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研究生:謝松霖
研究生(外文):Song-Lin Hsieh
論文名稱:特異波動率與報酬波動率之關係:近期趨勢與動態之研究
論文名稱(外文):Relationship between Idiosyncratic Volatility and Return Volatility: Recent trend and dynamics
指導教授:黃宜侯教授、王衍智教授、吳志強教授
指導教授(外文):Dr. Alex YiHou Huang, Dr. Yanzhi Wang, and Dr. Chih-Chiang Wu
口試委員:胡星陽教授辛敬文教授何耕宇教授葉錦徽教授
口試委員(外文):Dr. Shing-yang HuDr. C. HsinDr. Keng-Yu HoDr. Jin-Huei Yeh
口試日期:2013-06-20
學位類別:博士
校院名稱:元智大學
系所名稱:管理學院博士班
學門:商業及管理學門
學類:其他商業及管理學類
論文種類:學術論文
論文出版年:2013
畢業學年度:101
語文別:英文
論文頁數:143
中文關鍵詞:特異波動率報酬波動率因子模型無法觀察資訊程度
外文關鍵詞:Idiosyncratic volatilityReturn volatilityFactor modelLevel of Unobserved Information
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  • 被引用被引用:2
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本篇研究嘗試去檢驗股票報酬波動率與特異波動率之間的關係,我們發現股票報酬波動率中特異波動率占有相當大的比例,這樣的情形於CAPM、Fama-French三因子與Q-theory (Chen et al. (2011))等資產定價模型當中都相當一致。本研究定義特異波動率除以股票報酬波動率為無法觀察資訊程度(Level of Unobserved Information(簡稱為 LUI)),實證結果顯示當公司有較低的會計管理裁量權、較低的實質選擇權價值以及較低的資訊不對稱,LUI會顯著地隨著時間經過而降低會,本研究的結果說明投資者會因為學習效果而使得LUI有顯著的下降,這樣的情形在控制公司特徵因素之後依然不變。LUI於1990年代明顯增加,而於2000年以後開始下降。
This study tests the relationship between stock return volatility and idiosyncratic volatility. Using asset pricing models, including CAPM, Fama-French and Q-factor models, we find that idiosyncratic volatility constitutes great portion of return volatility. Data support that Level of Unobserved Information (hereafter LUI), which is equal to idiosyncratic volatility divided by return volatility, declines more significantly over time when firms have lower managerial discretion, lower value of real option, and lower information uncertainty. Our results suggest that LUI is significantly decrease duo to learning. The relations persist after we control for size, book-to-market, illiqudity, investment and profitability factors. LUI increases in the 1990s and then decreases in the 2000s.
ABSTRACT........................ .i
ACKNOWLEDGEMENTS................iii
CONTENT...........................v
LIST OF FIGURES..................vi
LIST OF TABLES..................vii
1. Introduction ............1
2. Literature review ........5
2.1 Factor models ...........5
2.2 Idiosyncratic volatility..6
2.3 Learning..................12
3. Data and methodology.....14
3.1 Data......................14
3.2 Fama-French three-factor model.......15
3.3 Q-theory model ......................16
3.4 Definition of Level of Unobserved Information.....................................19
3.5 Regression Model….......................20
4. Empirical results....................................24
4.1 Characteristics of Idiosyncratic Volatility.......24
4.2 Portfolio sampling..................29
4.3 Characteristics of LUI.....................31
4.4 Regression Outcomes.................................34
5. Conclusion...........................41
References..................................44
Appendix A:Correlation Matrix of Regression Model (9) from 2000 to 2010.....................131
Appendix B:Correlation Matrix of Regression Model (9) from 1990 to 1999.....................133
Appendix C:One Factor Panel Regression on LUICAPM from 1990 to 1999........................135
Appendix D:One Factor Panel Regression on LUIFama-French from1990 to 1999...................138
Appendix E:One Factor Panel Regression on LUIQ from 1990 to 1999..............................141 
LIST OF TABLES
Table 1: Descriptive statistics of the investment factor and the ROE factor............................52
Table 2: Summary statistics: Monthly sample size.....54
Table 3: Monthly aggregate return volatility and aggregate idiosyncratic volatility................55
Table 4: Correlation matrix of monthly aggregate return volatility and aggregate idiosyncratic volatility....57
Table 5: Correlation matrix of aggregate return volatility and aggregate idiosyncratic volatility of top and bottom 30 firms selected by Size, BM ratio, ROE ratio, and IA ratio…………………………….……………………………...……………….…..58
Table 6: Fama and MacBeth regression of aggregate return volatility and aggregate idiosyncratic volatility……………………………………………………60
Table 7: Fama and MacBeth regression of aggregate return volatility and aggregate idiosyncratic volatility with illiquidity measure………………………………………….......65
Table 8: Fama and MacBeth regression of aggregate return volatility and aggregate idiosyncratic volatility with MSE..................................66
Table 9: Correlation matrix of aggregate return volatility and aggregate idiosyncratic volatility with portfolio method.............................68
Table 10: Summary Statistics........... ......72
Table 11: Correlation with LUICAPM and △LUICAPM.......... ...............................73
Table 12: Correlation with LUIFama-French and △LUIFama-French..........................................74
Table 13: Correlation with LUIQ and △LUIQ.........................................75
Table 14: One Factor Panel Regression on LUICAPM from 2000 to 2010...............................76
Table 15: One Factor Panel Regression on LUIFama-French from 2000 to 2010...........................79
Table 16: One Factor Panel Regression on LUIQ from 2000 to 2010......................................82
Table 17: One Factors Panel Regression on the △LUICAPM from 2000 to 2010...................85
Table 18: One Factors Panel Regression on the △LUIFama-French from 2000 to 2010………....88
Table 19: One Factors Panel Regression on the △LUIQ from 2000 to 2010..........................91
Table 20: Multiple Factor Panel Regression on LUICAPM from 2000 to 2010........................92
Table 21: Multiple Factor Panel Regression on LUIFama-French from 2000 to 2010...................96
Table 22: Multiple Factor Panel Regression on LUIQ from 2000 to 2010...............................98
Table 23: Multiple Factors Panel Regression on the △LUICAPM from 2000 to 2010........................100
Table 24: Multiple Factors Panel Regression on the △LUIFama-French from 2000 to 2010..................102
Table 25: Multiple Factors Panel Regression on the △LUIQ from 2000 to 2010...................104 
LIST OF FIGURES
Figure 1: Monthly sample size...............106
Figure 2: Monthly aggregate return volatility and aggregate idiosyncratic volatility............107
Figure 3: 12 month moving average of Aggregate LUI using portfolio method with different sampling size............110
Figure 4: 12 month moving average of Aggregate LUI using portfolio method with different model................113
Figure 5: Trend of LUI ranked by DAV from 2000 to 2010…120
Figure 6: Trend of LUI ranked by PMEV from 2000 to 2010..121
Figure 7: Trend of LUI ranked by CorrPD from 2000 to 2010......122
Figure 8: Trend of LUI ranked by EV from 2000 to 2010....123
Figure 9: Trend of LUI ranked by R&D from 2000 to 2010...124
Figure 10: Trend of LUI ranked by Leverage from 2000 to 2010..............125
Figure 11: Trend of LUI ranked by Age from 2000 to 2010….126
Figure 12: Trend of LUI ranked by Sales Growth from 2000 to 2010................127
Figure 13: Trend of LUI ranked by COV from 2000 to 2010..128
Figure 14: Trend of LUI ranked by DISP from 2000 to 2010.129
Figure 15: Trend of LUI ranked by CVOL from 2000 to 2010....................130
1. Amihud, Yakov, 2002, Illiquidity and stock returns: Cross-section and time-series effects, Journal of Financial Markets 5, 31-56.
2. Amihud, Yakov, and Haim Mendlson, 1986, Asset pricing and the bid-ask spread, Journal of Financial Economics 15, 223-249.
3. Ang, Andrew, Robert J. Hodrick, Yuhang Xing, and Xiaoyan Zhang, 2006, The cross-section of volatility and expected returns, Journal of Finance 61, 259-299.
4. Ang, Andrew, R. Hodrick, Y. Xing, and X. Zhang, 2009, High Idiosyncratic Volatility and Low Returns: International and Further US Evidence, Journal of Financial Economics 91, 1-23.
5. Angelidis, Timotheos, and Nikolaos Tessaromatis, 2008, Idiosyncratic volatility and equity returns: UK evidence, International Review of Financial Analysis 17, 539-556.
6. Arena, Matteo P., K S. Haggard, and Xuemin S. Yan, 2008, Price momentum and idiosyncratic volatility, Financial Review 43, 159-190.
7. Baele, L., Bekaert, G., and K. Inghelbrecht, 2010, The Determinants of Stock and Bond Return Comovements, Review of Financial Studies, 23, 2374-2428.
8. Bali, Turan G., and Nusret Cakici, 2008, Idiosyncratic volatility and the cross section of expected returns, Journal of Financial and Quantitative Analysis 43,29-58.
9. Bali, Turan G., Nusret Cakici, Xuemin Yan, and Zhe Zhang, 2005, Does idiosyncratic risk really matter?, Journal of Finance 60, 905-929.
10. Banz, R., Breen, W.J., 1986, Sample-dependent results using accounting and market data: some evidence, Journal of Finance 41, 779-793.
11. Barber, Bred M., and Terrance Odean, 2000, Trading is hazardous to your wealth: The common stock investment performance of individual investors, Journal of Finance 55, 773-806.
12.Bekaert, Geert, Hodrick, Robert J., and Zhang, Xiaoyan, 2012, Aggregate Idiosyncratic Volatility, Journal of Financial and Quantitative Analysis, 47, 1155-1185.
13. Benartzi, Shlomo, and Richard H. Thaler, 2001, Naïve diversification strategies in defined contribution saving plan, American Economic Review 91, 79-98.
14. Black, Fisher, and Myron S. Scholes, 1973, The pricing of options and corporate liabilities, Journal of Political Economy 81, 637-659.
15.Brandt, M. W., A. Brav, J. Graham, and A. Kumar, 2010, The Idiosyncratic Volatility Puzzle: Time Trend or Speculative Episodes? Review of Financial Studies, 23, 863-899.
16. Bollerslev, T., Tauchen, G. E., and Zhou, H., 2009, Expected Stock Returns and Variance Risk Premia, Review of Financial Studies, 22, 4463-4492.
17. Boubaker, Adel, and Mezhoud, Mediha., 2012, Determinants of the IPO Decision: French Context, Journal of Business Studies Quarterly 4, 166-180.
18. Boubaker, Adel, and Mezhoud, Mediha., 2007, Determinants of Idiosyncratic Volatility for Biotech IPO Firms, Financial Management 36, 107-122.
19. Brockman, Paul, and Maria G. Schutte, 2007, Is idiosyncratic volatility priced? The international evidence, Working Paper, University of Missouri-Columbia.
20. Brown, G., and N. Kapadia, 2007, Firm-Specific Risk and Equity Market Development, Journal of Financial Economics, 84, 358-388.
21. Campbell, John Y., Martin Lettau, Burton G. Malkiel, and Yexiao Xu, 2001, Have individual stocks become more volatile? An empirical exploration of idiosyncratic risk, Journal of Finance 56, 1-44.
22. Cao, C., T. Simin and J. Zhao, 2007, Can Growth Options Explain the Trend in Idiosyncratic Risk? Review of Financial Studies, 2599-2633.
23. Carhart, Mark M, 1997, On persistence in mutual fund performance, Journal of Finance 52, 57-82.
24. Chen, Changling, Huang, Alan Guoming, and Jha, Ranjini, 2012, Idiosyncratic Return Volatility and the Information Quality Underlying Managerial Discretion, Journal of Financial and Quantitative Analysis 47, 873-899.
25. Chen, Long, Robert Novy-Marx, and Lu Zhang, 2011, An Alternative Three-Factor Model, Working Paper, The Ohio State University and NBER
26. Chichernea, Doina, Petkevich, Alex, and Reca, Blerina Bela, 2013, Idiosyncratic Volatility, Institutional Ownership, and Investment Horizon, SSRN Working Paper Series.
27. Chordia, Tarun, Subrahmanyam, Avanidhar, and Tong, Qing., 2013, Trends in the cross-section of expected stock returns, SSRN Working Paper Series.
28. Cochrane, John H., 1991, Production-based asset pricing and the link between stock returns and economic fluctuations, Journal of Finance 46, 209–237.
29. Daniel, Kent, and Sheridan Titman, 1997, Evidence on the characteristics of cross sectional variation in stock returns, Journal of Finance 52, 1-33.
30. Davis, J.L., 2001, Mutual Fund Performance and Manager Style, Financial Analysts Journal 57, 19-27.
31. Dechow, P. M.; R. Sloan; and A. Sweeney. “Detecting Earnings Management.” The Accounting Review 70 (1995), 193–226.
32. Diether, K.B., Malloy, C.J., Scherbina, A., 2002. Differences of opinion and the cross section of stock returns. Journal of Finance 57, 2113–2141.
33. Doran, James S., Jiang, Danling, and Peterson, David R., 2013, Short-Sale Constraints and the Idiosyncratic Volatility Puzzle: An Event Study Approach, SSRN Working Paper Series.
34. Douglas, George W, 1969, Risk in the equity markets: An empirical appraisal of market efficiency, Yale Economic Essays 9, 3-45.
35. Ecker, Frank, Francis, Jennifer, and Kim, Irene, 2006, A Returns-Based Representation of Earnings Quality, The Accounting Review 81, 749-780.
36. Fama, Eugene F., and Kenneth R. French, 1992, The cross-section of expected stock returns, Journal of Finance 48, 427-465.
37. Fama, Eugene F., and Kenneth R. French, 1993, Common risk factors in the returns on stocks and bonds, Journal of Financial Economics 33, 3-56.
38. Fama, Eugen F., and James D. MacBeth, 1973, Risk, return, and equilibrium: Empirical tests, Journal of Political Economy 81, 607-636.
39. Fink, J., K. Fink, G. Grullon, and J. Weston, 2010, What Drove the Increase in Idiosyncratic Volatility during the Internet Boom?, Journal of Financial and Quantitative Analysis, 45, 1253-1278.
40. Frieder, Laura, and Jiang, George, 2013, Separating Up from Down: New Evidence on the Idiosyncratic Volatility - Return Relation, SSRN Working Paper Series.
41. Fu, Fangjian, 2009, Idiosyncratic risk and the cross-section of expected stock returns, Journal of Financial Economics 91, 24-37.
42. Goetzmann, Willian N., and Alok Kumar, 2004, Why do individual investors hold under-diversified portfolios?, Working Paper, Yale University.
43. Goyal, Amit, and Pedro Santa-Clara, 2003, Idiosyncratic risk matters! Journal of Finance 58, 975-1008.
44. Graham, John, Campbell Harvey, and Shivaram Rajgopal, 2005, The economic implications of corporate financial reporting, Journal of Accounting and Economics 40, 3-73.
45. Grullon, Gustavo, Lyandres, Evgeny, and Zhdanov, Alexei, 2012, Real Options, Volatility, and Stock Returns. Journal of Finance 4, 1499–1537.
46. Guo, Hui, and Robert Savickas, 2003, Does idiosyncratic risk matter: Another look, Working Paper, Federal Reserve Bank of St. Louis.
47. Guo, Hui, and Robert Savickas, 2008, Average Idiosyncratic Volatility in G7 Countries, Review of Financial Studies, 21, 1259-1296.
48. Hamao, Yasushi, Jianping Mei, and Yexiao Xu, 2002, Idiosyncratic risk and creative destruction in Japan, Working Paper, Marshall School of Business, University of South California, Los Angeles, CA.
49. Han, Y. and D. Lesmond, 2011, Liquidity Biases and the Pricing ofCross-Sectional IdiosyncraticVolatility, Review of Financial Studies 24, 1590-1629.
50. Ho, Thomas, and Hans Stoll, 1980, On dealer markets under competition, Journal of Finance 35, 259-267.
51. Hong, H., Lim, T., Stein, J.C., 2000. Bad news travels slowly: size, analyst coverage, and the profitability of momentum strategies. Journal of Finance 55, 265–295.
52. Huang, W., Q. Liu, S.G. Rhee, and L. Zhang, 2010, Return Reversals, Risk, and Expected Returns, Review of Financial Studies 23, 147-168.
53. Ingersoll, J.E., Jr., 1987, Theory of Financial Decision Making. Totowa, NJ: Rowman & Littlefield.
54. Irvine, P. J., and J. Pontiff, 2008, Idiosyncratic Return Volatility, Cash Flows, and Product Market Competition, Review of Financial Studies, 1149-1177.
55. Lam, F.Y. Eric C., Wei, K. C. John., 2011, Limits-to-arbitrage, investment frictions, and the asset growth anomaly, Journal of Financial Economics 102, 127-149.
56. Lehmann, Bruce N., 1990, Residual risk revisited, Journal of Econometrics 45, 71-97.
57. Levy, Haim, 1978, Equilibrium in an imperfect market: A constraint on the number of securities in the portfolio, American Economic Review 68, 643-658.
58. Li, Xiafei., 2013, Idiosyncratic Volatility, Measurement Frequency and Return Reversal, SSRN Working Paper Series.
59. Lintner, J., 1965, The valuation of risk assets and selection of risky investments in stock portfolios and capital budgets, Review of Economics and Statistics 47, 13-37.
60. Liu, Weimin, 2006, A liquidity-augmented capital asset pricing model, Journal of Financial Economics 82, 631–671.
61. Majd, S., & Pindyck, R. (1987). Time to build, option value, and investment decisions. Journal of Financial Economics, 18, 7–27.
62. Malkiel, Burton G., and Yexiao Xu, 1997, Risk and return revisited, Journal of Portfolio Management 24, 9-14.
63. Malkiel, Burton G., and Yexiao Xu, 2002, Idiosyncratic Risk and Security Returns, Working Paper, SOM, The University of Texas at Dallas.
64. Merton, Robert C., 1974, On the pricing of corporate debt: The risk structure of interest rates, Journal of Finance 29, 449-470.
65. Merton, Robert C., 1980, On Estimating the Expected Return on the Market: An Exploratory Investigation, Journal of Financial Economics, 8, 323-361.
66. Merton, Robert C., 1987, A simple model of capital market equilibrium with incomplete information, Journal of Finance 42, 483-510.
67. Miller, Merton H., and Myron S. Scholes, 1972, Rates of return in relation to risk: A re-examination of some recent findings, In Studies in the Theory of Capital Markets, M. C. Jensen, ed. New York: Praeger.
68. Morck, R., B. Yeung and W. Yu, 2000, The Information Content of Stock Markets: Why Do Emerging Markets Have Synchronous Stock Price Movements? Journal of Financial Economics 59, 215-260.
69. Pastor, L. and Stambaugh, R. F. (2003) Liquidity risk and expected stock returns, Journal of Political Economy 111, 642–685.
70. Pastor, L., and Veronesi, P., (2003), Stock valuation and learning about profitability, Journal of Finance 58, 1749-90.
71. Petersen, Mitchell A., 2009, Estimating Standard Errors in Finance Panel Data Sets: Comparing Approaches, The Review of Financial Studies 22, 435-480.
72. Resutek, Robert., 2010, Intangible Returns, Accruals, and Return Reversal: A Multi-Period Examination of the Accrual Anomaly, SSRN Working Paper Series.
73. Resutek, Robert J., 2011, Discussion of "How well do investors understand loss persistence? Review of Accounting Studies 16, 668-678.
74. Ross, Stephen A., 1976, The arbitrage theory of capital asset pricing, Journal of Economic Theory 13, 341–360.
75. Savickas, Robert, and Zhao, Bo., 2013, Distribution Effect and Idiosyncratic Volatility Discount, SSRN Working Paper Series.
76. Sharpe, William F.,1964, Capital asset prices: A theory of market equilibrium under conditions of risk, Journal of Finance 19, 425-442.
77. Shleifer, A., & R.W. Vishny, 1997, The limits of arbitrage. Journal of Finance, 52, 35–55.
78. Spiegel, Matthew, and Xiaotong Wang, 2006, Cross-sectional variation in stock returns: liquidity and idiosyncratic risk, Working Paper, Yale University.
79. Stambaugh, Robert F., Yu, Jianfeng, and Yuan, Yu., 2013, Asymmetry and the Idiosyncratic Volatility Puzzle, SSRN Working Paper Series.
80. Tinic, Seha M., and Richard R. West, 1986, Risk, return and equilibrium: A revisit, Journal of Political Economy 94, 126-147.
81. Tobin, James and W.C. Brainard, 1977, Asset Markets and the Cost of Capital, Economic Progress: Private Values and Public Policy: Essays in Honor of William Fellner, North-Holland, 235–262.
82. Trigeorgis, L., 1993, “The Nature of Option Interactions and the Valuation of Investments with Multiple Real Options,” Journal of Financial and Quantitative Analysis, 28, 1-20.
83. Wang, Mu-shun., 2013, Idiosyncratic Volatility and the Expected Stock Returns for Exploring the Relationship with Panel Threshold Regression, Asia - Pacific Financial Markets, 20, 113-129.
84. Wei, Steven X., and Chu Zhang, 2005, Idiosyncratic risk does not matter: An re-examination of the relationship between average returns and average volatility, Journal of Banking and Finance 29, 603-621.
85. Wei, Steven X., and Zhang, Chu, 2006, Why Did Individual Stocks Become More Volatile?, Journal of Business, 79, 259-292.
86. Xu, Yexiao, and Burton G. Malkiel, 2003, Investigating the behavior of idiosyncratic volatility, Journal of Business 76, 613-644.
87. Zhang, Chu, 2010, A re-examination of the causes of time-varying stock return volatilities, Journal of Financial and Quantitative Analysis 45, 663-684.
88. Zhang, X.F., 2006. Information uncertainty and stock returns. Journal of Finance 61, 105–136.
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