Essays on Mutual Fund Performance and Predictability

Essays on Mutual Fund Performance and Predictability
Author: Yu Xia
Publisher:
Total Pages: 0
Release: 2022
Genre:
ISBN:

"This thesis consists of two essays on evaluating mutual fund performance and its predictability. In the first essay, I study the ex ante predictability of 12 well-known predictors for fund performance from investors' perspective. The 12 predictors cover three major categories: fund characteristics, fund performance, and holding-based activeness measures, which are constructed using real-time information. For performance evaluation, I exploit two types of fund picking strategies with either rule-based approach or machine learning methods and find that utilizing machine learning can deliver superior real-time economic gains for investors with fund short-term performance being the primary driver underlying predictability. Specifically, using variable selection methods such as LASSO and elastic net at individual predictor level can generate annual 1.3%-1.7% real-time alphas after adjusting for standard risk factors. The essay further examines whether real-world investors react to those well-known predictors when evaluating mutual fund performance. Using a novel approach to decomposing fund returns, I find that conditional on investors' usage of CAPM, investors react to the components of CAPM alpha implied by predictors in different ways, and investor reaction to predictive information embedded in predictors is stronger within aggressive growth funds. These results provide empirical support for Gârleanu and Pedersen (2018) and suggest ex ante predictability exists not due to lack of investor reaction but as the compensation for employing costly algorithms to identify skilled managers.The second essay examines how decision-making hierarchy in team-managed U.S. equity mutual funds affects their performance and risk-taking behavior. Employing a unique hand-collected dataset, we find that vertically-managed funds with lead managers earn 75 bps per year lower Fama-French five-factor alpha than their horizontally-managed counterparts. Moreover, vertically-managed funds hold less concentrated portfolios and are exposed to lower residual risk, thus showing signs of inferior security selection ability. Using mutual fund industry as a laboratory, the second essay provides evidence supporting a horizontal decision-making structure in organizations functioning in an uncertain expectation environment. These results echo similar mechanisms as in recent cross-country studies on the benefits of democratic form of government for country's economic growth"--

Essays on Investor and Mutual Fund Behavior

Essays on Investor and Mutual Fund Behavior
Author: Andrew John Caffrey
Publisher:
Total Pages: 178
Release: 2006
Genre: Financial risk
ISBN:

This dissertation consists of three essays on the relations among investors, mutual funds, and fund families. Chapter one presents a model of new fund openings as a function of the past performance of a family's existing funds. At the fund level, we model the relations among fund performance, investment flows, and the risk-taking behavior of the fund manager. Our model predicts that families dominated either by outperforming funds or by underperforming funds are more likely to open a new fund than are families composed of average performers. We predict that an asymmetric performance-fund flow relation combined with expected intra-family flows from existing underperformers to a new fund provide an incentive for families with severely under-performing funds to open a new fund in hopes of managing a `star'. Chapter two presents an empirical analysis of new fund openings. We study fund performance, investment flows, and risk level and examine the relation between the distribution of performance across funds within a family and new fund openings. We find that new fund openings are positively correlated with measures of both extreme underperformance and extreme outperformance of existing funds as well as measures of the number of `dog' funds within a family. The evidence supports our predictions in Chapter 1. Chapter three addresses the relation between advisory firm organization and mutual fund performance and expenses. Specifically, we hypothesize three relations. First, the ownership structure of a fund family--mutualized, privately held, or publicly owned--may impact fund manager behavior and be reflected in expenses and/or performance. Second, fund families may experience some net pecuniary benefit or harm as a result of subsidiary affiliation. Finally, we examine expense and performance differences across directly advised versus subadvised funds. We find evidence that publicly owned fund families provide investors with lower style-adjusted returns and alpha at higher cost than do privately owned or mutualized families. Similarly, we find that bank and insurance affiliates underperform their peers in both returns net of expenses and alpha net of expenses, and that diversified financial services affiliates outperform in these measures.

Two Essays on the Behavior of Mutual Fund Managers

Two Essays on the Behavior of Mutual Fund Managers
Author: Jongwan Bae
Publisher:
Total Pages: 109
Release: 2014
Genre:
ISBN: 9781321093599

I conduct two studies that investigate the behavioral characteristics of mutual fund managers. First study, The Performance of Mutual Funds on Private Information, looks at the dimension of investment skills of fund managers. The investment skills of mutual fund managers can be assessed by their ability to generate private information. In this study, by investigating the simultaneous actions of fund managers and corporate managers, we estimate how much the actions of fund managers can be attributed to private information. Using the information of insiders' transactions as a proxy for the managers' private information, our performance measure, PS (Private Shares), captures variations in skills among fund managers, suggesting that the funds with higher PS outperform the funds with lower PS. The finding that PS is positively related to future fund performance is consistent with our conjecture that fund managers who actively trade on private information have better managerial skills than the ones that do not trade on private information. In the second study, Impact of Religious Belief on Asset Management Industry, we investigate the effects of religion on the investing behavior of fund managers. We propose a measure of corporate social responsibility propensity (CSRP) by fund managers that captures the level of a manager's tendency to invest in firms that engage in socially responsible activities. Grounded in the basis of ethics and morality, religious belief is shown to have a positive impact on a fund manager's investment in firms with good corporate social responsibility (CSR) performance. The positive association between religiosity and CSRP is particularly strong in the sample of non-institutional funds. On the performance aspect, we find that funds in the highly religious region with a higher propensity to invest in socially responsible firms tend to exhibit future performance deterioration. Our results suggest that local religiosity has a significant impact on the investing behavior of fund managers.

Three Essays on Mutual Funds

Three Essays on Mutual Funds
Author: Xuemei Guo
Publisher:
Total Pages: 312
Release: 2017
Genre:
ISBN:

This dissertation investigates the determinants of mutual fund flows and mutual fund performance. The first chapter examines the response of fund investors to style volatility and the impact of style volatility on the flow-performance relationship. Three main empirical findings are obtained using both a portfolio approach and a multivariate regression approach. First, I find that there is a significant positive relationship between the style volatility and the subsequent fund flows to mutual funds. This finding can be interpreted as either fund managers having style timing ability or fund managers catering to investors preferences or tastes. Second, the positive relationship between past style volatility and fund flows is less pronounced for funds with superior past performance. Lastly, fund style volatility has a dampening effect on the flow-performance relationship: the flow-performance sensitivity weakens by 12% when the past style volatility increases by one standard deviation. It is likely that performance is perceived as a less informative signal of investment ability for fund managers who follow inconsistent styles over time. The second chapter studies how the response of fund investors to past risk varies over business cycles. I employ the NBER boom indicator, the Consumer Sentiment Index, and the National Activity Index to proxy for economic conditions. I find that mutual fund investors react differently to risk across economic environments. Funds with more volatile past returns discourage fund investors. The investors’ demand for actively managed funds is higher under good market conditions. Fund flows are less responsive to risk during expansionary economic periods. This finding may indicate that fund investors are risk averse and become less risk averse in good market states. The third chapter empirically examines whether mutual fund performance is affected by prior family performance. I propose two testable hypotheses: the information and resource sharing hypothesis and the cross-fund subsidization hypothesis. The empirical findings suggest that there is a significant positive relationship between prior family performance and subsequent fund performance. This finding is consistent with the hypothesis that mutual funds in the same family share informational resources. This positive relation also justifies the finding in the mutual fund flow literature that fund flows are higher for funds with higher past family performance. Furthermore, I find that the predictive power of the prior family performance is stronger in larger fund families.

Two Essays On Mutual Funds

Two Essays On Mutual Funds
Author: Pramodkumar Yadav
Publisher:
Total Pages: 0
Release: 2021
Genre: Finance
ISBN:

The first essay examines whether fund flows of mutual fund family employees are smart. Using hand-collected data on investment of fund family employees, I show that employee flows predict fund performance up to two years. Moreover, employee flows lead flows of other investors, but not vice versa, further indicating that employee flows are smart. The predictive power of employee flows is stronger when fund family employees are located close to fund managers, pointing to employees exploiting their proximity to managers to learn about the managers' skill or effort. The results do not appear to be driven by ownership changes of portfolio managers themselves, family cross-subsidization efforts, plan design, or employee sophistication.The second essay (with Daniel Dorn) examines psychological cost of team structure in mutual fund industry. We show that team-managed mutual funds have a greater propensity to sell winners and hold losers than solo funds. This propensity is costly as winners sold outperform losers held by 56bp during the next quarter relative to stocks with similar size, book-to-market, and momentum characteristics. Disposition effects are strongest when positions are initiated by a subset of the team who thus bears special responsibility. In contrast, there is no disposition effect when positions are initiated by all team members. This suggests that the difficulty of admitting mistakes to peers (vanity), rather than conformity to in-group pressures (groupthink), poses a costly challenge for teams.

Essays on Mutual Funds Performance

Essays on Mutual Funds Performance
Author: Lubomira Ivanova
Publisher:
Total Pages: 156
Release: 2005
Genre:
ISBN:

In the first chapter of my dissertation I present a survey of the literature on mutual fund performance. The first section of chapter one discusses two approaches to portfolio evaluation. The returns-based approach evaluates the net portfolio returns of the funds. The second, holdings-based approach, directly measures the stock-picking talent of mutual fund managers by focusing on manager's equity holdings. The second section of chapter one presents the literature on flows of funds and its relationship to portfolio evaluation.

Two Essays on Managerial Behaviors in the Mutual Fund Industry

Two Essays on Managerial Behaviors in the Mutual Fund Industry
Author: Leng Ling
Publisher:
Total Pages:
Release: 2008
Genre: Mutual funds
ISBN:

Essay 1. Does mutual fund window-dressing promote fund flows?--I investigate the effectiveness of window-dressing as a potential strategy to be used by mutual fund managers to promote fund flows. Using a rank gap measure as a proxy for the likelihood that window-dressing has occurred, I find that fund investors as whole punish those managers who are suspected to have engaged in window-dressing. That is, I find a negative relation between the window-dressing measure and net fund flows in subsequent quarters after controlling for fund performance, size, expense ratio, and other pertinent characteristics. I also find that window-dressing leads to higher trading activities and lower fund performance. Essay 2. A life cycle analysis of performance and growth in U.S. mutual funds--I propose a five-stage growth model to describe the life cycle evolution of mutual funds and show that mutual funds exhibit distinctive performance, size, expense ratios, asset turnover, and other pertinent characteristics through stages of incubation, high-growth, low-growth, maturity, and decline. I also investigate the viability of managerial strategies to affect a fund's life cycle evolution and find that changing a declining fund's investment objective is effective in rejuvenating asset growth and thus repositioning the fund to younger life cycle stages. However, the strategy of adding portfolio managers appears to have no such rejuvenation effect.