Essays on Asset Return Predictability Using Options Market Information

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Book Synopsis Essays on Asset Return Predictability Using Options Market Information by : Ruslan Sergeevich Tuneshev

Download or read book Essays on Asset Return Predictability Using Options Market Information written by Ruslan Sergeevich Tuneshev and published by . This book was released on 2017 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Essays on Return Predictability and Volatility Estimation

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ISBN 13 :
Total Pages : 316 pages
Book Rating : 4.:/5 ( download)

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Book Synopsis Essays on Return Predictability and Volatility Estimation by : Yuzhao Zhang

Download or read book Essays on Return Predictability and Volatility Estimation written by Yuzhao Zhang and published by . This book was released on 2008 with total page 316 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Option Markets, Return Predictability and Term Structure

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Book Synopsis Option Markets, Return Predictability and Term Structure by : Yanhui Zhao

Download or read book Option Markets, Return Predictability and Term Structure written by Yanhui Zhao and published by . This book was released on 2018 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation consists of three essays on eliciting information about underlying assets from the equity options markets, and improving our understanding of the term structure cost of equity. In the first essay, we find that high standard deviations of the volatility premium, of implied volatility innovations, and of the volatility term structure spread in equity options predict low underlying returns. This return predictability is not explained by the levels of these three variables, or by volatility of volatility, other known firm characteristics, or common risk factor models. We find support for interpreting the standard deviations of these option-based measures as forward-looking proxies of heterogeneous beliefs. In the second essay, we find that stocks with high risk-neutral skewness (RNS) exhibit abnormal performance driven by rebounds following poor performance. This behavior connects it to momentum crashes caused by reversal in past losers. In periods of post-recession rebounds and high market volatility when momentum crashes occur, a zero-investment high-low RNS portfolio has significant positive abnormal returns. The momentum anomaly is strongest (weakest) in stocks with the lowest (highest) RNS, consistent with the positive relationship of RNS to momentum crashes. These results hold controlling for trading frictions, other firm characteristics, and risk factors. We generalize our findings to all stocks by constructing an RNS factor-mimicking portfolio SKEW and find that a WML strategy that avoids high SKEW beta stocks has superior performance to the baseline and risk-managed WML strategies. In the third essay, we estimate the cost of equity capital term structure for the insurance industry as a whole, and several insurance sectors such as life/health and property/casualty. We use a vector autoregressive process to jointly model the dynamics of expected cash flows, beta, and the market risk premium. We obtain a closed form solution for the discount rate appropriate for each maturity. Our empirical analysis shows that for the insurance industry, the cost of equity based on our term structure model is on average nearly 299.6 basis points higher compared to the single period CAPM. This means that these insurers might overly invest if they rely on the single period CAPM.

Three Essays on International Asset Pricing

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ISBN 13 :
Total Pages : 183 pages
Book Rating : 4.:/5 (913 download)

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Book Synopsis Three Essays on International Asset Pricing by : Tae-Hoon Lim

Download or read book Three Essays on International Asset Pricing written by Tae-Hoon Lim and published by . This book was released on 2013 with total page 183 pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation studies international linkages between stock returns and information trading in options. In Chapter 2, "How Important are Foreign Ownership Linkages for International Stock Returns?" joint work with Söhnke M. Bartram, John Griffin, and David Ng, we look develop a simple measure of international ownership linkages and show that this measure is of similar importance as the traditional effects coming from country and industry fundamentals. International ownership linkages are not explained by omitted country/industry variations, wealth effects or other explanations like liquidity, investment style, or fund flows. We find that ownership linkage is a summary measure of investment locale that links investor capital around the world. Beyond the level of foreign ownership, the specific ownership composition of a stock is an important facet of international equity returns - a finding which has important implications for diversification. In Chapter 3, "Trade Linkage and Cross-country Stock Return Predictability", I test whether cross-predictability exists among trade-linked industries across international borders, and explore possible explanations. I find strong evidence of cross-border stock return predictability among trade-linked industries. A trading strategy of buying industry portfolios whose trade-linked industry had high returns, and shorting industry portfolios whose trade-linked industry had low returns, yields an annualized return of 12%. I find some evidence against the leading explanation, which posits information segmentation as the only reason for cross-predictability, and find support for illiquidity as a new channel of explanation. In Chapter 4, "Information based Trading in Index Options and Futures", joint work with Seung Won Woo, we study intraday information based trading. The trade imbalances of index options with the largest leverage contain better information content on intraday KOSPI 200 return movements compared to that of options with smaller implicit leverage. We find that domestic brokerage proprietary traders are better informed on KOSPI 200 intraday returns among investor groups. However, we show that the futures trade imbalances of foreigners contain superior information content in predicting KOSPI 200 intraday return movements during the recent subprime mortgage crisis in 2008. This indicates that foreign traders may possess better information processing skills on news that originates from outside of Korea.

Essays on the Predictability and Volatility of Returns in the Stock Market

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Total Pages : 137 pages
Book Rating : 4.:/5 (276 download)

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Book Synopsis Essays on the Predictability and Volatility of Returns in the Stock Market by : Ruojun Wu

Download or read book Essays on the Predictability and Volatility of Returns in the Stock Market written by Ruojun Wu and published by . This book was released on 2008 with total page 137 pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation studies the effect of parameter uncertainty on the return predictability and volatility of the stock market. The first two chapters focus on the decomposition of market volatility, and the third chapter studies the return predictability. When facing imperfect information, the investors tend to form a learning scheme that encompasses both historical data and prior beliefs. In the variance decomposition framework, the introducing of learning directly impacts the way that return forecasts are revised and consequently the relative component of market volatility based on these forecasts, namely the price movements from revision on future discount rates and those from future cash flows. According to the empirical study in Chapter 1, the former is not necessarily the major driving force of market volatility, which provides an alternative view on what moves stock prices. Learning is modeled and estimated by Bayesian method. Chapter 2 follows the topic in Chapter 1 and studies the role of persistent state variables in return decomposition in order to provide more robust inference on variance decomposition. In Chapter 3 we propose to utilize theoretical constraints to help predict market returns when in sample data is very noisy and creates model uncertainty for the investors. The constraints are also incorporated by Bayesian method. We show in the out-of-sample forecast experiment that models with theoretical constraints produce better forecasts.

Essays on Disaster Risk and Equity Return Predictability

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Book Synopsis Essays on Disaster Risk and Equity Return Predictability by : Shunlin Liang

Download or read book Essays on Disaster Risk and Equity Return Predictability written by Shunlin Liang and published by . This book was released on 2016 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation consists of two essays on disaster risk and equity return predictability. The first essay proposes new measures of firm-level and market level disaster risk from deviation of put-call symmetry, which is free from being contaminated by the asymmetry between option traders and equity investors. Compared with other known measures of disaster risk, the market-level disaster risk measure robustly predicts aggregate market returns, with out-of-sample (R^2=6.86%) for the next twelve months. The cross-sectional analysis shows that firm-level disaster risk also explains variations in expected stock returns. Stocks with high firm-level disaster risk earn an annual four-factor subsequent alpha 8.0% higher than stocks with low firm-level disaster risk. I explore potential mechanisms giving rise to these asset pricing facts. The second essay finds that the investor’s learning of higher moments can account for the time-variation, size, and volatility of equity premium. I estimate the investor’s belief on skewness and kurtosis of consumption and dividend growth, and assume investor’s Bayesian learning about a skew student’s t-distribution with unknown fixed parameters. The predictive regressions show that more negative skewness and higher kurtosis predict higher subsequent market excess returns, which implies the investor’s learning generates the time variation of equity premium although the true distribution is static. The calibrated asset pricing model shows that the investor’s learning also explains the size and volatility of the equity premium observed in the data when the investor has a preference for early resolution of uncertainty.

Essays on Asset Return Predictability

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ISBN 13 :
Total Pages : 348 pages
Book Rating : 4.:/5 (298 download)

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Book Synopsis Essays on Asset Return Predictability by : Sung-Hwan Shin

Download or read book Essays on Asset Return Predictability written by Sung-Hwan Shin and published by . This book was released on 1993 with total page 348 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Three Essays on Option-implied Risk Measures and Equity Pricing

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Book Synopsis Three Essays on Option-implied Risk Measures and Equity Pricing by : Bo-Young Chang

Download or read book Three Essays on Option-implied Risk Measures and Equity Pricing written by Bo-Young Chang and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt:

Essays on Equilibrium Asset Pricing

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Total Pages : 0 pages
Book Rating : 4.:/5 (136 download)

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Book Synopsis Essays on Equilibrium Asset Pricing by : Aoxiang Yang (Ph.D.)

Download or read book Essays on Equilibrium Asset Pricing written by Aoxiang Yang (Ph.D.) and published by . This book was released on 2022 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: My dissertation is developed to address unresolved issues in the asset pricing literature, focusing on both risk premium levels and dynamics. Chapter 1 addresses short-horizon risk premium dynamics. In the data, stock market volatility weakly or even negatively predicts short-run equity and variance risk premia, challenging positive risk-return trade-offs at the heart of leading asset pricing models. I show that a puzzling negative volatility-risk premia relationship concentrates in scattered high-uncertainty states, which occur about 20\% of the time. While at other times, the relationship is strongly positive. I develop a micro-founded learning model in which due to learning frictions investors underreact to structural breaks in high-volatility periods and overreact to transitory variance shocks in normal times. The model can successfully explain the novel time-varying volatility-risk premia relationship at short and long horizons. The model can further account for many other data features, such as a robust positive correlation between equity and variance risk premium, the leverage effect, and negative observations of equity and variance risk premia at the onsets of recessions. Chapter 2, coauthored with Professor Bjorn Eraker, focuse on equilibrium derivatives pricing. It is motivated by the observation that leading asset pricing models typically can not explain the levels or dynamics of VIX options prices. We develop a tractable equilibrium pricing model to explain observed characteristics in equity returns, VIX futures, S\&P 500 options, and VIX options data based on affine jump-diffusive state dynamics and representative agents endowed with Duffie-Epstein recursive preferences. A specific model aimed at capturing VIX options prices and other asset market data is shown to successfully replicate the salient features of consumption, dividends, and asset market data, including the first two moments of VIX futures returns, the average implied volatilities in SPX and VIX options, and first and higher-order moments of VIX options returns. In the data, we document a time variation in the shape of VIX option implied volatility and a time-varying hedging relationship between VIX and SPX options which our model both captures. Our model also matches many other asset pricing moments such as equity premia, variance risk premia, risk-free interest rates, and short-horizon return predictability. To derive our specific model, we first develop a general framework for pricing assets under recursive Duffie-Epstein preferences with IES set to one under the assumption that state variables follow affine jump diffusions, as in \citet{DPS00}. Relative to the literature, our framework has a clear marginal contribution that it is an endowment-based equilibrium model with (i) clearly stated affine state variable dynamics and (ii) precisely characterized equilibrium value function, risk-free rate, prices of risks, and risk-neutral state dynamics. We prove our state-price density is a precise $IES\to1$ limit of that approximately solved in \citet{ErakShal08}. The recursive preference assumption implies that higher-order conditional moments of the economic fundamental, such as its growth volatility and volatility-of-volatility, are explicitly priced in equilibrium. Since VIX derivatives depend on these factors, this in turn implies that the former carry non-zero risk premia.

Trois essais sur le contenu informatif de la distribution des rendements implicite aux prix des options - Three essays on the informative content of the option-implied return distribution

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Book Synopsis Trois essais sur le contenu informatif de la distribution des rendements implicite aux prix des options - Three essays on the informative content of the option-implied return distribution by : Dominique Toupin

Download or read book Trois essais sur le contenu informatif de la distribution des rendements implicite aux prix des options - Three essays on the informative content of the option-implied return distribution written by Dominique Toupin and published by . This book was released on 2020 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: Résumé en anglais

Two Essays on Empirical Asset Pricing

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Book Synopsis Two Essays on Empirical Asset Pricing by : Shengzhe Tang

Download or read book Two Essays on Empirical Asset Pricing written by Shengzhe Tang and published by . This book was released on 2018 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: The main theme of my doctoral research is empirical asset pricing. The first chapter of this thesis focuses on the time series predictability of stock returns. I provide improved methods for estimating a predictive regression model system where the future aggregate stock return is regressed on the current value of a single predictor, and the innovations are correlated normal random variables. I propose improved estimators of the predictive slope which practically eliminate finite-sample biases and achieve small mean squared errors. I develop fast computing methods for evaluating the probability distribution of the OLS predictive slope, which enables an exact performance measurement of these estimators. This also facilitates a comparison of several prominent tests of return predictability with respect to their actual test sizes. The usefulness of these econometric methods is illustrated using U.S. equity data. The second chapter is a joint work with Ruslan Goyenko and Chayawat Ornthanalai. We study the determinants of option illiquidity measured by relative bid-ask spreads of intraday option transactions on S 500 firms over an extended period. We find that market makers' hedging costs significantly impact option illiquidity with the future rebalancing cost dominating the initial delta-hedging cost. Inventory risk and adverse selection also contribute to the cross-sectional variation in option illiquidity, with the latter effect intensifying around information events. We find that option-induced order flows predict their underlying stock returns only when option illiquidity simultaneously increases. This suggests that shocks to option illiquidity help to distinguish abnormal order flows that contain private information from those induced by liquidity trading. We show that a simple stock portfolio strategy contingent on option illiquidity shocks yields a risk-adjusted return of 16.35% per year.

Essays on Return Predictability in Financial Markets

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Total Pages : 149 pages
Book Rating : 4.:/5 (17 download)

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Book Synopsis Essays on Return Predictability in Financial Markets by : Chan R. Mang

Download or read book Essays on Return Predictability in Financial Markets written by Chan R. Mang and published by . This book was released on 2012 with total page 149 pages. Available in PDF, EPUB and Kindle. Book excerpt: My thesis examines return predictability in government bond markets and currency markets. In Chapter 1, I take the term structure model in Cochrane and Piazzesi (2008) and construct currency market prices. The implied currency market prices are then counterfactually volatile and predictable, at least with respect to commonly used predictor variables. Getting the model closer to currency market data means reducing bond risk compensation but doing so nearly eliminates predictability in bond markets. One way to generate sensible time-variation in bond and currency risk-premia allows the volatility of returns to be time-varying. In Chapter 2, I test if alternative forecast rules perform better than the return-forecasting factor of Cochrane and Piazzesi (2008). I compare forecasts assuming all historical data is available to recursively made ones that are revised with the arrival of news. Differences in the two forecast rules systematically move with realized bond risk-premia and forecast mean yield curve levels and short-term interest rates one year ahead not just for the U.S., but also for government bond markets of other industrialized economies. I show that lower long-term rates relative to short-rates in 2004-2005 is consistent with an expected a decline of interest rates by market participants. In Chapter 3, I show that the cross-sectional average spread in the return-forecasting factor of Cochrane and Piazzesi (2005, 2008) can forecast currency risk-premia. However, the return-forecasting factor spread consistent with real-time data does not forecast currency risk-premia. I also find that both currency risk-premia and exchange rate changes have a predictable component that is detected by the information gap, what I call the hidden FX market factor, between forecasts that take as given the full sample of data and those consistent with real-time availability. Controlling for large and transitory exchange rate changes using this information gap make interest rate differentials between the average foreign country and the U.S. positively correlated with dollar appreciation rates, delivering the right sign predicted by uncovered interest parity.

Essays on the Predictability and Volatility of Asset Returns

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Book Synopsis Essays on the Predictability and Volatility of Asset Returns by : Stefan A. Jacewitz

Download or read book Essays on the Predictability and Volatility of Asset Returns written by Stefan A. Jacewitz and published by . This book was released on 2010 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This dissertation collects two papers regarding the econometric and economic theory and testing of the predictability of asset returns. It is widely accepted that stock returns are not only predictable but highly so. This belief is due to an abundance of existing empirical literature finding often overwhelming evidence in favor of predictability. The common regressors used to test predictability (e.g., the dividend-price ratio for stock returns) are very persistent and their innovations are highly correlated with returns. Persistence when combined with a correlation between innovations in the regressor and asset returns can cause substantial over-rejection of a true null hypothesis. This result is both well documented and well known. On the other hand, stochastic volatility is both broadly accepted as a part of return time series and largely ignored by the existing econometric literature on the predictability of returns. The severe effect that stochastic volatility can have on standard tests are demonstrated here. These deleterious effects render standard tests invalid. However, this problem can be easily corrected using a simple change of chronometer. When a return time series is read in the usual way, at regular intervals of time (e.g., daily observations), then the distribution of returns is highly non-normal and displays marked time heterogeneity. If the return time series is, instead, read according to a clock based on regular intervals of volatility, then returns will be independent and identically normally distributed. This powerful result is utilized in a unique way in each chapter of this dissertation. This time-deformation technique is combined with the Cauchy t-test and the newly introduced martingale estimation technique. This dissertation finds no evidence of predictability in stock returns. Moreover, using martingale estimation, the cause of the Forward Premium Anomaly may be more easily discerned.

Option Return Predictability, A Machine-Learning Approach

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Book Synopsis Option Return Predictability, A Machine-Learning Approach by : Steven Wei Ho

Download or read book Option Return Predictability, A Machine-Learning Approach written by Steven Wei Ho and published by . This book was released on 2018 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: We apply the Least Absolute Shrinkage and Selection Operator (LASSO) to make option return forecasts using 101 signals as candidate predictors. We investigate the entire option universe from January 1996 to December 2016. We hold the options till maturity and buy the options from inception with corresponding positions in the underlying stocks to establish a delta-hedge. Our LASSO results yield delta-hedged trading strategies with annualized with reasonable Sharpe ratios. The LASSO selected predictors also work well out-of-sample. The LASSO selected predictors are different if we restrict our attention to options of different moneyness or maturities (30-, 60-, or 90-day). Capital gains overhang of the underlying stock is the most frequently selected characteristic that helps to predict option returns, followed by lagged one month return of the underlying stock and 12 month momentum of the stock, institutional ownership, Standardized Unexplained Volume, cash-to-asset ratio and book-to-market ratio.

Option-implied Information and Predictability of Extreme Returns

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Book Synopsis Option-implied Information and Predictability of Extreme Returns by : Grigory Vilkov

Download or read book Option-implied Information and Predictability of Extreme Returns written by Grigory Vilkov and published by . This book was released on 2012 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: We study whether prices of traded options contain information about future extreme market events. Our option-implied conditional expectation of market loss due to tail events, or tail loss measure, predicts future market returns, magnitude, and probability of the market crashes, beyond and above other option-implied variables. Stock-specific tail loss measure predicts individual expected returns and magnitude of realized stock-specific crashes in the cross-section of stocks. An investor that cares about the left tail of her wealth distribution benefits from using the tail loss measure as an information variable to construct managed portfolios of a risk-free asset and market index.

Why Do Option Prices Predict Stock Returns? The Role of Price Pressure in the Stock Market

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ISBN 13 :
Total Pages : 61 pages
Book Rating : 4.:/5 (13 download)

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Book Synopsis Why Do Option Prices Predict Stock Returns? The Role of Price Pressure in the Stock Market by : Luis Goncalves-Pinto

Download or read book Why Do Option Prices Predict Stock Returns? The Role of Price Pressure in the Stock Market written by Luis Goncalves-Pinto and published by . This book was released on 2019 with total page 61 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stock and options markets can disagree about a stock's value because of informed trading in options and/or price pressure in the stock. The predictability of stock returns based on this cross- market discrepancy in values is especially strong when accompanied by stock price pressure, and it does not depend on trading in options. We argue that option-implied prices provide an anchor for fundamental stock values that helps to distinguish stock price movements due to pressure versus news. Overall, our results are consistent with stock price pressure being the primary driver of the option price-based stock return predictability.

Return Predictability and Stock Market Crashes in a Simple Rational Expectations Model

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Book Synopsis Return Predictability and Stock Market Crashes in a Simple Rational Expectations Model by :

Download or read book Return Predictability and Stock Market Crashes in a Simple Rational Expectations Model written by and published by . This book was released on 2005 with total page pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper presents a simple rational expectations model of intertemporal asset pricing. It shows that heterogeneous risk aversion of investors is likely to generate declining aggregate relative risk aversion. This leads to predictability of asset returns and high and persistent volatility. Stock market crashes may be observed if relative risk aversion differs strongly across investors. Then aggregate relative risk aversion may sharply increase given a small impairment in fundamentals so that asset prices may strongly decline. Changes in aggregate relative risk aversion may also lead to resistance and support levels as used in technical analysis. For numerical illustration we propose an analytical asset price formula. -- Aggregate relative risk aversion ; Equilibrium asset price processes ; Excess Volatility ; Return predictability ; Stock market crashes