DBA, Department of Business Management, National Sun Yat-sen University; Department of Banking and Finance, National Chi Nan University; CTBC Bank; Financial Technology Applications Program, Ming Chuan University
過去文獻普遍指出傳統的價值與動能策略在台灣市場並不具有獲利性,本文為首篇檢驗此二交易策略的崩盤風險之研究,俾提供此二交易策略缺乏有效性之可能原因。在1982年7月至2015年12月的樣本期間內,實證結果發現此二策略在台灣市場皆存在極端的異常損失。然而,此二現象在時間序列上的暴險程度並不相同,符合Asness et al. (2013)提出價值與動能存在互補效果之論點。我們進一步檢驗Asness et al. (2013)所提出之價值與動能簡單合併策略之獲利性,發現此合併策略並無法提升獲利性,在運用Daniel & Moskowitz (2016)的動態風險權重調整下,則可提升獲利性並降低崩盤風險。本文之結果凸顯動態的風險管理對運用交易策略於台灣市場之必要性。
(162_M64917be7c76f9_Abs.pdf(檔案不存在))價值投資、動能投資、崩盤風險、動態權重調整
While value and momentum are prevalent and pervasive strategies in U.S. and major markets, their unprofitability in the Taiwan stock market has been widely documented in the literature. To provide a plausible explanation for the absence of the two strategies, we examine the crash risk for both strategies. The evidence indicates that value and momentum both experienced severe crashes from July 1982 to December 2015. However, they exhibit different patterns in time-series exposure to crash risk, indicating that their return patterns are negatively correlated. We accordingly follow Asness et al. (2013) to examine whether a 50-50 combined strategy that invests in both value and momentum generates significant profitability. The answer is negative. Applying Daniel & Moskowitz’s (2016) dynamic weighting approach, we show that the combined strategy becomes remarkably profitable and is not subject to crash risk during panic periods. Our results highlight the importance of dynamic risk management to trading strategies in Taiwan.
(162_M64917be7c76f9_Abs.pdf(檔案不存在))Value Investing, Momentum Investing, Crash Risk, Dynamic Weighting Adjustment
方智強、姚明慶,1998,「台灣上市公司的淨值市價比現象」,管理學報,10卷3期:367~391。(Fang, C.-C. and Yau, M.-C., 1998, “The Book-to-market Phenomenon in Taiwan,” Journal of Management and Business Research, Vol. 10, No. 3, 367-391.)
王麗惠、郭憲章、吳壽山,2009,「公司報酬演化階段與市價淨值比溢酬現象之探討」,證券市場發展季刊,21卷3期:1~24。(Wang, L.-H., Kuo, H.-C., and Wu, S., 2009, “The Link between Return-stages Valuation and Price-to-book Ratio Anomaly,” Review of Securities and Futures Markets, Vol. 21, No. 3, 1-24.)
李春安,1999,「後見之明心理與股市反應不足,過度反應理論」,中國財務學刊,7卷1期:17~58。(Li, C.-A., 1999, “A Model of Hindsight, and Security Market Underreaction/ Overreaction,” Journal of Financial Studies, Vol. 7, No. 1, 17-58.)
李春安、羅進水、蘇永裕,2006,「動能策略報酬、投資人情緒與景氣循環之研究」,財務金融學刊,14卷2期:73~109。(Li, C.-A., Luo, J.-S., and Su, Y.-Y., 2006, “Momentum Returns, Investor Sentiments and Business Cycle,” Journal of Financial Studies, Vol. 14, No. 2, 73-109.)
周賓凰、劉怡芬,2000,「臺灣股市橫斷面報酬率解釋因子:特徵、單因子、或多因子」,證券市場發展季刊,12卷1期:1~32。(Chou, P.-H. and Liu, Y.-F., 2000, “The Cross Section of Expected Returns in Taiwan: Characteristics, Single Factor, or Multi Factors?” Review of Securities and Futures Markets, Vol. 12, No. 1, 1-32.)
周德瑋、林霖、林彥志、王衍智,2008,「價值溢酬原因之探討」,管理評論,27卷4期:57~58。(Chou, D.-W., Lin, L., Lin, Y.-C., and Wang, Y.-Z., 2008, “The Sources of Value Premiums-Fundamental Analysis Approach,” Management Review, Vol. 27, No. 4, 57-58.)
林哲鵬、李春安、葉智丞,2012,「投資人情緒與價格動能之關聯性」,管理與系統,19卷4期:729~759。(Lin, C.-P., Li, C.-A., and Yeh, C.-C., 2012, “The Relationship between Investor Sentiment and Price Momentum,” Journal of Management & Systems, Vol. 19, No. 4, 729-759)
林哲鵬、黃昭祥、李春安,2006,「機構投資人行為與台灣股市報酬的關聯性」,財務金融學刊,14卷2期:111~150。(Lin, C.-P., Huang, C.-H., and Li, C.-A., 2006, “The Relationship between Institutional Investors’ Behavior and Stock Returns in Taiwan,” Journal of Financial Studies, Vol. 14, No. 2, 111-150.)
洪茂蔚、林宜勉、劉志諒,2007,「動能投資策略之獲利性與影響因素」,中山管理評論,15卷3期:515~546。(Hung, M.-W., Lin, Y.-M., and Liu, C.-L., 2007, “The Profitability and the Determinants of Momentum Investment Strategy,” Sun Yat-sen Management Review, Vol. 15, No. 3, 515-546.)
洪振虔,2011,「交易量和報酬之關係與交易策略」,中山管理評論,19卷2期:305~342。(Hung, C.-C., 2011, “Volume-return Relation and Trading Strategy,” Sun Yat-sen Management Review, Vol. 19, No. 2, 305-342.)
許光華、李見發、嚴宗銘、吳采真,2010,「價值股與成長股的投資策略分析-考量股市循環之實證」,商管科技季刊,11卷4期:421~456。(Hsu, K.-H., Li, J.-F., Yan, T.-M., Wu, T.-C., 2010, “Value Investing and Growth Investing Regimes-Evidence from the Stock Market Cycles,” Commerce & Management Quarterly, Vol. 11, No. 4, 421-456.)
楊念慈、柯冠成、林霖,2018,「殘差動能與投資人情緒」,管理學報,35卷4期:453~480。(Yang, N.-T., Ko, K.-C., and Lin, L., 2018, “Residual Momentum and Investor Sentiment,” Journal of Management and Business Research, Vol. 35, No. 4, 453-480.)
劉玉珍、劉維琪、謝政能,1993,「台灣股市過度反應之實證研究」,臺大管理論叢,4卷1期:105~146。(Liu, Y.-J., Liu, V. W., Hsieh, J.-N., 1993, “An Empirical Evidence on Stock Overreaction in Taiwan Stock Market,” NTU Management Review, Vol. 4, No. 1, 105-146.)
蕭朝興、尤靜華、簡靖萱,2008,「台灣股市的動量效應投資人的下單策略」,交大管理學報,28卷1期:131~168。(Chiao, C.-S., Yu, C.-H., and Chien, J.-S., 2008, “The Momentum Effect and the Corresponding Investors’ Order Submission Strategies in the Taiwan Stock Market,” Chiao Da Management Review, Vol. 28, No. 1, 131-168.)
顧廣平,2005,「單因子、三因子或四因子模式?」,證券市場發展季刊,17卷2期:101~146。(Ku, K.-P., 2005, “One-factor, Three-factor, or Four-factor Models?” Review of Securities and Futures Markets, Vol. 17, No. 2, 101-146.)
Asness, C. S., Moskowitz, T. J., and Pedersen, L. H., 2013, “Value and Momentum Everywhere,” Journal of Finance, Vol. 68, No. 3, 929-985.
Barberis, N., Shleifer A., and Vishny, R., 1998, “A Model of Investor Sentiment,” Journal of Financial Economics, Vol. 49, No. 3, 307-343.
Barroso, P. and Santa-Clara, P., 2015, “Momentum Has Its Moments,” Journal of Financial Economics, Vol. 116, No. 1, 111-120.
Brown, S., Rhee, S. G., and Zhang, L., 2008, “The Return to Value in Asian Stock Markets,” Emerging Markets Review, Vol. 9, No. 3, 194-205.
Cassuto, A. E., 1995, “Non-normal Error Patterns: How to Handle Them,” Journal of Business Forecasting: Methods and Systems, Vol. 14, No. 2, 15-16.
Chan, K., Hameed, A., and Tong, W., 2000, “Profitability of Momentum Strategies in the International Equity Markets,” Journal of Financial and Quantitative Analysis, Vol. 35, No. 2, 153-172.
Chan, L. K. C. and Lakonishok, J., 2004, “Value and Growth Investing: Review and Update,” Financial Analysts Journal, Vol. 60, No. 1, 71-86.
Chen, N. F. and Zhang, F., 1998, “Risk and Return of Value Stocks,” Journal of Business, Vol. 71, No. 4, 501-535.
Chui, A. C. W., Titman, S., and Wei, K. C. J., 2010, “Individualism and Momentum around the World,” Journal of Finance, Vol. 65, No. 1, 361-392.
Cooper, M. J., Gutierrez Jr., R., and Hameed, A., 2004, “Market States and Momentum,” Journal of Finance, Vol. 59, No. 3, 1345-1365.
Daniel, K. D., Hirshleifer, D. A., and Subrahmanyam, A., 1998, “Investor Psychology and Security Market Under- and Overreactions,” Journal of Finance, Vol. 53, No. 6, 1839-1885.
Daniel, K. and Moskowitz, T. J., 2016, “Momentum Crashes,” Journal of Financial Economics, Vol. 122, No. 2, 221-247.
Ding, D. K., Chua, J. L., and Fetherston, T. A., 2005, “The Performance of Value and Growth Portfolios in East Asia before the Asian Financial Crisis,” Pacific-Basin Finance Journal, Vol. 13, No. 2, 185-199.
Du, D., Huang, Z., and Liao, B.-S., 2009, “Why is There No Momentum in the Taiwan Stock Market?” Journal of Economics and Business, Vol. 61, No. 2, 140-152.
Fama, E. F. and French, K. R., 1992, “The Cross-section of Expected Stock Returns,” Journal of Finance, Vol. 47, No. 2, 427-465.
Fama, E. F. and French, K. R., 1998, “Value versus Growth: The International Evidence,” Journal of Finance, Vol. 53, No. 6, 1975-1999.
Fama, E. F. and French, K. R., 2012, “Size, Value, and Momentum in International Stock Returns,” Journal of Financial Economics, Vol. 105, No. 3, 457-472.
Fong, W. M., 2012, “Do Expected Business Conditions Explain the Value Premium?” Journal of Financial Markets, Vol. 15, No. 2, 181-206.
Glosten, L. R., Jagannathan, R., and Runkle, D. E., 1993, “On the Relation between the Expected Value and the Volatility of the Nominal Excess Return on Stocks,” Journal of Finance, Vol. 48, No. 5, 1779-1801.
Grundy, B. D. and Martin, J. S., 2001, “Understanding the Nature of the Risks and the Source of the Rewards to Momentum Investing,” Review of Financial Studies, Vol. 14, No. 1, 29-78.
Gulen, H., Xing, Y., and Zhang, L., 2011, “Value versus Growth: Time‐varying Expected Stock Returns,” Financial Management, Vol. 40, No. 2, 381-407.
Guo, H., Savickas, R., Wang, Z., and Yang, J., 2009, “Is the Value Premium a Proxy for Time-varying Investment Opportunities? Some Time-series Evidence,” Journal of Financial and Quantitative Analysis, Vol. 44, No. 1, 133-154.
Hameed, A. and Kusnadi, Y., 2002, “Momentum Strategies: Evidence from Pacific Basin Stock Markets,” Journal of Financial Research, Vol. 25, No. 3, 383-397.
Hong, H. and Stein, J. C., 1999, “A Unified theory of Underreaction, Momentum Trading, and Overreaction in Asset Markets,” Journal of Finance, Vol. 54, No. 6, 2143-2184.
Jegadeesh, N., 1990, “Evidence of Predictable Behavior of Security Returns,” Journal of Finance, Vol. 45, No. 3, 881-898.
Jegadeesh, N. and Titman, S., 1993, “Returns to Buying Winners and Selling Losers: Implications for Stock Market Efficiency,” Journal of Finance, Vol. 48, No. 1, 65-91.
Ko, K.-C., Lin, S.-J., Su, H.-J., and Chang, H.-H., 2014, “Value Investing and Technical Analysis in Taiwan Stock Market,” Pacific-Basin Finance Journal, Vol. 26, 14-36.
Lehmann, B. N., 1990, “Fads, Martingales, and Market Efficiency,” Quarterly Journal of Economics, Vol. 105, No. 1, 1-28.
Li, X., Brooks, C., and Miffre, J., 2009, “The Value Premium and Time‐varying Volatility,” Journal of Business Finance & Accounting, Vol. 36, No. 9-10, 1252-1272.
Lin, C., Ko, K.-C., Feng, Z.-H., and Yang, N.-T., 2016, “Market Dynamics and Momentum in the Taiwan Stock Market,” Pacific-Basin Finance Journal, Vol. 38, 59-75.
Mandelbrot, B., 1963, “The Variation of Certain Speculative Prices,” Journal of Business, Vol. 36, No. 4, 394-419.
Newey, W. K. and West, K. D., 1987, “A Simple, Positive Semi-definite, Heteroskedasticity and Autocorrelation Consistent Covariance Matrix,” Econometrica, Vol. 55, No. 3, 703-708.
Rouwenhorst, K. G., 1998, “International Momentum Strategies,” Journal of Finance, Vol. 53, No. 1, 267-284.
Stivers, C. and Sun, L., 2010, “Cross-sectional Return Dispersion and Time Variation in Value and Momentum Premiums,” Journal of Financial and Quantitative Analysis, Vol. 45, No. 4, 987-1014.
Subrahmanyam, A., 2018, “Equity Market Momentum: A Synthesis of the Literature and Suggestions for Future Work,” Pacific-Basin Finance Journal, Vol. 51, 291-296.
Wang, K. Q. and Xu, J., 2015, “Market Volatility and Momentum,” Journal of Empirical Finance, Vol. 30, 79-91.
Yang, N.-T., Ko, K.-C., Lee, H.-T., and Lin, K.-Z., 2018, “Economic States, Downside risk, and Momentum in the Taiwan Stock Market,” Journal of Financial Studies, Vol. 26, No. 4, 101-130.