Upload
mayank-chaturvedi
View
220
Download
0
Embed Size (px)
Citation preview
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
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.
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).
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)
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
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
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.
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.
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.
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
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.
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.
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
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
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
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
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
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.
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.
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.