Liquidity: Theory and Empirical Evidence PhD Topics Course School of Finance Shanghai University of Finance and Economics Instructor: Jason Wei (University of Toronto, wei@rotman.utoronto.ca) Duration: June 24 - July 5, 2013 Class time: 8:30am - 11:45am Office hours: 2:30pm - 4:00pm or by appointment Class venue: TBA . Course description This course covers one of the most important topics in asset pricing: liquidity. It also covers another important topic: the motives of option trading. The course title reflects the fact that the main focus is on liquidity. Option trading will be dealt with at the end of the course. The main scope of inquiry is empirical, although each topic will start with coverage of the basic and relevant theories. For instance, before surveying the empirical studies on liquidity, we will first lay the basic ground work on such things as information modeling, concept of equilibrium, and market efficiency, followed by the introduction of the classic models on bid-ask spreads and price impacts (e.g., Kyle, 1985; and Glosten and Milgrom, 1985). Course materials and class preparations Since this is a topics course, no textbook is assigned. Journal articles are the main subjects of study. For students' convenience, a detailed lecturing plan is attached. Students are encouraged to read all the papers beforehand (at least familiarizing themselves with the general contents, if not every single detail). Hard copies of PPT slides will be distributed before classes. Needless to say, not every paper on the list can/will be covered in detail given time constraint. Requirements and performance evaluation Registered students should attend each and every lecture. Class participation is greatly encouraged. There will be two components of evaluation, with the first being a pre-course assignment and the second being a research proposal. Both components are to be completed individually (i.e., they cannot be submitted in groups). The first component, which is worth 30%, is due on the first day of lecture, June 24. This pre-course assignment has two elements. First, list, define and evaluate all liquidity/illiquidity measures that you know of for stocks, bonds and options. By "evaluate" 1 I mean comments on the pros and cons of each measure. For the second element, briefly discuss the motives/reasons for options trading (i.e., why options are being traded). There are no specific requirements on the format of the assignment, except that it should be typed, in English, double-spaced, and no more than 10 pages. As you can see, the main purpose of this assignment is for you to get a rough picture of the topics to be covered in this course. You will need to do some rudimental research, but you are not expected to study the literature closely for this assignment. Submissions with precise definitions and insightful discussions will earn higher marks. The second component of the course evaluation, which is worth 70%, is a research proposal which is due two weeks after the last day of lecture, i.e., July 19. Each student shall propose a research topic loosely related to the topics covered in class (i.e., liquidity or option trading). The research proposal will be judged on its novelty, potential contribution to the literature, and feasibility. The proposal should not be a mere literature review. Although necessary for motivation, literature review should be kept at the minimum. The bulk of the proposal should delineate why the study is new and how it contributes to the literature. There are no specific requirements on the length and format of the proposal, although common sense says that a sound proposal with a clearly articulated motivation and execution plan may take at least a few pages. If, in my opinion, the proposal has good potential, I may invite the student to be a co-author and formally pursue the idea (if the student is interested). Insofar as this course outline is made available to students well ahead of the course, students will have plenty of time to work on the two components. Lecturing schedule The course spans a two-week period (June 24 - July 5, inclusive). In order for students to fully absorb the materials, each lecture will last for a little over three hours (8:30am 11:45am), and there will be only nine lectures: June 24, 25, 26, 27, and July 1-5. Depending on the progress, there might be added lectures on one or two afternoons. Students will be informed well in advance if an extra lecture is needed. 2 Detailed outline I. General introduction: Primer on information modelling, equilibrium, rational expectations, trading and market efficiency Modelling information, concepts of equilibrium Definitions of (noisy) rational expectations Market efficiency Grossman and Stiglitz (1980) II. Liquidity 1. Classic theories on liquidity–bid-ask spread and price impact Brief intro to the birth of microstructure Bid-ask spread – inventory risk perspective (Garman, 1976; Amihud and Mendelson, 1980; Stoll, 1978) Price impact – Kyle's lamda (Kyle, 1985) Bid-ask spread – adverse selection perspective (Glosten and Milgrom, 1985) Bid-ask spread – adverse selection perspective (Easley and O'Hara, 1987) Role of noise traders (Admati and Pfleiderer, 1988; Foster and Viswanathan, 1990; and Spiegel and Subrahmanyam, 1992) 2. A brief survey of empirical liquidity measures 3. Empirical evidence on liquidity - equity markets 3.1 3.2 3.3 Cross-section studies of liquidity effects Amihud and Mendelson (1986) Brennan and Subrahmanyam (1996) Amihud (2002) Time-series studies of liquidity effects Amihud (2002) Jones (2002) Bekaert, Harvey and Lundblad (2007) (only a brief review of this paper) Pricing of liquidity risk Pastor and Stambaugh (2003) Acharya and Pedersen (2005) Sadka (2006) Amihud, Hameed, Kang and Zhang (2012) 4. Empirical evidence on liquidity - bond markets 4.1 4.2 Treasury bonds Amihud and Mendelson (1991) Warga (1992), Kamara (1994), Goldreich et al. (2005) Liquidity effects in corporate bonds Chen, Lesmond and Wei (2007) 3 4.3 liquidity effects and risk in corporate bonds de Jong and Driessen (2006 → 2012) Bao, Pan and Wang (2011) Lin, Wang and Wu (2011) Acharya, Amihud and Bharath (2013) 5. Empirical evidence on liquidity - options markets Cho and Engle (1999) Wei and Zheng (2010) Cao and Wei (2010) Christoffersen, Goyenko, Jacobs and Karoui (2012) III. Option trading 1. General theories on information and trading information structure and trading herding and information cascades 2. Trading due to information and differences of opinion information: Easley, O'Hara and Srinivas (1998) differences of opinion (Harris and Raviv, 1993; Kandel and Pearson, 1995; and Kim and Verrecchia, 1994) 3. Survey of the empirical literature Informed trading lead-lag, price discovery, information share Stephane and Whaley (1990) Chan, Chung and Johnson (1993) Easley, O'Hara and Srinivas (1998) – empirical part Chan, Chung and Fong (2002) Chakrabarty, Gulen and Mayhew (2004) Muravyev, Pearson and Broussard (2013) event studies Amin and Lee (1997) Cao, Chen and Griffin (2005) directional: Pan and Poteshman (2006) volatility: Ni, Pan and Poteshman (2008) Differences of opinion and speculation: Choy and Wei (2012) 4 References Acharya, Viral, and Lasse Pedersen, 2005, Asset pricing with liquidity risk. Journal of Financial Economics 77, 375-410. Acharya, Viral, Yakov Amihud and Sreedhar Bharath, 2013, Liquidity risk of corporate bond returns: A conditional approach. Journal of Financial Economics (forthcoming). Admati, Anat R., and Paul Pfleiderer, 1988, A theory of intraday patterns: volume and price variability. Review of Financial Studies 1(1), 3-40. Amihud, Yakov, 2002, Illiquidity and stock returns: cross-section and time-series effects. Journal of Financial Markets 5, 31-56. Amihud, Yakov, Allaudeen Hameed, Wenjin Kang and Huiping Zhang, 2012, The illiquidity premium: International evidence, working paper. Amihud, Yakov, and Haim Mendelson, 1980, Dealership market: Market making with inventory. Journal of Financial Economics 8, 31–53. Amihud, Yakov, and Haim Mendelson, 1986, Asset pricing and the bid-ask spread. Journal of Financial Economics 17, 223–249. Amihud, Yakov, and Haim Mendelson, 1991, Liquidity, maturity and the yields on U.S. government securities. Journal of Finance 46, 1411–1426. Amihud, Yakov, Haim Mendelson and Lasse Heje Pedersen, 2005, Liquidity and asset prices, in Foundations and Trends in Finance 1(4), 269–364. Amin, Kaushik I., Charles M.C. Lee, 1997, Option trading, price discovery, and earnings news dissemination. Contemporary Accounting Research 14(2), 153-192. Anderson, Lisa R. and Charles A. Holt, 1996, Classroom games: Information cascades. Journal of Economic Perspectives 10, 187–193. Anderson, Lisa R. and Charles A. Holt, 1997, Information cascades in the laboratory. American Economic Review 87, 847–862. Bagehot, Alter, 1971, The only game in town, Financial Analysts Journal 22, 12-14. Bao, Jack, Jun Pan, and Jiang Wang, 2011, The illiquidity of corporate bonds, Journal of Finance 66, 911–946. Bekaert, Geert, Campbell R. Harvey, and Christian Lundblad, 2007, Liquidity and expected returns: Lessons from emerging markets. Review of Financial Studies 20, 1783-1831. Brennan, Michael, and Avanidhar Subrahmanyam, 1996, Market microstructure and asset pricing: On the compensation for illiquidity in stock returns, Journal of Finance Economics 41, 441-464. 5 Brenner, Menacham, Rafi Eldor, and Shmuel Hauser, 2001, The price of options illiquidity. Journal of Finance 56(2), 789-805. Campbell, John, Sanford Grossman, and Jiang Wang, 1993, Trading volume and serial correlation in stock returns. Quarterly Journal of Economics 108, 905–39. Cao, Charles, Zhiwu Chen, and John M. Griffin, 2005, Informational content of option volume prior to takeovers. Journal of Business 78(3), 1073-1109. Cao, Melanie, and Jason Wei, 2010, Option market liquidity: commonality and other characteristics. Journal of Financial Markets 13(1), 20-48. Chan, Kalok, Y. Peter Chung, and Herbet Johnson, 1993, Why option prices lag stock prices: A trading-based explanation. Journal of Finance 48(4), 1957-1967. Chan, Kalok, Y. Peter Chung, and Wai-Ming Fong, 2002, The informational role of stock and option volume. Review of Financial Studies 15(4), 1049-1075. Chakravarty, Sugato, Huseyin Gulen, and Stewart Mayhew, 2004, Informed trading in stock and option markets. Journal of Finance 59(3), 1235-1257. Chen, Long, David Lesmond, and Jason Wei, 2007, Corporate yield spreads and bond liquidity, Journal of Finance 62, 119–149. Cho, Young-Hye, and Robert Engle, 1999, Modeling the impacts of market activity on bid-ask spreads in the option market, NBER working paper. Chou, Robin K., San-Lin Chung, Yu-Jen Hsiao And Yaw-Huei Wang, 2011, The impact of liquidity on option prices, Journal of Futures Markets 31(12), 1116–1141. Choy, Siu Kai and Jason Wei, 2012, Option trading: information or differences of opinion? Journal of Banking and Finance 36, 2299-2322. Chordia, Tarun, Richard Roll, and A. Subrahmanyam, 2000, Commonality in liquidity. Journal of Financial Economics 56, 3–28. Christoffersen, Peter, Ruslan Goyenko, Kris Jacobs, and Mehdi Karoui, 2012, Illiquidity premia in the equity options market, working paper. de Jong, Frank, and Joost Driessen, 2006, Liquidity risk premia in corporate bond markets, Working paper, University of Amsterdam. (Eventually published in Quarterly Journal of Finance 2(2), 2012) Demsetz, Harold, 1968, The cost of transacting, Quarterly Journal of Economics 82(1), 33-53. Easley, David, and Maureen O'Hara, 1987, Price, trade size, and information in securities markets. Journal of Financial Economic 19, 69-90. 6 Easley, David, Maureen O'Hara, and P.S. Srinivas, 1998, Option volume and stock prices: evidence on where informed traders trade. Journal of Finance 53(2), 431-465. Easley, David and Jon Kleinberg, 2010, Networks, Crowds, and Markets: Reasoning about a Highly Connected World. Cambridge University Press. Foster, F. Douglas, and S. Viswanathan, 1990, A theory of the interday variations in volume, variance, and trading costs in securities markets. Review of Financial Studies 3(4), 593-624. Garman, Mark, 1976, Market microstructure. Journal of Financial Economics 3, 257-275. Glosten, Lawrence R., and Paul R. Milgrom, 1985, Bid, ask and transaction prices in a specialist market with heterogeneously informed traders. Journal of Financial Economics 14, 71–100. Glosten, Lawrence R., and Lawrence E. Harris, 1988, Estimating the components of the bid/ask spread. Journal of Financial Economics 21, 123–142. Goldreich, David, Bernd Hanke, and Purnendu Nath, 2005, The price of future liquidity: timevarying liquidity in the U.S. treasury market, Review of Finance 9, 1-32. Grossman, Sanford, and Joseph Stiglitz, 1980, On the impossibility of informationally efficient markets. American Economic Review 70, 393-408. Harris, Lawrence, 1990, Statistical properties of the Roll serial covariance bid/ask spread estimator. Journal of Finance 45(2), 579-590. Harris, Milton, and Artur Raviv, 1993, Differences of opinion make a horse race. Review of Financial Studies 6(3), 473-506. Hasbrouck, Joel, 2009, Trading costs and returns for U.S. equities: estimating effective costs from daily data. Journal of Finance 54(3), 1445-1477. Hellwig, M.F., 1980, On the aggregation of information in competitive markets, Journal of Economic Theory 22, 477-498. Ho, Thomas, and Han Stoll, 1981, Optimal dealer pricing under transactions and return uncertainty. Journal of Financial Economics 9, 47-73. Ho, Thomas, and Han Stoll, 1983, The dynamics of dealer markets under competition. Journal of Finance 38, 1053–1074. Jones, Charles, 2002, A century of stock market liquidity and trading costs, working paper. Kamara, Avraham, 1994, Liquidity, taxes, and short-term treasury yields, Journal of Financial and Quantitative Analysis 29(3), 403-417. 7 Kandel, Eugene, and Neil D. Pearson, 1995, Differential interpretation of public signals and trade in speculative markets. Journal of Political Economy 103(4), 831-872. Kim, Oliver, and Robert E. Verrecchia, 1994, Market liquidity and volume around earnings announcements. Journal of Accounting and Economics 17(1), 41-67. Kyle, Albert, 1985, Continuous auctions and insider trading. Econometrica 53 (6), 1315–1336. Lesmond, David, Joseph Ogden, and Charles Trzcinka, 1999, A new estimate of transaction costs. Review of Financial Studies 12, 1113–41. Lesmond, David, 2005, The costs of equity trading in emerging markets. Journal of Financial Economics 77, 411–52. Lin, Hai, Junbo Wang, and Chunchi Wu, 2011, Liquidity risk and the cross-section of expected corporate bond returns. Journal of Financial Economics 99, 628–650. Lucas, Robert, Jr., 1972, Expectations and the neutrality of money. Journal of Economic Theory 4, 103-124. Milgram, Stanley, Leonard Bickman, and Lawrence Berkowitz, 1969, Note on the drawing power of crowds of different size. Journal of Personality and Social Psychology 13,79–82. Milgrom, P. and N. Stokey, 1982, Information, trade and common knowledge. Journal of Economic Theory 26, 17–27. Muravyev, Dmitry, Neil Pearson, and John Broussard, 2013, Is there price discovery in equity options? Journal of Financial Economics 107(2), 259-283. Muth, John F., 1961, Rational expectations and the theory of price movements. Econometrica 29(3), 315-335. Ni, Sophie, Jun Pan, and Allen Poteshman, 2008, Volatility information trading in the option market. Journal of Finance 63(3), 1059-1091. O'Hara, Maureen, 1995/1998, Market Microstructure Theory, John Wiley & Sons. Pan, Jun, and Allen M. Poteshman, 2006, The information in option volume for future stock prices. Review of Financial Studies 19(3), 871-908. Pastor, Lubos, and Robert Stambaugh, 2003, Liquidity risk and expected stock returns. Journal of Political Economy 111(3), 642-685. Roll, Richard, 1984, A simple implicit measure of the effective bid-ask spread in an efficient market. Journal of Finance 39, 1127-1139. Ross, Stephen, 1989, Intertemporal asset pricing, in: Bhattacharya, S. and G. Constantinides (eds.), Theory of valuation: Frontiers in modern financial theory, Totowa (NJ): Rowman and Littlefield. 8 Sadka, Ronnie, 2006, Momentum and post-earnings-announcement drift anomalies: The role of liquidity risk. Journal of Financial Economics 80, 309–349. Spiegel, Matthew, and Avandidhar Subrahmanyam, 1992, Informed speculation and hedging on a noncompetitive securities market. Review of Financial Studies 5(2), 307-329. Stephan, Jens, and Robert Whaley, 1990, Intraday price change and trading volume relations in the stock and stock option markets. Journal of Finance 45(1), 191-220. Stoll, Hans, 1978, The supply of dealer services in security markets. Journal of Finance 33, 1133-1151. Warga, Arthur, 1992, Bond returns, liquidity, and missing data, Journal of Financial and Quantitative Analysis 27(4), 605-617. Wei, Jason, and Jinguo Zheng, 2010, Trading activity and bid-ask spreads of individual equity options. Journal of Banking and Finance 34(12), 2897-2916. 9