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Exploiting Investor Sentiment for Portfolio Optimization

Exploiting Investor Sentiment for Portfolio Optimization
Author: Nicolas Banholzer
Publisher: GRIN Verlag
Total Pages: 118
Release: 2018-09-17
Genre: Mathematics
ISBN: 3668799504

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Master's Thesis from the year 2018 in the subject Mathematics - Statistics, grade: 1.0, University of Augsburg (Wirtschaftswissenschaftliche Fakultät, Lehrstuhl für Statistik), language: English, abstract: In efficient financial markets, there is no room for sentimental investors. Any new information would be immediately absorbed and any mispricing immediately corrected by the forces of rational arbitrageurs doing the maths with the fundamentals. But why should financial markets be different from any other market where humans interact and are subject to psychological biases? There is strong empirical evidence that investor sentiment, broadly defined as "a belief about future cash flows and investment risks that is not justified by the facts at hand", plays an important role in financial markets. It can lead to significant overpricing/underpricing, particularly of assets prone to subjective valuations. With limits/risks to arbitrage in the short term, prices rather correct over the medium to long term as sentimental beliefs mean-revert. Building on the studies by Baker and Wurgler 2006 and Baker, Wurgler, and Y. Yuan 2012, measures of investor sentiment for international markets are constructed. Using the Copula Opinion Pooling approach developed by Attilio Meucci, this thesis shows how to incorporate these sentiment measures into portfolio optimization. Thereby, a sentiment-based trading strategy that exploits the medium-term reversal effect of sentiment is developed and empirically tested. The results are promising as they provide strong evidence that sentiment contains beneficial information that should not be neglected by quantitative portfolio managers.


The Buy-Write Strategy

The Buy-Write Strategy
Author: Oliver Palmer
Publisher:
Total Pages: 170
Release: 2015
Genre: Capitalists and financiers
ISBN:

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Existing research focuses on buy-write strategy performance when index options are used as the underlying asset, finding positive excess risk-adjusted returns which are suggestive of option overpricing. My purpose is to extend this literature by conducting a thorough analysis of strategy performance when individual stock options are used instead of index options. Moreover, I examine whether underlying asset class and investor sentiment has an effect on buy-write performance. Using US data from 2008 - 2015, I sort S&P 500 constituents to form portfolios of large, small, growth and value stocks and test for differences in buy-write performance. The returns of each portfolio are then regressed against 2 separate proxies of investor sentiment and several control variables to test the effects of investor sentiment. Contrary to aforementioned buy-write research, I find no evidence of excess risk-adjusted returns, likely due to the implied vs. realised volatility anomaly which is observed in index options but not stock options. Despite existing evidence that options on small and value stocks are expensive relative to large and growth stocks, I find no evidence that firm characteristic has an effect on buy-write performance. This is potentially explained by the relative illiquidity of small and value options resulting in increased trading costs which are not accounted for in previous studies. Consistent with the literature, my results show that in general, investor sentiment has a positive relationship with buy-write returns, especially for small and value stocks. Additional sub-sample analysis shows that during a market downturn the effect of investor sentiment is much stronger, likely due the limited ability of arbitrageurs to exploit mispriced securities. During times of low market volatility the effect of investor sentiment becomes lagged and much weaker in magnitude.


Least Risk Investing

Least Risk Investing
Author: Michael L Gay Mba Cfp
Publisher: iUniverse
Total Pages: 213
Release: 2012-11
Genre: Business & Economics
ISBN: 1475943571

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While investing theories introduced decades ago have been repeatedly validated and have stood the test of time, our understanding of the financial markets has made huge advances in recent years. To benefit from these advances, however, most investors will need to unlearn much of what they think they know about investing. They will also need to learn to ignore most of the "wisdom" that spews from the hallowed halls of Wall Street, its salesmen posing as "advisors," and its agents in the media. Contrary to popular "wisdom," investing isn't about P/E ratios, or technical patterns, or momentum plays, or "5 star ratings," or the latest conflict in the Middle East. Investing is about probabilities and statistics: It's about maximizing the probability of meeting the goals you have set for the only life you have to live on this planet; it's about avoiding the (many) risks that have negative expected payoffs; and it's about exposing yourself only to those risks that have positive expected payoffs - and then, only to the extent that taking those risks buys you something of value (like a secure retirement, or a cabin in the woods). In investment management, there "IS" a right answer. There "IS" a best way to invest. There "IS" a proven methodology based on objective research which can vastly improve your odds of investment success. Most who take the time to review the research will significantly increase the probability of achieving their most valued financial goals, significantly decrease the level of risk in their portfolios and, ultimately, get more out of this grand experiment called life.


Two Essays on Stock Preference and Performance of Institutional Investors

Two Essays on Stock Preference and Performance of Institutional Investors
Author: Jin Xu (doctor of finance.)
Publisher:
Total Pages: 290
Release: 2008
Genre: Capitalists and financiers
ISBN:

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Two essays on the stock preference and performance of institutional investors are included in the dissertation. In the first essay, I document that mutual fund managers and other institutional investors tend to hold stocks with higher betas. This effect holds even after precisely controlling for stocks' risk characteristics such as size, book-to-market equity ratio and momentum. This is contrary to the widely accepted view that betas are no longer associated with expected returns. However, these results support my simple model where a fund manager's payoff function depends on returns in excess of a benchmark. For the manager, on the one hand, he tends to load up with high beta stocks since he wants to co-move with the market and other factors as much as possible. On the other hand, the manager faces a trade-off between expected performance and the volatility of tracking error. My model thus shows that the manager prefers to choose higher beta than his benchmark, and that his beta choice has an optimal level which depends on his perceived factor returns and volatility. My empirical findings further confirm the model results. First, I show that the effect of managers holding higher beta stocks is robust to a number of alternative explanations including the effects of their liquidity selection or trading activities. Second, consistent with the model predictions of managers sticking close to their benchmarks during risky periods, I demonstrate that the average beta choice of mutual fund managers can predict future market volatility, even after controlling for other common volatility predictors, such as lagged volatility and implied volatility. The second essay is the first to explicitly address the performance of actively managed mutual funds conditioned on investor sentiment. Almost all fund size quintiles subsequently outperform the market when sentiment is low while all of them underperform the market when sentiment is high. This also holds true after adjusting the fund returns by various performance benchmarks. I further show that the impact of investor sentiment on fund performance is mostly due to small investor sentiment. These findings can partially validate the existence of actively managed mutual funds which underperform the market overall (Gruber 1996). In addition, when conditioning on investor sentiment, the pattern of decreasing returns to scale in mutual funds, recently documented in Chen, Hong, Huang, and Kubik (2004), is fully reversed when sentiment is high while the pattern persists and is more pronounced when sentiment is low. Further results suggest that smaller funds tend to hold smaller stocks, which is shown to drive the above patterns. I also document that smaller funds have more sentiment timing ability or feasibility than larger funds. These findings have many important implications including persistence of fund performance which may not exist under conventional performance measures.


The Importance of Fear

The Importance of Fear
Author: Lee A. Smales
Publisher:
Total Pages: 34
Release: 2016
Genre:
ISBN:

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The presence of investor sentiment pushes asset prices away from the equilibrium level justified by underlying fundamentals. While sentiment is not directly observable, identifying appropriate proxies and, quantifying the impact of sentiment on asset prices is an important topic. Asset prices that do not appropriately reflect fundamental values may result in inefficient allocation of capital - impacting portfolio allocation decisions and the cost of capital. Utilising a number of sentiment proxies, over the period 1990-2015, we demonstrate a strong relationship between investor sentiment and stock returns that is consistent with theoretical explanations of sentiment. We determine that VIX is the preferred measure of sentiment in terms of improving model fit and adding explanatory power. Causality tests suggest that investor fear (VIX) drives returns across firm-size and value, and also across industry. We also illustrate that firms that are more subjective to value, or face limits to arbitrage, such as small-cap stocks, or those in the business equipment (technology) or telecoms industry, are most responsive to changes investor sentiment. Finally, we demonstrate that sentiment has a greater influence on market returns during recession, when sentiment is at its lowest ebb, and this is particularly true for those stocks most susceptible to speculative demand.


The Real Effects of Investor Sentiment

The Real Effects of Investor Sentiment
Author: Christopher Polk
Publisher:
Total Pages: 80
Release: 2003
Genre: Arbitrage
ISBN:

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We study how stock market mispricing might influence individual firms' investment decisions. We find a positive relation between investment and a number of proxies for mispricing, controlling for investment opportunities and financial slack, suggesting that overpriced (underpriced) firms tend to overinvest (underinvest). Consistent with the predictions of our model, we find that investment is more sensitive to our mispricing proxies for firms with higher R & D intensity suggesting longer periods of information asymmetry and thus mispricing) or share turnover (suggesting that the firms' shareholders are short-term investors). We also find that firms with relatively high (low) investment subsequently have relatively low (high) stock returns, after controlling for investment opportunities and other characteristics linked to return predictability. These patterns are stronger for firms with higher R & D intensity or higher share turnover.


The Efficient Market Theory and Evidence

The Efficient Market Theory and Evidence
Author: Andrew Ang
Publisher: Now Publishers Inc
Total Pages: 99
Release: 2011
Genre: Business & Economics
ISBN: 1601984685

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The Efficient Market Hypothesis (EMH) asserts that, at all times, the price of a security reflects all available information about its fundamental value. The implication of the EMH for investors is that, to the extent that speculative trading is costly, speculation must be a loser's game. Hence, under the EMH, a passive strategy is bound eventually to beat a strategy that uses active management, where active management is characterized as trading that seeks to exploit mispriced assets relative to a risk-adjusted benchmark. The EMH has been refined over the past several decades to reflect the realism of the marketplace, including costly information, transactions costs, financing, agency costs, and other real-world frictions. The most recent expressions of the EMH thus allow a role for arbitrageurs in the market who may profit from their comparative advantages. These advantages may include specialized knowledge, lower trading costs, low management fees or agency costs, and a financing structure that allows the arbitrageur to undertake trades with long verification periods. The actions of these arbitrageurs cause liquid securities markets to be generally fairly efficient with respect to information, despite some notable anomalies.


A Practical Guide to Financial Services

A Practical Guide to Financial Services
Author: Lien Luu
Publisher: Routledge
Total Pages: 246
Release: 2021-12-27
Genre: Business & Economics
ISBN: 1000516326

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Financial services are an ever increasing part of the infrastructure of everyday life. From banking to credit, insurance to investment and mortgages to advice, we all consume financial services, and many millions globally work in the sector. Moreover, the way we consume them is changing with the growing dominance of fintech and Big Data. Yet, the part of financial services that we engage with as consumers is just the tip of a vast network of markets, institutions and regulators – and fraudsters too. Many books about financial services are designed to serve corporate finance education, focusing on capital structures, maximising shareholder value, regulatory compliance and other business-oriented topics. A Practical Guide to Financial Services: Knowledge, Opportunities and Inclusion is different: it swings the perspective towards the end-user, the customer, the essential but often overlooked participant without whom retail financial services markets would not exist. While still introducing all the key areas of financial services, it explores how the sector serves or sometimes fails to serve consumers, why consumers need protection in some areas and what form that protection takes, and how consumers can best navigate the risks and uncertainties that are inherent in financial products and services. For consumers, a greater understanding of how the financial system works is a prerequisite of ensuring that the system works for their benefit. For students of financial services – those aspiring to or those already working in the sector – understanding the consumer perspective is an essential part of becoming an effective, holistically informed and ethical member of the financial services community. A Practical Guide to Financial Services: Knowledge, Opportunities and Inclusion will equip you for both these roles. The editors and authors of A Practical Guide to Financial Services: Knowledge, Opportunities and Inclusion combine a wealth of financial services, educational and consumer-oriented practitioner experience.