Is Human Capital Premium Price in Asset Pricing? Insights from South Africa During the COVID-19 Era

Authors

  • Naveed Khan PhD Scholar, Department of Management Sciences, Islamia College Peshawar, Pakistan https://orcid.org/0000-0002-4729-040X
  • Mustafa Afeef Associate Professor, Department of Management Sciences, Islamia College Peshawar, Pakistan

DOI:

https://doi.org/10.62270/jirms.v5i4.78

Keywords:

Fama and Macbeth, Human capital, Assets pricing model, COVID-19

Abstract

Purpose—In recent years, numerous asset pricing models have demonstrated superior performance over traditional approaches in explaining the variability of asset returns. In this study, we empirically evaluate the efficiency of the augmented human capital six-factor model in the South African stock market over the period from July 2010 to June 2023.

Design/Methodology/Approach—This study constructs thirty-two portfolios using daily stock price data of non-financial firms. These portfolios are sorted based on size, value, profitability, investment, and labor income growth rate premium. Further, we employ Fama and Macbeth's (1973) time-series regression for the empirical analysis.

Findings—Findings indicate that small-size portfolios considerably earn higher returns than big-size portfolios. Additionally, we report that market, size, value, profitability, investment, and human capital premium significantly explain the time-series variability in excess portfolio returns. Further, the analysis also highlights that the COVID-19 pandemic induced substantial volatility in the South African stock market, which notably reduced the efficiency of the six-factor model during the pandemic period. To further assess model efficiency, we employ a Gibbons, Ross, and Shanken (GRS) test as part of the sub-sample analysis.

Practical Implications—The results provide valuable insights for policymakers, investors, and portfolio managers in constructing optimal portfolios for investment, particularly during the COVID-19 pandemic. Furthermore, the findings emphasize that investors should incorporate the human capital premium alongside other risk factors when valuing securities.

Originality/Value—First, this study significantly contributes to the existing literature on asset pricing models. Second, this study is the first which extend the Fama and French five-factor model in the South African market. Third, this study examines the efficiency of the augmented six-factor model during the COVID-19 pandemic. Fourth, this study highlights the performance of the augmented six-factors model and provides helpful suggestions for improving investing strategies during turbulent times.

Author Biography

  • Naveed Khan, PhD Scholar, Department of Management Sciences, Islamia College Peshawar, Pakistan

    PhD Scholar, Department of Management Sciences, Islamia College Peshawar, Pakistan 

References

Alessi, L., Ossola, E., & Panzica, R. (2023). When do investors go green? Evidence from a time-varying asset-pricing model. International Review of Financial Analysis, 90, 102898. DOI: https://doi.org/10.1016/j.irfa.2023.102898

Ashraf, B. N. (2020). Economic impact of government interventions during the COVID-19 pandemic: International evidence from financial markets. Journal of behavioral and experimental finance, 27, 100371. DOI: https://doi.org/10.1016/j.jbef.2020.100371

Aygoren, H., & Balkan, E. (2020). The role of efficiency in capital asset pricing: a research on Nasdaq technology sector. Managerial Finance, 46(11), 1479-1493. DOI: https://doi.org/10.1108/MF-12-2019-0612

Azam, M., & Arif, M. Understanding Mutual Funds Performance with mediation of Human Capital and GDP-Growth in Pakistan Mutual Funds: Demonstration of Structural Equation Model.

Bai, J., & Zhou, G. (2015). Fama–MacBeth two-pass regressions: Improving risk premia estimates. Finance Research Letters, 15, 31-40. DOI: https://doi.org/10.1016/j.frl.2015.08.001

Banz, R. W. (1981). The relationship between return and market value of common stocks. Journal of Financial Economics, 9(1), 3-18. DOI: https://doi.org/10.1016/0304-405X(81)90018-0

Basu, S. (1977). Investment performance of common stocks in relation to their price‐earnings ratios: A test of the efficient market hypothesis. the Journal of Finance, 32(3), 663-682. DOI: https://doi.org/10.1111/j.1540-6261.1977.tb01979.x

Bekaert, G., & Harvey, C. R. (2000). Foreign speculators and emerging equity markets. the Journal of Finance, 55(2), 565-613. DOI: https://doi.org/10.1111/0022-1082.00220

Belo, F., Li, J., Lin, X., & Zhao, X. (2017). Labor-force heterogeneity and asset prices: The importance of skilled labor. The Review of Financial Studies, 30(10), 3669-3709. DOI: https://doi.org/10.1093/rfs/hhx070

Bhandari, L. C. (1988). Debt/equity ratio and expected common stock returns: Empirical evidence. the Journal of Finance, 43(2), 507-528. DOI: https://doi.org/10.1111/j.1540-6261.1988.tb03952.x

Breeden, D. T. (1979). An intertemporal asset pricing model with stochastic consumption and investment opportunities. Journal of Financial Economics, 7(3), 265-296. DOI: https://doi.org/10.1016/0304-405X(79)90016-3

Brown, S. J., Goetzmann, W., Ibbotson, R. G., & Ross, S. A. (1992). Survivorship bias in performance studies. The Review of Financial Studies, 5(4), 553-580. DOI: https://doi.org/10.1093/rfs/5.4.553

Campbell, J. Y. (1996). Understanding risk and return. Journal of political Economy, 104(2), 298-345. DOI: https://doi.org/10.1086/262026

Carhart, M. M. (1997). On persistence in mutual fund performance. the Journal of Finance, 52(1), 57-82. DOI: https://doi.org/10.1111/j.1540-6261.1997.tb03808.x

Carrasco, I., & Hansen, E. (2022). Asset pricing model uncertainty and portfolio choice. Finance Research Letters, 45, 102144. DOI: https://doi.org/10.1016/j.frl.2021.102144

Charteris, A., Rwishema, M., & Chidede, T.-H. (2018). Asset pricing and momentum: A South African perspective. Journal of African Business, 19(1), 62-85. DOI: https://doi.org/10.1080/15228916.2017.1343033

Chaudhary, R., Bakhshi, P., & Gupta, H. (2020). Volatility in international stock markets: An empirical study during COVID-19. Journal of Risk and Financial Management, 13(9), 208. DOI: https://doi.org/10.3390/jrfm13090208

Connor, G., & Korajczyk, R. A. (1989). An intertemporal equilibrium beta pricing model. The Review of Financial Studies, 2(3), 373-392. DOI: https://doi.org/10.1093/rfs/2.3.373

Cox, J. C., Ingersoll Jr, J. E., & Ross, S. A. (1985). An intertemporal general equilibrium model of asset prices. Econometrica: Journal of the Econometric Society, 363-384. DOI: https://doi.org/10.2307/1911241

Dragomirescu-Gaina, C., & Philippas, D. (2022). Local versus global factors weighing on stock market returns during the COVID-19 pandemic. Finance Research Letters, 46, 102270. DOI: https://doi.org/10.1016/j.frl.2021.102270

Dwarika, N. (2023). Asset pricing models in South Africa: A comparative of regression analysis and the Bayesian approach. Data Science in Finance and Economics, 3(1), 55-75. DOI: https://doi.org/10.3934/DSFE.2023004

Eachempati, P., Srivastava, P. R., & Panigrahi, P. K. (2021). Sentiment analysis of COVID-19 pandemic on the stock market. American Business Review, 24(1), 8. DOI: https://doi.org/10.37625/abr.24.1.141-165

Elton, E. J., Gruber, M. J., & Blake, C. R. (1996a). The persistence of risk-adjusted mutual fund performance. Journal of business, 133-157. DOI: https://doi.org/10.1086/209685

Elton, E. J., Gruber, M. J., & Blake, C. R. (1996b). Survivor bias and mutual fund performance. The Review of Financial Studies, 9(4), 1097-1120. DOI: https://doi.org/10.1093/rfs/9.4.1097

Elton, E. J., Gruber, M. J., Das, S., & Hlavka, M. (1993). Efficiency with costly information: A reinterpretation of evidence from managed portfolios. The Review of Financial Studies, 6(1), 1-22. DOI: https://doi.org/10.1093/rfs/6.1.1

Fama, E. F., & French, K. R. (1992). The cross‐section of expected stock returns. the Journal of Finance, 47(2), 427-465. DOI: https://doi.org/10.1111/j.1540-6261.1992.tb04398.x

Fama, E. F., & French, K. R. (1993). Common risk factors in the returns on stocks and bonds. Journal of Financial Economics, 33(1), 3-56. DOI: https://doi.org/10.1016/0304-405X(93)90023-5

Fama, E. F., & French, K. R. (2015). A five-factor asset pricing model. Journal of Financial Economics, 116(1), 1-22. DOI: https://doi.org/10.1016/j.jfineco.2014.10.010

Fama, E. F., & French, K. R. (2018). Choosing factors. Journal of Financial Economics, 128(2), 234-252. DOI: https://doi.org/10.1016/j.jfineco.2018.02.012

Fama, E. F., & MacBeth, J. D. (1973). Risk, return, and equilibrium: Empirical tests. Journal of political Economy, 81(3), 607-636. DOI: https://doi.org/10.1086/260061

Florensia, C., & Susanti, N. (2020). How does the six-factor model do in explaining the relationship between return and risk on the Indonesia stock exchange? International Journal of Research in Business and Social Science, 9(7), 93-107. DOI: https://doi.org/10.20525/ijrbs.v9i7.930

Friend, I., Westerfield, R., & Granito, M. (1978). New evidence on the capital asset pricing model. the Journal of Finance, 33(3), 903-917. DOI: https://doi.org/10.1111/j.1540-6261.1978.tb02030.x

Gibbons, M. R., Ross, S. A., & Shanken, J. (1989). A test of the efficiency of a given portfolio. Econometrica: Journal of the Econometric Society, 1121-1152. DOI: https://doi.org/10.2307/1913625

Goetzmann, W. N., & Ibbotson, R. G. (1994). Do winners repeat? Journal of portfolio Management, 20(2), 9-18. DOI: https://doi.org/10.3905/jpm.1994.9

González-Sánchez, M. (2022). Asset pricing models in emerging markets: Factorial approaches vs. information stochastic discount factor. Finance Research Letters, 46, 102394. DOI: https://doi.org/10.1016/j.frl.2021.102394

Grinblatt, M., & Titman, S. (1992). The persistence of mutual fund performance. the Journal of Finance, 47(5), 1977-1984. DOI: https://doi.org/10.1111/j.1540-6261.1992.tb04692.x

Harvey, C. R., Liu, Y., & Zhu, H. (2016). … and the cross-section of expected returns. The Review of Financial Studies, 29(1), 5-68. DOI: https://doi.org/10.1093/rfs/hhv059

Horváth, D., & Wang, Y.-L. (2021). The examination of Fama-French model during the COVID-19. Finance Research Letters, 41, 101848. DOI: https://doi.org/10.1016/j.frl.2020.101848

Hou, K., Xue, C., & Zhang, L. (2020). Replicating anomalies. The Review of Financial Studies, 33(5), 2019-2133. DOI: https://doi.org/10.1093/rfs/hhy131

Jagannathan, R., & Wang, Z. (1996). The conditional CAPM and the cross‐section of expected returns. the Journal of Finance, 51(1), 3-53. DOI: https://doi.org/10.1111/j.1540-6261.1996.tb05201.x

Jegadeesh, N., & Titman, S. (1993). Returns to buying winners and selling losers: Implications for stock market efficiency. the Journal of Finance, 48(1), 65-91. DOI: https://doi.org/10.1111/j.1540-6261.1993.tb04702.x

Kan, R., Wang, X., & Zheng, X. (2024). In-sample and out-of-sample Sharpe ratios of multi-factor asset pricing models. Journal of Financial Economics, 155, 103837. DOI: https://doi.org/10.1016/j.jfineco.2024.103837

Kausar, S., Shah, S. Z. A., & Rashid, A. (2024). Determinants of idiosyncratic risk: evidence from BRICS countries. Asia-Pacific Journal of Business Administration, 16(3), 553-574. DOI: https://doi.org/10.1108/APJBA-10-2021-0539

Khan, N., Zada, H., Ahmed, S., Shah, F. A., & Jan, S. (2023). Human capital-based four-factor asset pricing model: An empirical study from Pakistan. Heliyon, 9(5). DOI: https://doi.org/10.1016/j.heliyon.2023.e16328

Khan, N., Zada, H., & Yousaf, I. (2022). Does premium exist in the stock market for labor income growth rate? A six-factor-asset-pricing model: Evidence from Pakistan. Annals of Financial Economics, 17(03), 2250017. DOI: https://doi.org/10.1142/S2010495222500178

Kim, D., Kim, T. S., & Min, B.-K. (2011). Future labor income growth and the cross-section of equity returns. Journal of Banking & Finance, 35(1), 67-81. DOI: https://doi.org/10.1016/j.jbankfin.2010.07.014

Kolari, J. W., Huang, J. Z., Butt, H. A., & Liao, H. (2022). International tests of the ZCAPM asset pricing model. Journal of International Financial Markets, Institutions and Money, 79, 101607. DOI: https://doi.org/10.1016/j.intfin.2022.101607

Kuehn, L. A., Simutin, M., & Wang, J. J. (2017). A labor capital asset pricing model. the Journal of Finance, 72(5), 2131-2178. DOI: https://doi.org/10.1111/jofi.12504

Lettau, M., Ludvigson, S. C., & Ma, S. (2019). Capital share risk in US asset pricing. the Journal of Finance, 74(4), 1753-1792. DOI: https://doi.org/10.1111/jofi.12772

Linnainmaa, J. T., & Roberts, M. R. (2018). The history of the cross-section of stock returns. The Review of Financial Studies, 31(7), 2606-2649. DOI: https://doi.org/10.1093/rfs/hhy030

Lintner, J. (1965). Security prices, risk, and maximal gains from diversification. the Journal of Finance, 20(4), 587-615. DOI: https://doi.org/10.1111/j.1540-6261.1965.tb02930.x

Liu, Y. (2023). A Comparison of Three Asset-pricing Models During COVID-19. Highlights in Business, Economics and Management, Volume 7(3rd International Conference on Financial Economics and Investment Management (FEIM 2023)), 144-149. https://doi.org/https://doi.org/10.54097/hbem.v7i.6935 DOI: https://doi.org/10.54097/hbem.v7i.6935

Lucas Jr, R. E. (1978). Asset prices in an exchange economy. Econometrica: Journal of the Econometric Society, 1429-1445. DOI: https://doi.org/10.2307/1913837

Maiti, M., & Balakrishnan, A. (2018). Is human capital the sixth factor? Journal of Economic Studies, 45(4), 710-737. DOI: https://doi.org/10.1108/JES-05-2017-0132

Maiti, M., & Vuković, D. (2020). Role of human assets in measuring firm performance and its implication for firm valuation. Journal of Economic Structures, 9(1), 47. DOI: https://doi.org/10.1186/s40008-020-00223-3

Markowitz, H. (1952). Portfolio selection. e Journal of Finance, 7 (1), 77-91. In: DOI. DOI: https://doi.org/10.1111/j.1540-6261.1952.tb01525.x

Mayers, D. (1972). Nonmarketable assets and capital market equilibrium under uncertainty. Studies in the theory of capital markets, 1, 223-248.

Merton, R. C. (1969). Lifetime portfolio selection under uncertainty: The continuous-time case. The review of Economics and Statistics, 247-257. DOI: https://doi.org/10.2307/1926560

Merton, R. C. (1972). An analytic derivation of the efficient portfolio frontier. Journal of Financial and Quantitative Analysis, 7(4), 1851-1872. DOI: https://doi.org/10.2307/2329621

Mkhize, Z. (2020). FIRST CASE OF COVID-19 CORONAVIRUS REPORTED IN SA. National Institute for Communicable Diseases. https://www.nicd.ac.za/first-case-of-covid-19-coronavirus-reported-in-sa/

Mohanasundaram, S., & Kasilingam, R. (2024). The sustainability factor in asset pricing: Empirical evidence from the Indian market. The Quarterly Review of Economics and Finance, 94, 206-213. DOI: https://doi.org/10.1016/j.qref.2024.01.004

Molele, M. H., & Mukuddem-Petersen, J. (2020). Emerging market currency risk exposure: evidence from South Africa. The Journal of Risk Finance, 21(2), 159-179. DOI: https://doi.org/10.1108/JRF-07-2019-0123

Mossin, J. (1966). Equilibrium in a capital asset market. Econometrica: Journal of the Econometric Society, 768-783. DOI: https://doi.org/10.2307/1910098

Mpoha, S., & Bonga-Bonga, L. (2020). Assessing the extent of exchange rate risk pricing in equity markets: emerging versus developed economies.

Nettayanun, S. (2023). Asset pricing in bull and bear markets. Journal of International Financial Markets, Institutions and Money, 83, 101734. DOI: https://doi.org/10.1016/j.intfin.2023.101734

Peerbhai, F., & Strydom, B. (2018). Testing the International capital asset pricing model’s relevance for South Africa. Journal of Contemporary Management, 15(1), 525-550.

Prasad, S. S., Verma, A., Bakhshi, P., & Prasad, S. (2024). Superiority of six factor model in Indian stock market. Cogent Economics & Finance, 12(1), 2411567. DOI: https://doi.org/10.1080/23322039.2024.2411567

Ren, T., Wang, H., & Zhang, Y. (2023). Evaluation of CAPM and Three-factor Model During the COVID-19: Evidence from Chinese Catering Industry. 2023 2nd International Conference on Economics, Smart Finance and Contemporary Trade (ESFCT 2023), DOI: https://doi.org/10.2991/978-94-6463-268-2_10

Roll, R. (1977). A critique of the asset pricing theory's tests Part I: On past and potential testability of the theory. Journal of Financial Economics, 4(2), 129-176. DOI: https://doi.org/10.1016/0304-405X(77)90009-5

Rosenberg, B., Reid, K., & Lanstein, R. (1985). Persuasive evidence of market inefficiency. Journal of portfolio Management, 11(3), 9-16. DOI: https://doi.org/10.3905/jpm.1985.409007

Ross, S. (1976). The arbitrage pricing theory. Journal of Economic Theory, 13(3), 341-360. DOI: https://doi.org/10.1016/0022-0531(76)90046-6

Roy, R., & Shijin, S. (2018). A six-factor asset pricing model. Borsa istanbul review, 18(3), 205-217. DOI: https://doi.org/10.1016/j.bir.2018.02.001

Samuelson, P. A. (1975). Lifetime portfolio selection by dynamic stochastic programming. Stochastic optimization models in finance, 517-524. DOI: https://doi.org/10.1016/B978-0-12-780850-5.50044-7

Sharpe, W. F. (1964). Capital asset prices: A theory of market equilibrium under conditions of risk. the Journal of Finance, 19(3), 425-442. DOI: https://doi.org/10.1111/j.1540-6261.1964.tb02865.x

Sitanggang, O. M., & Rizkianto, E. (2024). Empirical Testing of Fama-French Asset Pricing Model in Indonesia Stock Exchange During Covid-19 Pandemic. Dynamic Management Journal, 8(1), 155-177. DOI: https://doi.org/10.31000/dmj.v8i1.10106

Son, B., & Lee, J. (2022). Graph-based multi-factor asset pricing model. Finance Research Letters, 44, 102032. DOI: https://doi.org/10.1016/j.frl.2021.102032

Steyn, J. P., & Theart, L. (2019). Are South African equity investors rewarded for taking on more risk? Journal of Economic and Financial Sciences, 12(1), 1-10. DOI: https://doi.org/10.4102/jef.v12i1.448

Takyi, P. O., & Bentum-Ennin, I. (2021). The impact of COVID-19 on stock market performance in Africa: A Bayesian structural time series approach. Journal of Economics and Business, 115, 105968. DOI: https://doi.org/10.1016/j.jeconbus.2020.105968

Tambosi Filho, E., Vieria, A. M., & Garcia, F. G. (2022). Testing conditional CAPM with the inclusion of human capital. Academy of Accounting and Financial Studies Journal, 26, 1-8.

Thalassinos, E., Khan, N., Ahmed, S., Zada, H., & Ihsan, A. (2023). A Comparison of Competing Asset Pricing Models: Empirical Evidence from Pakistan. Risks, 11(4), 65. DOI: https://doi.org/10.3390/risks11040065

Uddin, M., Chowdhury, A., Anderson, K., & Chaudhuri, K. (2021). The effect of COVID–19 pandemic on global stock market volatility: Can economic strength help to manage the uncertainty? Journal of Business Research, 128, 31. DOI: https://doi.org/10.1016/j.jbusres.2021.01.061

Wermers, R. (1997). Momentum investment strategies of mutual funds, performance persistence, and survivorship bias.

Zada, H., Hassan, A., & Wong, W.-K. (2021). Do jumps matter in both equity market returns and integrated volatility: a comparison of Asian developed and emerging markets. Economies, 9(2), 92. DOI: https://doi.org/10.3390/economies9020092

Zada, H., Rehman, M. U., & Khwaja, M. G. (2018). Application of Fama and French five factor model of asset pricing: Evidence from Pakistan stock market. International Journal of Economics, Management and Accounting, 26(1), 1-23.

Zhou, X., Lin, Y., & Zhong, J. (2024). A six-factor asset pricing model of China's stock market from the perspective of institutional investors' dominance. International Journal of Emerging Markets, 19(7), 1940-1958. DOI: https://doi.org/10.1108/IJOEM-05-2022-0834

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Published

30-12-2024

Data Availability Statement

The data supporting the findings of this study are available upon reasonable request from the corresponding author

How to Cite

Naveed Khan, & Afeef, M. . (2024). Is Human Capital Premium Price in Asset Pricing? Insights from South Africa During the COVID-19 Era. Journal of Innovative Research in Management Sciences, 5(4), 1-24. https://doi.org/10.62270/jirms.v5i4.78