncertainty , 2020 .

[29]  Tony Zhang,et al.  Analysis of the Effect of COVID-19 on the Stock Market and Investing Strategies , 2020, SSRN Electronic Journal.

[30]  Warwick McKibbin,et al.  The Global Macroeconomic Impacts of COVID-19: Seven Scenarios , 2020, Asian Economic Papers.

[31]  Afees A. Salisu,et al.  Testing the predictability of commodity prices in stock returns of G7 countries: Evidence from a new approach , 2019 .

[32]  Khaled Alsaifi,et al.  Fear from uncertainty: An event study of Khashoggi and stock market returns , 2019, Journal of Behavioral and Experimental Finance.

[33]  Savva Shanaev,et al.  Is all politics local? Regional political risk in Russia and the panel of stock returns , 2019, Journal of Behavioral and Experimental Finance.

[34]  P. Muzindutsi,et al.  Investor sentiment and stock return volatility: Evidence from the Johannesburg Stock Exchange , 2019, Cogent Economics & Finance.

[35]  P. Newall,et al.  Why do some soccer bettors lose more money than others , 2018 .

[36]  Hongquan Zhu,et al.  Investor recognition and stock returns: evidence from China , 2017 .

[37]  Matej Marinč,et al.  Stock prices and geographic proximity of information: Evidence from the Ebola outbreak☆ , 2017, International Review of Financial Analysis.

[38]  P. Narayan,et al.  Testing for Predictability in panels with General Predictors , 2017 .

[39]  Oskar Kowalewski,et al.  Stock Market Response to Potash Mine Disasters , 2017, Journal of Commodity Markets.

[40]  Yudhvir Seetharam,et al.  Sentiment and returns: an analysis of investor sentiment in the South African market , 2014 .

[41]  Siyang Wang,et al.  Generalized F test for high dimensional linear regression coefficients , 2013, J. Multivar. Anal..

[42]  Chunda Chen,et al.  The Positive and Negative Impacts of the Sars Outbreak: A Case of the Taiwan Industries , 2009 .

[43]  S. B. Thompson,et al.  Predicting Excess Stock Returns Out of Sample: Can Anything Beat the Historical Average? , 2008 .

[44]  Todd E. Clark,et al.  Approximately Normal Tests for Equal Predictive Accuracy in Nested Models , 2005 .

[45]  David E. Rapach,et al.  Testing the monetary model of exchange rate determination: a closer look at panels , 2004 .

[46]  Malcolm P. Baker,et al.  Investor Sentiment and the Cross-Section of Stock Returns , 2003 .

[47]  L. Summers,et al.  Noise Trader Risk in Financial Markets , 1990, Journal of Political Economy.

[48]  R. C. Merton,et al.  Presidential Address: A simple model of capital market equilibrium with incomplete information , 1987 .

[49]  Susan Sunila Sharma,et al.  Is stock return predictability time-varying? , 2018 .

[50]  B. Baltagi,et al.  Panel Data Forecasting , 2013 .