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Market Efficiency
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Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Jan 19, 2016

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Page 1: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Market Efficiency

Page 2: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Plan for Discussion

Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected NSE indices

– S&P CNX Nifty

– CNX Nifty Junior

Page 3: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Efficiency : defined

An efficient capital market is a market that is

efficient in processing information…

In an efficient market, prices ‘fully reflect’

available information..

Page 4: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Efficient Market

In an efficient market,

– Market price is an unbiased estimate of the

true value of the investment.

Market Efficiency does not require that the

market price be equal to true value at every

point in time.

Page 5: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Efficient Market

Errors in the market price be unbiased

implying that prices can be greater than or

less than true value, as long as these

deviations are random.

Randomness implies that there is an equal

chance that stocks are under or over valued

at any point in time.

Page 6: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

In 1960s and early 1970s

Fama (1965) concluded that

Most of the evidences are consistent with Efficient

Market Hypothesis

Stock prices showed Random walk

Predictable variations in equity return were

statistically insignificant

Reference:

Fama EF (1965) “The behaviour of stock market prices”. Journal of Business. 38:34–105

Page 7: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Forms of Market Efficiency

Fama (1970) defined three form of market

efficiency :

Weak Form

Semi-Strong Form

Strong Form

Reference : Fama, E F (1970): ‘Efficient Capital Markets: A Review of Theory and EmpiricalWork’, Journal of Finance, 25, pp 383-417.

Page 8: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Weak Form

Weak form of efficiency implies that :

The current price reflects the past information

or the history of prices.

Suggesting that charts and technical analyses

that use past prices alone would not be useful

in finding valuable stocks.

Page 9: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Semi-Strong Form

Semi-strong form of efficiency implies that

the current price reflects the information

contained not only in past prices but all

publically available information (financial

statements/reports).

Page 10: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Semi-Strong Form

Academic research supports the semi-strong form of the EMH by investigating various corporate announcements, such as:

– Stock splits

– Cash dividends

– Stock dividends

Page 11: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Strong Form

Strong form of efficiency implies that:

the current price reflects all information, public

as well as private, and

no investors will be able to consistently find

under valued stocks.

Page 12: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Example of Efficiency

Page 13: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Example of Inefficiency

Page 14: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Misconceptions on EMH

Page 15: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Misconceptions of EMH

No group of investors will beat the market in the

long term.

Given the number of investors in markets, the

laws of probability suggests that a fairly large

number can beat the market consistently over

long periods,

– not because of their investment strategies but

because they are lucky.

Page 16: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Misconceptions of EMH

An efficient market does not imply that stock

prices cannot deviate from true value;

there can be large deviations from true value.

The deviations do have to be random.

Page 17: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Fama’s new View

Fama (1998) suggests that apparent anomalies require:

– new behavioural based theories of the stock market and

– the need to continue the search for better models of asset pricing.

Reference: Fama, E F (1998): ‘Market Efficiency, Long-term Returns, and Behavioural Finance’, Journal

of Financial Economics, 49, pp 283-306.

Page 18: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Anomalies Definition Low PE Effect Low-Priced Stocks Small Firm and Neglected Firm Effect Market Overreaction January Effect Day-of-the-Week Effect Chaos Theory

Page 19: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Definition

A financial anomaly refers to unexplained results that deviate from those expected under finance theory

– Especially those related to the efficient market hypothesis

Page 20: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Low PE Effect

Stocks with low PE ratios provide higher returns than stocks with higher PEs

Page 21: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Low-Priced Stocks

Stocks with a “low” stock price earn higher returns than stocks with a “high” stock price

There is an optimum trading range

Page 22: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Market Overreaction

The tendency for the market to overreact to extreme news

– Investors may be able to predict systematic price reversals

Results because people often rely too heavily on recent data at the expense of the more extensive set of prior data

Page 23: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

January Effect

Stock returns are inexplicably high in January

Small firms do better than large firms early in the year

Especially pronounced for the first five trading days in January

Page 24: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Day-of-the-Week Effect

Mondays are historically bad days for the stock market

Wednesday and Fridays are consistently good

Tuesdays and Thursdays are a mixed bag

Page 25: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Chaos Theory

Chaos theory refers to instances in which apparently random behavior is systematic or even deterministic

Page 26: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Testing Weak form of

Market Efficiency

Page 27: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Random walk hypothesis

Ko and Lee (1991),

If the random walk hypothesis holds, the weak form of the efficient market hypothesis must hold,

Thus, evidence supporting the random walk model is the evidence of market efficiency.

Reference : Ko, K.S. and Lee, S.B. (1991) A comparative analysis of the daily behavior of stock returns: Japan,

the U.S and the Asian NICs. Journal of Business Finance and Accounting, 18, 219-234.

Page 28: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Case Study- NSE

This study attempts, to seek evidence for the

weak form efficient market hypothesis using

the daily data for stock indices of the

National Stock Exchange for the period of

1 January 2000 to 31 Oct 2008

Page 29: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Research Methodology

Following test are done to analyze the data : Jarque Bera Test Unit Root Test Autocorrelation test Run Test K-S Test

Page 30: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Descriptive Statistics

Page 31: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Analysis

Stock returns are not normally distributed,

Also verified with the Jarque-Bera statistic, which is a test statistic for testing whether the series is normally distributed.

The hypothesis of normal distribution is rejected at the conventional 5% level.

Page 32: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Unit Root Test

A test to determine whether a time series is stationary or not,

whether the null hypothesis of a unit root can be rejected.

Page 33: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

ADF Test

Page 34: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

PP Test

Page 35: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Analysis The null hypothesis that there is a unit root

cannot be rejected for both Nifty and Nifty Junior , in the level form.

For the first differences of both , the null hypothesis of a unit root is strongly rejected.

Both indexes contain a unit root, that is, non-stationary in their level forms, but stationary in their first differenced forms.

Page 36: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Runs Test

Runs Test is for the randomness of the series.

Runs test investigates serial dependence in

share price movements

Page 37: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Run Test

Page 38: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Analysis

It can be seen that the total number of runs are 8 and 15 for S&P CNX Nifty and CNX Nifty Junior respectively.

Therefore, the hypothesis of randomness for both the series is rejected.

Page 39: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Autocorrelations

Autocorrelation is the correlation of a series with itself .The autocorrelation function (ACF) test is examined to identify the degree of

autocorrelation in a time series.

Page 40: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Analysis

Time Series Error term is stationary

Page 41: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Kolmogorov Smirnov Test

KS is used to determine how well a random sample of data fits a particular distribution (uniform, normal, poisson).

It is based on comparison of the sample’s cumulative distribution against the standard

cumulative function for each distribution.

.

Page 42: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

K-S Test

Page 43: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Analysis

The Kolmogorov Smirnov Goodness of Fit

Test (KS) shows 0.00 significance for the Z

at the 5 percent level.

Null hypothesis of normal distribution for

both is rejected

Page 44: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.

Conclusion

Jarque Bera : No Normality

K-S Test : Does not fit in Normal Distribution

Run Test : No Random Walk

Autocorrelation : Time series error : Stationary

Unit Root Test : Random Walk

Page 45: Market Efficiency. Plan for Discussion Efficiency and its Forms Misconceptions of EMH Anomalies Testing Weak form of Market Efficiency Case Study of selected.