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Questions and Answers
What does it mean for a market to be efficient in terms of information sets?
What does it mean for a market to be efficient in terms of information sets?
In an efficient market, the information set used by the market equals the information set containing all relevant information.
Explain the significance of the utility value of information in an efficient market.
Explain the significance of the utility value of information in an efficient market.
The utility value of the gain from information must equal zero in an efficient market, indicating no one can earn abnormal returns.
What is a key assumption of event studies regarding market efficiency?
What is a key assumption of event studies regarding market efficiency?
Event studies require semi-strong information efficiency.
How does a weak form of market efficiency relate to historical price information?
How does a weak form of market efficiency relate to historical price information?
What consequence arises if information structure does not provide 'new' relevant information?
What consequence arises if information structure does not provide 'new' relevant information?
What is crucial for determining the impact of an event in an event study?
What is crucial for determining the impact of an event in an event study?
Why is a large sample important in an event study?
Why is a large sample important in an event study?
In what way do rational expectations influence security prices?
In what way do rational expectations influence security prices?
What does the estimation period in an event study aim to determine?
What does the estimation period in an event study aim to determine?
What does it mean when the paper states 'No one can earn abnormal returns'?
What does it mean when the paper states 'No one can earn abnormal returns'?
Why is random selection of securities considered effective in an efficient market?
Why is random selection of securities considered effective in an efficient market?
What is the purpose of the separation period in an event study?
What is the purpose of the separation period in an event study?
Define the event window in the context of an event study.
Define the event window in the context of an event study.
How does the efficient market hypothesis relate to the need for information acquisition?
How does the efficient market hypothesis relate to the need for information acquisition?
What is one common potential issue researchers face when conducting event studies?
What is one common potential issue researchers face when conducting event studies?
How does event studies relate to the efficient market hypothesis?
How does event studies relate to the efficient market hypothesis?
What is the definition of normal return in the context of an event study?
What is the definition of normal return in the context of an event study?
Explain how to calculate the normal return at a specific time Ï„.
Explain how to calculate the normal return at a specific time Ï„.
What does the abnormal return (AR) represent in event studies?
What does the abnormal return (AR) represent in event studies?
How do you calculate cumulative abnormal returns (CAR) over an event window?
How do you calculate cumulative abnormal returns (CAR) over an event window?
What do αi and βi represent in the capital market model?
What do αi and βi represent in the capital market model?
What does E(εit) = 0 indicate about the error term in the model?
What does E(εit) = 0 indicate about the error term in the model?
What is the significance of the variance of the error term, σi2, in calculating normal return?
What is the significance of the variance of the error term, σi2, in calculating normal return?
What is meant by the term 'event window' in the context of event studies?
What is meant by the term 'event window' in the context of event studies?
What are the two common approaches used for significance testing of ACAR in the context of correlated events?
What are the two common approaches used for significance testing of ACAR in the context of correlated events?
In regression analysis for event studies, what is the primary role of the dummy variable?
In regression analysis for event studies, what is the primary role of the dummy variable?
What equation is typically used for a market model regression in event studies?
What equation is typically used for a market model regression in event studies?
How can the problem of event clustering be addressed in regression analysis?
How can the problem of event clustering be addressed in regression analysis?
What is the purpose of using different dummy variables to isolate the separation period in event studies?
What is the purpose of using different dummy variables to isolate the separation period in event studies?
What significance tests are applied to the coefficients in the regression model for event studies?
What significance tests are applied to the coefficients in the regression model for event studies?
What is the estimation period denoted by $D_{Event,i} = 0$ in the regression model?
What is the estimation period denoted by $D_{Event,i} = 0$ in the regression model?
Why is it important to perform significance tests in the context of an event study?
Why is it important to perform significance tests in the context of an event study?
What is the significance test of ACAR based on independent events used for?
What is the significance test of ACAR based on independent events used for?
Explain the purpose of the time series variance test in the context of ACAR.
Explain the purpose of the time series variance test in the context of ACAR.
How is the variance of ACAR calculated in the time series variance test?
How is the variance of ACAR calculated in the time series variance test?
What distinguishes the cross-sectional test from the time series variance test?
What distinguishes the cross-sectional test from the time series variance test?
What is the formula for calculating the variance of ACAR in the cross-sectional test?
What is the formula for calculating the variance of ACAR in the cross-sectional test?
What does the non-parametric test for ACAR assume?
What does the non-parametric test for ACAR assume?
In the context of the non-parametric test, what does the term N+ refer to?
In the context of the non-parametric test, what does the term N+ refer to?
What distribution does the non-parametric test T3 follow?
What distribution does the non-parametric test T3 follow?
What are the CTP returns calculated for the event window [-1,+1] representing?
What are the CTP returns calculated for the event window [-1,+1] representing?
Explain the significance of using equal weights for each security in a CTP analysis.
Explain the significance of using equal weights for each security in a CTP analysis.
What econometric challenge arises from misspecifications of expected returns in event studies?
What econometric challenge arises from misspecifications of expected returns in event studies?
How can a non-random sample affect the results of an event study?
How can a non-random sample affect the results of an event study?
What is the purpose of creating the dependent variable vector y and the matrix X in OLS regression for CTP analysis?
What is the purpose of creating the dependent variable vector y and the matrix X in OLS regression for CTP analysis?
Flashcards
Event study
Event study
The process of studying how stock prices react to specific events, such as mergers, acquisitions, or earnings announcements.
Semi-strong form market efficiency
Semi-strong form market efficiency
The assumption that all publicly available information is already reflected in current stock prices.
Announcement day
Announcement day
The day when information about a significant event reaches the market for the first time.
Sample of cases
Sample of cases
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Estimation period
Estimation period
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Event window
Event window
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Separation period
Separation period
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Information processing period
Information processing period
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Market Efficiency: Joint Probability Distribution
Market Efficiency: Joint Probability Distribution
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Value of Information in Efficient Market
Value of Information in Efficient Market
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Utility Value of Information
Utility Value of Information
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Value of Historical Price Information
Value of Historical Price Information
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Rational Expectations
Rational Expectations
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Technical Analysis
Technical Analysis
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Efficient Market
Efficient Market
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Event Day
Event Day
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Capital Market Model
Capital Market Model
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Normal Return
Normal Return
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Abnormal Return (AR)
Abnormal Return (AR)
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Cumulative Abnormal Return (CAR)
Cumulative Abnormal Return (CAR)
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Market Efficiency Testing
Market Efficiency Testing
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Time Series Variance Test
Time Series Variance Test
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Cross-Sectional Test
Cross-Sectional Test
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Variance of ACAR in Time Series Test
Variance of ACAR in Time Series Test
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Variance of ACAR in Cross-Sectional Test
Variance of ACAR in Cross-Sectional Test
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Non-Parametric Test
Non-Parametric Test
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Non-Parametric Test Statistic
Non-Parametric Test Statistic
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Distribution of Non-Parametric Test Statistic
Distribution of Non-Parametric Test Statistic
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Significance Tests of ACAR
Significance Tests of ACAR
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Regression Model in Event Study
Regression Model in Event Study
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Regression Analysis for Correlated Events
Regression Analysis for Correlated Events
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Calendar-Time Portfolio Approach
Calendar-Time Portfolio Approach
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Study Notes
Introduction to Capital Market Efficiency
- Capital markets facilitate efficient fund transfers between borrowers and lenders.
- Individuals lend if productive opportunities are limited and wealth is high.
- Individuals borrow when many productive opportunities exist and wealth is low.
- Efficient capital markets are beneficial to both lenders and borrowers, as they enable streamlined fund transfers.
Definition of Market Efficiency
- Market efficiency describes the degree to which prices reflect all relevant information.
- Efficient markets use prices as accurate signals for capital allocation.
- Market efficiency is less restrictive than market perfection.
Types of Market Efficiency
- Weak-form efficiency: Prices fully reflect all past information. No investor can earn abnormal returns using historical price/return data.
- Semi-strong-form efficiency: Prices fully reflect all publicly available information. No investor can earn abnormal returns using publicly available information.
- Strong-form efficiency: Prices reflect all information, including private information. No investor can earn abnormal returns using any information.
- Empirical evidence suggests capital markets are efficient in weak and semi-strong forms.
Value of Information
- In a single-period setting, the value of information depends on decision maker's reaction to the information, the probabilities of possible states of nature, and the utilities associated with different actions, given these states.
- In a multi-period setting, the value of information is similar to the value of real options because of the choice of whether to act immediately or later, based on the information received.
- In an efficient market, the information set used by the market is equal to all relevant information,
- Information structure adds only value if it brings new relevant information, which is not the case in the presence of market efficiency, leading to zero utility gain.
Value of Information and Market Efficiency
- In efficient markets, available information is already reflected in security prices.
- There's no incentive to acquire information because no one can generate abnormal returns.
- Using past prices for trading is likely to yield a zero return in an efficient market. Efficient markets are based on the assumption that all relevant information is already factored into pricing.
Rational Expectations and Market Efficiency
- Several hypotheses explain how decision-making process is reflected in securities.
- Naive hypothesis: Asset prices are entirely random.
- Speculative hypothesis: Investment choices are influenced by predicted future actions of other investors.
- Intrinsic value hypothesis: Pricing is based on anticipated future payouts.
- Rational expectations hypothesis: Prices are determined by anticipated future payouts and resale value. A rational expectations market is an efficient market.
Market Efficiency and Costly Information
- Arbitrageurs and analysts search for information to profit from price discrepancies. This usually helps drive prices to equilibrium values.
- However, information is typically costly. Therefore, the return net of costs from analysis equals zero (on average).
Event Studies
- Event studies measure the impact of economic events on company equity value.
- Examples of economic events include capital increases, stock splits, investments and financing activities.
- They are valuable tools in studying market efficiency.
Fundamentals of an Event Study
- Event studies rely on semi-strong-form market efficiency to demonstrate that past and public information is reflected in security prices.
- Central to an event study is finding the date when the information about the event reaches the public market.
- The study usually evaluates a substantial number of events to minimize the impact of idiosyncratic (unique) events, to ensure results are relevant and not spurious. Event study analysis can determine whether a price change is caused by the event or other factors.
Normal Return in an Event Study
- Normal return, is calculated through a capital market model (usually a single-factor model).
- The normal return gives a benchmark return by isolating the market-wide effect from the event-specific impact.
- An input is the covariance between the stock and the market portfolio, denoted as β. This represents the sensitivity of the stock's return to movements in the market.
Abnormal Return in an Event Study
- Abnormal Return (AR) is the difference between the observed return and the normal return.
- Cumulative Abnormal Returns (CAR) measures abnormal returns over the entire event window.
- Average Cumulative Abnormal Returns (ACAR) is a measure of the average abnormal returns across multiple events.
Significance Tests for ACAR
- Time-series variance test (often from Brown/Warner): Tests whether the average cumulative abnormal return is statistically different from zero, with the assumption that different returns are unrelated.
- Cross-sectional analysis of variance tests whether the average cumulative abnormal return is different from zero across different securities, while controlling for other factors. A non-parametric test, for example, measures significance without the assumption of normal distribution.
- Appropriate methods may be selected based on whether events of interest are correlated.
Econometric Challenges
- Misspecification of expected returns results in biased estimations of abnormal returns, leading to misleading conclusions about market efficiency.
- Non-random samples of firms can lead to non-normal distribution of returns, potentially leading to incorrect inferences.
Further Reading
- Kothari, S. & Warner, J. (2004).
- MacKinlay, A. (1997).
- CWS (Chapter 10 & 11).
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