20
T esting of Weak-Form Efficiency in Different sectors of Indian Capital Market Mayank Chaturvedi IPG_2007 31

Testing of Weak-Form Efficiency in Indian Stock Market_2

Embed Size (px)

Citation preview

Page 1: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 1/20

Testing of Weak-Form Efficiency in Different

sectors of Indian Capital Market

Mayank Chaturvedi

IPG_2007 31

Page 2: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 2/20

Motivation

• My area of Interest is finance and want to pursue my professional

career in this area . So it would be better to opt for a topic in finance

stream.

• Secondly, the topic is related to market efficiency of Indian market

.With the current market situation and the recent recession in the

market , I think this topic would help me in gaining some in-depth

knowledge about the present stock market not only in India but alsoglobally.

Page 3: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 3/20

Introduction

• India is considered as one of the fastest emerging markets in the world. It

has a well established stock market with a long history of organized

trading in securities.

• However, the dominant presence of stock markets by itself does notguarantee growth of the market. The markets have to be efficient in order

to provide sustainable growth in a long run( Mukherjee 1971).

Efficient market hypothesis explain that all of the information, which areoffered to the public in the markets, reflected in the price of traded on the

stock markets so that investors cannot use this information to obtain

abnormal gains(Keane, 1983).

Page 4: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 4/20

Fama (1970) has been the first to develop the efficient markets

hypothesis. Fama (1991) classifies market efficiency into three forms — 

weak, semi-strong and strong.

Weak-form efficient market is the one that reflects all information of 

the assets in its current prices hence past prices are not useful for

identifying mispriced assets.

This paper examines the ―weak form efficiency of the Indian Stock 

 Markets by applying the Random walk hypothesis on the share prices of 

various companies included in the S&P CNX Nifty.”

The Random Walk theory presupposes that the stock markets are so

efficient and competitive that there is immediate price adjustment. Thus

the random walk theory is based on the hypothesis that the stock 

markets are efficient. Hence ,this theory later came to known as the

efficient market hypothesis(EMH).(Kevin,2001)

Page 5: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 5/20

International Research

Research Title Publishing Date Objective

A study of the predictive performance of 

the moving average trading rule as applied

to NYSE, the Athens Stock Exchange and

the Vienna Stock Exchange: sensitivity

analysis and implications for weak-form

market efficiency testing

Applied Financial

Economics, 2009

Alexandros E. Milionis

,and

Evangelia Papanagiotou

This work examines the variation of the

simple Moving Average (MA) trading rule

performance as a function of the MA

length in New York Stock Exchange

(NYSE), Athens Stock Exchange (ASE)

and Vienna Stock Exchange (VSE) using

daily data from May 1993 to April 2005.

Weak-Form Efficiency of Textile Sector:

An Empirical Evidence from Pakistan.

Interdisciplinary journal of 

contemporary research in

business, April 2011

Prof. Dr. MehboobAhmad,

Dr. Muhammad Ilyas

The study investigates the behavior of 

stock prices in KSE, also tests and

analyzes the weak form efficiency of 

textile sector for improving the

understanding of small investors.

The weak form market efficiency

investigation of American, European and

Asian stock markets.

Chinese business review

,October 2010

 Nuray Ergül

This paper investigates the empirical

validity of the Weak Form Efficient

Market Hypothesis for American,

European and Asian stock markets.

Random Walk Hypothesis is used to prove

weak form efficiency in American,

European and Asian stock indices

Page 6: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 6/20

National Research

Research Title Publishing Date Objective

Weak-Form Market Efficiency in India

and Its Emerging Asian Counterparts

IUP journal of behavioural

finance , 2010

B J Queensly Jeyanthi 

In this study, the existence of weak-form

efficiency of Asian emerging stock markets is

analyzed. The sample includes the daily price

indices namely China (SSEC), Indonesia (JKSE),

Kuala Lumpur (KLSE), Korea (KS11), Taiwan(TWII) and India (Nifty) for the period of April

1, 1998 to March 31, 2009.

Efficiency of the Indian foreign

exchange market: An empirical 

analysis

International Journal of 

Finance,2007

N. Mishra, V. Narisimhan,

K.N. Murty

The present study was designed to analyze

and empirically verify the efficiency of the

Indian foreign exchange market

Page 7: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 7/20

Gap Analysis

After the review of International and National review paper ,following gapare found in these papers.

The study on market efficiency is not done on the various sector of the market.

Overall study has been done at national and international level are all based onoverall market test.

Implication of the efficiency of various sectors has not been find out likewhich economic factors are responsible for the efficiency or inefficiency of that

specific sector.

Studies has been done on long time interval(10 years) , analysis can be done bybreaking the initial duration into 2-3 smaller intervals.

Page 8: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 8/20

Objectives

The study is focused towards finding the efficiency of the IndianStock Market.

To test the Weak-Form Efficiency hypothesis onIndian stock market taken S&P CNX Nifty as thereference index from 2001-2011.

To test the Weak-Form Efficiency hypothesis onvarious sectors in BSE Index like – FMGC,Telecom,IT etc.

Find out the importance and implication of 

different sectors on the Indian market on the basisof their efficiency .

Find out the major economic factor responsiblefor the efficiency calculated above.

Page 9: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 9/20

Methodology proposed

For the analysis of Weak-Form efficiency ,stock prices of thevarious companies listed in the NSE Index is required.

• Data Sources – S&P CNX Nifty.

• Data –  Only secondary data is required for the study .The stock 

prices of various companies can be found from the NSE website.

• Tools – E-VIEWS, MATLAB, MS-Excel are used for the research .

• Techniques –  For the Weak-form efficiency testing, random

walk(unit test) testing of stock prices is analyzed using following

techniques -• Augmented Dickey-Fuller (ADF) Test.

• The Phillips-Perron (PP)Test.

Page 10: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 10/20

Augmented Dickey Fuller (ADF) Test:

It is an extension of Dickey -Fuller test and it can be shown as

The number of lagged difference terms is determined empirically. The nullhypothesis is that p=a i.e. there exists a unit root.

The ADF is limited by its number of lags. It reduces the power of the test to rejectthe null of a unit root, because the increased number of lags necessitates theestimation of additional parameters and a loss of degree Dickey -Fuller test and itcan be shown as

Page 11: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 11/20

The Phillips-Perron(PP) Test

PP test is an alternative (non-parametric) method of controlling

for serial correlation while testing for a unit root.The PP test

procedure is based on the following ADF regression wit the

same critical values used for ADF:

One advantage of the PP tests over the ADF tests is that the PPtests are robust to general forms of heteroskedasticity in the errorterm. Another advantage is that the user does not have to specifya lag length for the test regression.

Page 12: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 12/20

ADF test Analysis

Null Hypothesis: H0 = Indian Stock Market does not follows random walk.

Alternative hypothesis : H1 = Indian Stock Market follow random.

• Now for the Analysis of Random Walk of Various Stock prices Taken, We

use the following Test also known as Unit root Test.• For the First Part of this Research, S&P CNX Nifty Index data is used. The

shares included in the S&P CNX Nifty Index cover nearly 23 sectors of the

economy with almost 60% of the total market Capitalization of the Indian

stock market.

• The data are collected for 20 out of 50 companies which are traded from1st April 2000 – 31st March 2005.The Data is collected from NSE website.

Page 13: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 13/20

Table 1 Result of Augmented Dickey Fuller Test under three different

situations for all the variables included in the study

Name of the Company None Intercepts Intercepts and Trend

ABB 56.40061 56.39226 56.39398

ACC 58.47580 58.47711 58.39398

BHEL 57.31245 57.32474 57.32036

BPCL 55.07392 57.32474 57.32036

CIPLA 55.07392 55.06612 55.05822

DR REDDY 56,91431 56.90696 56.90169

GRASIM 52.79314 52.79070 52.81547AMBUJACEM 58.86179 58.85933 58.85193

HDFC 63.26520 63.25656 63,25955

DLF 58.02795 58,2295 58.01456

INFOSYS 56.52152 56.51722 56.53476

ITC 57.61564 57.60826 57.60753

MARUTI 53.23198 53.22448 53.2276

M&M 56.52322 56.53043 56.54093RANBAXY 55.07392 55.06612 55.06612

SAIL 56.58297 56.57750 55.64018

SBIN 54.54849 54.56312 24.55871

SIEMEN 55.01150 55.00383 54.99595

TATAPOWER 56,36670 56.35869 56.433545

LT 54.46746 54.46465 54.41958

Page 14: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 14/20

ADF test Analysis contd.

• The test is tested at 1% level of significance such as 2.56650

for none,3.432107 for intercepts and 3.960770 for both none

and intercepts respectively.

• From the Table 1, It is clear that in all the three cases – (

none, intercept, and none & intercept),all the companies

reject null hypothesis as the value is greater than the value

calculated from the table.

• From the ADF test shows that there is a random walk in the

Indian stock market

Page 15: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 15/20

Page 16: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 16/20

Name of the Company None. Intercepts None and Intercepts

ABB 56.39398 56.38558 56.37872

ACC 58.47626 58.47746 58.49651

BHEL 57.30455 57.31744 57,31302

BPCL 55.03788 55.2994 55.24316

CIPLA 55.03788 55.2994 55.02192

DR REDDY 56,89900 56.89142 56.88605

GRASIM 52.95140 52.94708 52.96090

AMBUJACEM 58.87929 58.87727 58.86987

HDFC 62.43401 63.4251,1 63.43283

DLF 58.02744 58.02243 58.1396

INFOSYS 56.52495 56.52082 56.54710

ITC 57.61122 57.60373 57.60309

MARUTI 53.11389 53.10606 53.10302

M&M 56.54093 56,54640 56.64917RANBAXY 55.03788 55,02992 55.02192

SAIL 56.55567 56.54999 56.61318

SBIN 54.55776 54.56761 54.56232

SIEMEN 54.99913 54.99137 54.98343

TATAPOWER 56.33121 56.32290 56.40147

LT 54,41184 54.41438 54.41438

Table 2 Result of Phillips-Perron(PP) Test with closing prices of all the

companies considered in the study

Page 17: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 17/20

Page 18: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 18/20

ADF and PP test Results

• From 2000-2005 , The Indian stock market

shows random walk .

• The Result is based on the NSE index and

Major market capitalization companies are

taken for the analysis.

Page 19: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 19/20

References

Ali,D & Maosen,Z 2000,‖On testing the random walk hypothesis: A model- comparison approach". The

Financial Review, 35. 105-124.

Kumar,M &Thonias,P 2005, "Integration and efficiency of stock and foreign exchange market in India",

Working paper available at SSRN.com/ Abstract = 1088255

Eugene, F 1965, "The behavior of stock market prices". Journal of Business, 38(1), 34-105

Asma,M & Keavin,K 2000 "Weak form market efficiency of an emerging market: Evidence from Dhaka

Stock Market of Bangladesh", ENBS Conference, Oslo.

Bir,S 1999 "The weak form efficiency of Indian commodity futures". Research Paper, SGGS College of 

Commerce, University of Delhi, Delhi

Keith,C & Dirk,N 1997 "The behavior of UK stock price and returns: Is the market efficient?" The

 Economic Journal, 107,986-1008

Gupta,R & Basu K. 2007, "Weak form efficiency in Indian stock  markets‖. Available at

http://biblioteca.universia.net/autor/Gupta,%20Rakesh%20K.html.

Page 20: Testing of Weak-Form Efficiency in Indian Stock Market_2

8/3/2019 Testing of Weak-Form Efficiency in Indian Stock Market_2

http://slidepdf.com/reader/full/testing-of-weak-form-efficiency-in-indian-stock-market2 20/20

Stijin,C Dasgupta,S & Jack,G (1995),―Return Behavior in Emerging Stock Market‖, The World Bank 

Economic Review, Vol. 9, No. 1,pp. 131-151.

Amanulla S and Kamaiah B (1996), ―Stock  Market Efficiency: A Review of Indian Evidence‖,

Prajnan, Vol. 24, No. 3, pp. 257-280.

Poshakwale S (1996), ―Evidence on Weak Form Efficiency and Day of the Week Effect in the Indian

Stock Market‖, Finance India, Vol. X, No. 3, pp. 605-616.

Ramasastri A S (2001), ―Concept of Relative Efficiency Application to Indian Stock Markets in the

1990s‖, Prajnan, Vol. 30, No. 2, pp. 199-212.

Shiguang,M &Michelle L.2001 , "Are China's stock markets really weak form efficient?" Discussion

Paper No.0119, Centre International Economic Study, Adelaide University, Australia.

Lo, A.W. and MacKinley, A.C. (1988), ‗‗Stock market prices do not follow a random walk: evidence

from a simple specification test‘‘, Review of Financial Studies, Vol. 1, pp. 41-66.