Diplomarbeit, 2006
70 Seiten, Note: 1,4
1 Introduction
1.1 Motivation and basic background
1.2 Methodology and organization
2 The Hot Hand: A literature overview
2.1 Introducing the Hot Hand
2.2 Hot Hand and Gambler’s Fallacy
2.3 Streakiness in the financial market
2.4 The Hot Hand effect in sports
2.4.1 Theoretical Issues
2.4.2 Problematic issues of Hot Hand research in sports
2.4.3 More research regarding the Hot Hand in sports
3 Empirical analysis of professional bowling data
3.1 Basics of bowling
3.2 Collection of data
3.3 Analysis of professional bowlers’ performance
3.3.1 General analysis of bowling data
3.3.2 Individual analysis of bowling data
3.3.3 Analysis utilizing conventional tests
4 The Hot Hand in the betting market
5 Conclusion and suggestions for future research
This thesis examines the validity of the "Hot Hand" effect—the belief that success breeds success—by analyzing professional bowling performance and betting market behavior. The primary objective is to determine whether the belief in momentum is a psychological fallacy or a statistically observable phenomenon that influences human economic decision-making.
1.1 Motivation and basic background
The discussion about the existence of the Hot Hand, a widespread belief that success breeds success, has been unsettled since it was initially mentioned in 1985. The authors of the study originally concluded that any observed streakiness was simply a misperception and that the sequences did not significantly differ from the outcome of a randomly generated process.
The reasons why the discussion became this extensive may only be assumed. One reason definitely is that the main application areas for the Hot Hand belief are sports and the financial market, two areas that a vast number of people get in touch with. A large number of men and women at least occasionally watch sports on television or attend a live game. More and more people also get involved in actively managing their savings by a growing number of different financial instruments like shares and bonds.
Another reason for the amount of existing analyses and studies about topics related to the Hot Hand effect is that arguments for and against the Hot Hand range from statistical problems, e.g. which statistical test to apply, to deep psychological issues like the perception of random processes.
Knowing whether the believers in the Hot Hand or the sceptics are right is essential to everybody because in many everyday situations, people act according to which of the two groups they belong to. This is especially important in situations where money is at stake. Therefore, the aim of this paper is to answer the following research question: Is the belief in the Hot Hand effect a fallacy and what is its impact on human behaviour in an economic environment as the betting market?
1 Introduction: Introduces the concept of the "Hot Hand," the motivation behind the research, and the methodology applied to study performance streakiness.
2 The Hot Hand: A literature overview: Reviews existing studies on randomness, the Gambler’s Fallacy, streakiness in financial markets, and the controversy surrounding performance streaks in various sports.
3 Empirical analysis of professional bowling data: Provides a comprehensive statistical analysis of professional bowling tournament data to test for the presence of the Hot Hand effect under controlled conditions.
4 The Hot Hand in the betting market: Examines how beliefs in momentum influence gamblers' behaviors and betting strategies, specifically regarding point spreads.
5 Conclusion and suggestions for future research: Summarizes the study's findings, affirming that while the Hot Hand effect is statistically observable to a small extent, its impact is often overestimated by human perception.
Hot Hand, Gambler's Fallacy, Law of Small Numbers, professional bowling, betting market, randomness, streakiness, performance analysis, statistical significance, efficient market hypothesis, momentum, behavioral economics, probability, non-stationarity, auto-correlation.
The thesis explores the "Hot Hand" effect, investigating whether performance streaks in sports and financial markets are genuine manifestations of momentum or simply misperceived random sequences.
Key themes include statistical randomness, human cognitive biases such as the Law of Small Numbers, the differences between "Hot Hand" and "Gambler's Fallacy," and the application of these concepts in professional bowling and sports betting.
The research asks whether the belief in the Hot Hand effect is a cognitive fallacy and how this belief influences human behavior in economic environments like betting markets.
The study utilizes empirical data analysis, specifically examining frame-by-frame strike data from professional bowlers in the 2004-2005 season, and compares these findings with theoretical models of randomness and auto-correlation.
The main body covers a literature review of historical studies on the Hot Hand, a detailed empirical analysis of bowling performance, and an exploration of how bettors overreact to perceived winning or losing streaks.
Key terms include Hot Hand, Gambler's Fallacy, randomness, streakiness, professional bowling, betting market, and statistical significance.
Bowling was chosen because it allows for a precise "success or failure" measurement without interference from opponents, thus providing a cleaner dataset than team sports like basketball or soccer.
The analysis found that while there is statistically observable evidence for a "Hot Hand" (and "Cold Hand") effect, the magnitude of this effect is quite small, suggesting that performance streaks are often overestimated by observers.
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