Pricing Intellectual Capital in Asset Pricing Models: A study on Shanghai Stock Exchange
DOI:
https://doi.org/10.22555/pbr.v26i1.1180Keywords:
Intellectual capital, CAPM, Fama-French model, IC augmented model, Shanghai Stock ExchangeAbstract
This study aims to examine the validity of intellectual capital as a priced risk factor in the asset pricing model. We have used the data of companies listed on the Shanghai Stock Exchange from 2000 to 2021. To test the models, time series as well as cross sectional analysis have been done using the Fama-MacBeth method. The results show that intellectual capital is a significant risk factor and after augmenting IC into asset pricing models improves the explanatory power to explain the variation in the stock returns. It further suggests that IC can be priced in the Chinese market, over and above what can be explained by covariance risk, size, value, investment and profitability factors.
References
Ali, F., Khurram, M. U. & Jiang, Y. (2019): The Five-Factor Asset Pricing Model Tests and Profitability and Investment Premiums: Evidence from Pakistan. Emerging Markets Finance and Trade, 57(9). https://doi.org/10.1080/1540496X.2019.1650738
Basu, S. (1977). Investment performance of common stocks in relation to their price earnings ratios a test of efficient market hypothesis.The Journal of Finance,32(3),663–682.https://doi.org/10.1111/j.1540-6261.1977.tb01979.x
Bayraktaroglu,A. E.,Calisir, F.&Baskak, M.(2019).Intellectual capital and firm performance An extended VAIC model.Journal of Intellectual Capital, 20(3), 406-425. https://doi.org/10.7441/joc.2010.01.10
Banz, R.W. (1981). The relationship between return and market value of common stocks. Journal of Financial Economics, 9(1), 3–18. 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 efficient market hypothesis. The Journal of Finance, 32(3), 663–682. https://doi.org/10.1111/j.1540-6261.1977.tb01979.x
Bayraktaroglu, A. E., Calisir, F. & Baskak, M. (2019). Intellectual capital and firm performance: an extended VAIC model. Journal of Intellectual Capital, 20(3), 406-425. https://doi.org/10.7441/joc.2010.01.10
Bhandari, L. C. (1988). Debt equity ratio and expected common stock returns:Empirical evidence. The journal of finance, 43(2), 507-528
Bhatti, U., & Hanif, M. (2010). Validity of Capital Assets Pricing Model: Evidence from KSE Pakistan. European Journal of Economics, Finance and Administrative Sciences, 20. Retrieved from https://ssrn.com/abstract=1544287
Bontis, N., & Fitz enz, J. (2002). Intellectual capital ROI: a causal map of human capital antecedents and consequents. Journal of Intellectual Capital, 3(3). https://doi.org/10.1108/14691930210435589
Bontis, N., Janosevic, S. & Dzenopoljac, V. (2015). Intellectual capital in Serbia’s hotel industry. International Journal of Contemporary Hospitality Management, 27 (6), 1365-1384. https://doi.org/10.1108/IJCHM-12-2013-0541
Bozbura, F.T. (2004). Measurement and application of intellectual capital in Turkey. The Learning Organization, 11, 357-367. https://doi.org/10.1108/09696470410538251
Black, F. (1972). Capital Market Equilibrium with Restricted Borrowing. Journal of Business, 45(3), 445-455. Retrieved from http://www.stat.ucla.edu/~nchristo/statistics_c183_c283/fischer_black_trace_out.pdf.
Chang, S. L., & Hsieh, J. (2011). The dynamics of intellectual capital in organizational development. African Journal of Business Management, 5(6),2345-2355. Retrieved from https://www.researchgate.net/publication/268374814 The_dynamics_of_intellectual_capital_in_organizational_development.
Clarke, M., Seng, D. & Whiting, R.H. (2011). Intellectual capital and firm performance in Australia. Journal of Intellectual Capital, 12(4), 505-530. https://doi.org/10.1108/14691931111181706
Curado, C. (2008). Perceptions of knowledge management and intellectual capital in the banking industry. Journal of Knowledge Management, 12 (3), 141-155. https://doi.org/10.1108/13673270810875921
Eraslan, V. (2013). Fama and french three-factor model: Evidence from istanbul stock exchange. Business and Economics Research Journal 4(2). Retrieved from https://ideas.repec.org/a/ris/buecrj/0116.html .
Fama, E. F., & French, K. R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47(2), 427–465. 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 conomics, 33. Retrieved from https://www.bauer.uh.edu/rsusmel/phd/Fama-French_JFE93.pdf.
Fama, E. F., & French, K. R. (1992). The cross-section of expected stock returns. The Journal of Finance, 47(2), 427–465. 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. Retrieved from https://www.bauer.uh.edu/rsusmel/phd/Fama-French_JFE93.pdf.
Fama, E. F., & French, K. R. (2012). Size, value, and momentum in international stock returns. Journal of Financial Economics, 105(3), 457-472. https://doi.org/10.1016/j.jfineco.2012.05.011
Fama, E. F., & French, K. R. (2015). A five-factor asset pricing model. Journal of Financial Economics, 116(1), 1–22. https://doi.org/10.1016/j.jfineco.2014.10.010
Fama, E. F., & French, K. R. (2017). International tests of a five factor asset pricing model. Journal of Financial Economics, 123(3), 441–463. https://doi.org/10.1016/j.jfineco.2016.11.004
Fama,E.F.,& MacBeth,J.D.(1973).Risk, return and equilibrium:empirical tests.The Journal Of Political Economy,81(3),607–636.
Ferreira, A.I. & Martinez, F.M. (2011). Intellectual capital: perceptions of productivity and investment. RAC Curitiba, 15, 249-260. https://doi.org/10.1590/S1415-65552011000200006
Foye, J. (2018). A comprehensive test of the Fama-French five factor model in emerging markets. Emerging Markets Review, 37, 199–222. https://doi.org/10.1016/j.ememar.2018.09.002
Florackis, C., Gregoriou, A., & Kostakis, A. (2011). Trading frequency and asset pricing on London Stock Exchange: evidence from a new price impact ratio.Journal of Banking and Finance,35,3335–3350 https://doi.org/10.1016/j.jbankfin.2011.05.014
Gates, S. & Langevin, P. (2010). Human capital measures, strategy, and performance: HR managers’ perceptions. Accounting, Auditing and Accountability Journal, 23(1), 111-132. https://doi.org/10.1108/09513571011010628
Guo, B., Zhang, W., Zhang, Y., and Zhang, H. (2017). The five-factor Asset pricing model tests for the Chinese stock market. Pacific-Basin Finance Journal, 43, 84–106. https://doi.org/10.1016/j.pacfin.2017.02.001
Griffin, J. M. (2002). Are the Fama and French Factors Global or Country Specific? The Review of Financial Studies, 15(3), 783–803. https://doi.org/10.1093/rfs/15.3.783
Haris, M., Yao, H., Tariq, G., Javaid, H. M., & Malik, A. (2018). The impact of intellectual capital and employee size on bank profitability: A comparative study of islamic and conventional banks in Pakistan. Pacific Business Review International, 11, 66-82.
Harvey, C., & Siddique, A. (2000). Conditional skewness in asset pricing tests. Journal of Finance, 55, 1263–1295. https://doi.org/10.1111/0022-1082.00247
Hassan, A, & Javed, M.T. (2011), Size and value premium in Pakistani equity market. African Journal of Business Management, 5(16), 6747-6755. https://doi.org/10.5897/AJBM10.817
Haugen, R.A. & Baker, N.L. (1996). Commonality in the determinants of expected stock returns. Journal of Financial Economics, 41(3), 401-439. Retrieved from https://quantitativeinvestment.com/documents/common.pdf.
Huang, T. L. (2019). Is the Fama and French five-factor model robust in the Chinese stock market? Asia Pacific Management Review, 24 (3), 278–289. https://doi.org/10.1016/j.apmrv.2018.10.002
Jensen, C. Black, F., & Scholes, M. S. (1972). The Capital Asset Pricing Model: Some Empirical Tests. Jensen, M. C. (Ed.),, Studies in the Theory of Capital Markets, Praeger Publishers Inc. Retrieved from https://ssrn.com/abstract=908569
Kaplan, R.S. & Norton, D.P. (1992). The Balanced Scorecard: measures that drive performance. Harvard Business Review, 70(1), 71-79. Retrieved from https://hbr.org/1992/01/the-balanced-scorecard-measures-that-drive-performance-2
Kehelwalatenna, S., & Premaratne, G. (2014). Intellectual capital performance and its long -run behavior: The US banking industry case. Taylor & Francis, 48(3), 313-333. https://doi.org/10.1080/00779954.2013.867796
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. https://doi.org/10.1016/j.heliyon.2023.e16328
Kubota, K., & Takehara, H. (2018). Does the Fama and French Five-Factor Model Work Well in Japan? Fama and French Five factor Model in Japan. International Review of Finance, 18(1). https://doi.org/10.1111/irfi.12126
Kostakis, A., Muhammad, K., & Siganos, A. (2012). Higher co-moments and asset pricing on London Stock Exchange. Journal of Banking and Finance, 36(3), 913–922. https://doi.org/10.1016/j.jbankfin.2011.10.002
Leite, A. L., Klotzle, M. C., Pinto, A. C. F., & Silva, A. F. D. (2018). Size, value, profitability,and investment: evidence from emerging markets. Emerging Markets Review, 36, 45–59. https://doi.org/10.1016/j.ememar.2018.04.006
Lin, Q. (2017). Noisy prices and the Fama-French five-factor asset pricing model in China. Emerging Markets Review, 31, 141–163. https://doi.org/10.1016/j.ememar.2017.04.002
Lintner, J. (1965). The valuation of risk assets and the selection of risky investments in stock portfolios and capital budgets. Review of Economics and Statistics, 47(1),13 -37.
Lohano, K. & Kashif, M. (2019). Testing asset pricing models on the Pakistan Stock Exchange. Business Review, 13(2), 1-19. https://doi.org/10.54784/1990-6587.1027
Luthy, D.H. (1998). Intellectual capital and its measurement. Retrieved from http://citeseerx.ist.psu.edu/viewdoc/download accessed 18 November 2020).
Maiti, M. &Balakrishnan, A. (2018). Is human asset the sixth factor? Journal of Economic Studies, 45(4), 710–737. https://doi.org/10.1108/JES-05-2017-0132
Maditinos, D., Chatzoudes, D., Tsairidis, C. and Theriou, G. (2011).The impact of intellectual capital on firms’ market value and financial performance. Journal of Intellectual Capital 12(1), 132-151. https://doi.org/10.1108/14691931111097944
Maji, S. G., & Goswami, M. (2016). Intellectual capital and firm performance in emerging economies: the case of India. Review of International Business and Strategy,26(3), 410-430. https://doi.org/10.1108/RIBS-03-2015-0019
Maharani, A. & Narsa, I. M. (2023). Six-factor plus intellectual capital in the capital asset pricing model and excess stock return: Empirical evidence in emerging stock markets. Cogent Economics & Finance, 11(2). https://doi.org/10.1080/23322039.2023.2252652
Markowitz, H. (1952). Portfolio selection. The Journal of Finance, 7(1), 77-91.
Medina, C. C., Cabrales, L. A. & Cabrera, V. R. (2011). Leveraging the innovative performance of human capital through HRM and social capital in Spanish firms. The International Journal of Human Resource Management, 22(4), 807-828. https://doi.org/10.1080/09585192.2011.555125
Meles, A., Porzio, C., Sampagnaro, G., & Verdoliva, V. (2016). The impact of the intellectual capital efficiency on commercial banks performance: Evidence from the US. Journal of Multinational Financial Management, 36, 64-74. https://doi.org/10.1016/j.mulfin.2016.04.003
Mirza,N.(2008).Size and value premium in Karachi Stock Exchange.Retrieved fromhttps://ideas.repec.org/p/lje/wpaper/1-2008.html.
Moreno, D., & Rodriguez, R. (2009). The value of coskewness in mutual fund performance evaluation. Journal of Banking and Finance 33, 1664–1676.
Molodchik, M., Shakina, E., & Bykova, A. (2012). Intellectual capital transformation evaluating model. Journal of Intellectual Capital, 13(4), 444-461. Retrieved from https://papers.ssrn.com/sol3/papers.cfm?abstract_id=2001345.
Nimtrakoon, S. (2015). The relationship between intellectual capital, firms’ market value and financial performance. Journal of Intellectual Capital. 16(3). https://doi.org/10.1108/JIC-09-2014-0104
Ngah, R., & Ibrahim, R. A. (2009). The relationship of Intellectual capital, innovation and organizational performance: a preliminary study in Malaysian SMEs. International Journal of Management Innovation Systems, 1(1). https://doi.org/10.5296/ijmis.v1i1.15
Pollet, J. M., & Wilson, M. (2008). How Does Size Affect Mutual Fund Behavior? The Journal of Finance, 63(6). https://doi.org/10.1111/j.1540-6261.2008.01417.x
Pulic,A. (1998). Measuring the performance of intellectual potential in the knowledge economy. 2nd McMaster World Congress on Measuring and Managing Intellectual Capital, McMaster University, Hamilton.Retrieved from https://www.academia.edu/8959823.
Pulic, A. (2000). VAICTM an accounting tool for IC management. International Journal of Technology Management, 20(5), 149-155. https://doi.org/10.1504/IJTM.2000.002891.
Pulic, A. (2004). Intellectual capital–does it create or destroy value? Measuring Business Excellence, 8(1), 62-68. https://doi.org/10.1108/13683040410524757
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): 129–76.https://doi.org/10.1016/0304-405X(77)90009-5
Roos, J., Roos, G., Edvinsson, L., & Dragonetti, N. C. (1997). Intellectual Capital: Navigating in the New Business Landscape. Macmillan Publications. Retrieved from https://www.researchgate.net/publication/274392624
Rosenberg, B., Reid, K., & Lanstein, R. (1985). Persuasive evidence of market inefficiency.Journal of Portfolio Management, 11(3), 9–16.https://doi.org/10.3905/jpm.1985.409007
Ross,S.A. (1976). The arbitrage theory of capital asset pricing. Journal of Economic Theory,13(3), 341-360. https://doi.org/10.1016/0022-0531(76)90046-6
Rossi,F.(2012).The three-factor model:Evidence from the Italian stock market.Research Journal of Finance and Accounting, 3(9),151-160.Retrieved from https://www.iiste.org/Journals/index.php/RJFA/article/view/3163 .
Roy, R. (2021). A six-factor asset pricing model: The Japanese evidence. Financial Planning Review, 4(1). https://doi.org/10.1002/cfp2.1109
Roy,R.,& Shijin S.(2019). Is Human Capital the Sixth Factor?Evidence from US Data. ACRN Journal of Finance and Risk Perspectives,8, 21-55. https://doi.org/10.35944/jofrp.2019.8.1.002
Roy, R., & Shijin, S. (2018a). Dissecting anomalies and dynamic human capital: The global evidence. Borsa Istanbul Review, 18(1), 1–32. https://doi.org/10.1016/j.bir.2017.08.005
Roy,R.&Shijin,S.(2018b).A six-factor asset pricing model Borsa Istanbul Review,18 (3),1-32. https://doi.org/10.1016/j.bir.2018.02.001
Saeed, S., Rasid, S. Z. & Basiruddin, R (2016). Relationship between intellectual capital and corporate performance of top Pakistani companies: an empirical evidence. International Journal of Learning and Intellectual Capital, 13(4), 376-396. https://doi.org/10.1504/IJLIC.2016.079362
Sardo, F., & Serrasqueiro, Z. (2017). A European empirical study of the relationship between firms’ intellectual capital, financial performance and market value. Journal of Intellectual Capital, 18(4). https://doi.org/10.1108/JIC-10-2016-0105
Shahawy,S.&Wahba,H.(2021).An examination of intellectual capital in Asset Pricing:An empirical study on EGX100. International Journal of Scientific andTechnology Research,10(10).Retrieved from https://www.researchgate.net/publication/356835840
Sharpe, W.F. (1964). Capital asset prices: a theory of market equilibrium under conditions of risk. Journal of Finance, 19(3), 425–442. https://doi.org/10.1111/j.1540-6261.1964.tb02865.x
Shih, K., H., Lin, C. W., & Lin, B. (2011). Assessing the quality gap of intellectual capital in banks. Total Quality Management & Business Excellence, 22(3), 289-303. https://doi.org/10.1080/14783363.2010.530814
Soares, N., & Stark, A.W. (2009). The accruals anomaly – can implementable portfolio strategies be developed that are profitable net of transaction costs in the UK? Accounting and Business Research, 39, 321–345. https://doi.org/10.1080/00014788.2009.9663371
Soetanto, T., & Liem, P. F. (2019). Intellectual capital in Indonesia: dynamic panel approach. Journal of Asia Business Studies, 13(1). https://doi.org/10.1108/JABS-02-2018-0059
Silva, S., Roma, C. M., & Iquiapaza, R. (2020). Portfolio turnover and performance of equity investment funds in Brazil. Revista Contabilidade & Finanças,31(83), 332-347. https://doi.org/10.1590/1808-057x201909420
Stewart, G. B. (1994). EVA: Fact and fantasy. Journal of Applied Corporate Finance, 7, 71-84.
Tan, H.P., Plowman, D. & Hancock, P. (2008). The evolving research on intellectual capital. Journal of Intellectual Capital, 9(4), 585-608. https://doi.org/10.1108/14691930810913177
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), https://doi.org/10.3390/risks11040065
Wang, W. & Chang, C. (2005). Intellectual capital and performance in causal models. Journal of Intellectual Capital, 6(2), 222-236. https://doi.org/10.1108/14691930510592816
Weqar, F., Sofi, Z. A. & Haque, S. M. I (2020). Nexus between intellectual capital and business performance: Evidence from India. Asian Journal of Accounting Research, 6(2).https://doi.org/10.1108/AJAR-07-2020-0064
Weqar, F., & Haque, S.M.I. (2022). The influence of intellectual capital on Indian firms’ financial performance. Int. J. Learning and Intellectual Capital, 19(2). 169-188. https://doi.org/10.1504/IJLIC.2021.10039514
Vidyarthi, H. (2019). Dynamics of intellectual capitals and bank efficiency in India. The Service Industries Journal, 39(1), 1-24. https://doi.org/10.1080/02642069.2018.1435641
Vishnu, S., & Gupta, V. K. (2014). Intellectual capital and performance of pharmaceutical firms in India. Journal of Intellectual Capital, 15(1), 83-99. https://doi.org/10.1108/JIC-04-2013-0049
Xu, J., & Wang, B. H. (2018). Intellectual Capital, Financial Performance and Companies’ Sustainable Growth: Evidence from the Korean Manufacturing Industry. Sustainability, 10(12). https://doi.org/10.3390/su10124651
Xu,J.,Haris,M.&Liu,F.(2023).Intellectual capital efficiency&firms’ financial performance based on business life cycle.Journal of IntellectualCapital,24(3),653-682.https://doi.org/10.1108/JIC-12-2020-0383
Xu, J. & Liu, F. (2021). Nexus between intellectual capital and financial performance: an investigation of Chinese manufacturing industry. Journal of Business Economics and Management, 22(1). 217-235. https://doi.org/10.3846/jbem.2020.13888
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