Title: Individualism%20and%20Momentum%20around%20the%20World
1Individualism and Momentum around the World
- Andy C.W. Chui Hong Kong Polytechnic
- Sheridan Titman UT Austin
- K.C. John Wei HKUST
- December 2004
2The Momentum Effect
- Momentum strategy
- Buy the past winners and sell the past losers.
- Profitability of momentum strategy
- Yes in the U.S.
- Jegadeesh and Titman (1993, 2001)
- Yes for most of the European countries
- Rouwenhorst (1998)
- Yes for a number of countries around the world.
- Griffin, Ji, and Martin (2003)
- No for most of the countries in Asia including
Japan - Chui, Titman, and Wei (2003)
- The evidence indicates that
- Momentum effect varies across countries
3Cross-country differences in Momentum Existing
Views
- Momentum effect is stronger in countries with
better investor protection. - Chui, Titman, and Wei (2003)
- Momentum strategy is more profitable in common
law countries than in civil law countries. - Hong, Lee, and Swaminathan (2003)
- Momentum strategy is more profitable in countries
with less corruption problem. - Problems with these findings
- Their sample sizes are small.
- Chui et. al. (2003) Eight Asian Countries
- Hong et. al. (2003) Eleven Countries.
4Cross-country differences in Momentum A New Look
- Momentum effect is positively related to the
degree of individualism across countries. - Using data from forty-one countries, we find that
the average monthly returns on zero-cost momentum
portfolios are more than 0.5 higher in countries
with individualism indexes in the top 30 than
those countries with indexes in the bottom 30.
5Conceptual Framework
- Higher Degree of
- Individualism/
- Lower Degree of Collectivism
More Emphasis on Independent-self/ More Emphasis
on Interdependent-self
More Overconfidence Self-attribution bias/ Less
Overconfidence and Self-attribution bias
Stronger Momentum Effect/ Weaker Momentum Effect
6Individualism vs. Collectivism
- Individualism pertains to the degree to which
people in a country tend to have an independent
rather than an interdependent self-construal, and
the reverse is the case for collectivism
(Hofstede (2001)).
7Independent self vs. Interdependent self
- Independent self-construal
- a conception of the self as an autonomous,
independent person. - (Markus and Kitayama (1991, p.226))
- To satisfy oneself, others DO NOT have an
important role to play. - Interdependent self-construal
- View themselves not as separate from the social
context but as more connected and less
differentiated from others. - (Markus and Kitayama (1991, p.227))
- To satisfy oneself, others DO have an important
role to play.
8Individualism and Overconfidence
- Overconfidence
- People tend to over-estimate their ability.
- Because of their independent self-construal,
people in individualistic cultures are motivated
to think themselves as stars, as winners as
above average and as the repositories of special
qualities. Heine et. al. (1999, pp.769-770) - Evidences from psychology support this view
(Markus and Kitayama (1991) and Heine et al.
(1999)). -
9Individualism and Overconfidence
- Overconfidence
- Gelfand et al. (2002) suggest that The self is
served in individualistic cultures by being
distinct from and better than others, in order to
accomplish the culturally mandated task of being
independent and standing out. -
- By contrast, the self is served in
collectivistic cultures by being accepted by
others and by focusing on negative
characteristics, in order to accomplish the
culturally mandated task of being interdependent
and blending in. (p.835)
10Self-attribution bias
- Self-attribution bias
- Also known as Self-serving bias.
- It refers to the tendency of people to enhance
or protect their self-esteem by taking credit for
success and denying responsibility for failure. - (Zuckerman (1979, p.245))
11Individualism and Self-attribution bias
- Evidences from psychology
- After a review of a large body of experiments,
Heine et al. (1999) conclude that independence
bears a clear relation with self-esteem and
interdependence, on the other hand, was only
weakly related to self-esteem (p.778). - After a review of the studies on cross-cultural
variation in self-attribution bias, Jari-erik
Nurmi (1992) suggests that this cross-cultural
difference is typically explained by Western
individualism and the collectivist orientation of
Eastern cultures (p.70)
12Individualism and Self-attribution bias
- Evidences from psychology
- Evidence suggests that the pattern of
self-serving biases found in societies more
supportive of independent selves, such as the
United States, is not always found in societies
in which interdependent selves receive stronger
encouragement, such as Japan (Moghaddam (1998,
p.167)
13Overconfidence/Self-attribution bias and Momentum
- Daniel, Hirshleifer, and Subrahmanyam (1998)
Momentum
Overconfidence
Self-attribution bias
Investors overweight their private signals.
Overweight public signals that confirm their
private signals and underweight those that do not.
Therefore, public signals tend to reinforce
previous private signals and this leads to the
momentum effect.
14Individualism and Momentum Hypothesis
- Since investors in individualistic cultures tend
to be more overconfident and more prone to
self-attribution bias, the momentum effects
should be stronger in individualist cultures.
15Data description
- Individualism Index
- On 66 countries. The higher the index value, the
higher is the degree of individualism (Hofstede
2001). - Monthly data on stocks
- February 1980 to June 2003.
- Datastream International (55 countries except the
U.S.). - For the U.S., we use CRSP.
- Data collected are stock returns,
- market capitalization, and trading volume.
16Data description
- Institutional variables
- Legal system (La Porta et al. (LLSV, 1998)).
- Anti-director rights
- (LLSV 1998. The higher the index value, the
better the legal protection). - Accounting standards
- (LLSV 1998. The higher the index value, the
better the accounting standards). - Risk of Earnings management
- (Leuz et al. 2003. The higher the index value,
the higher the risk of earnings management). - Corruption perception index
- (Transparency International. The lower the index
value, the higher the corruption level.)
17Sample description
- Common Stocks
- Both domestic and foreign, which are listed on
the major stock exchange in each country. - Cross-listed stocks are included in their
home-country samples. - Both active and dead stocks.
- Include only a stocks primary class, such the
A-shares, the Bearer-shares. -
18Sample description
- Common Stocks
-
- To improve the quality of data obtained from
Datastream International, we do the followings - For Datastream data, exclude stocks whose market
capitalization is below the 5th percentile of all
the stocks within each country in each month. - For Datastream data, to hedge against possible
data error, we only include stock returns within
the 1 percentile and the 99 percentile of the
return distribution in each month in each country.
19Sample description
- More Criteria
- Each stock should have a return history of at
least eight months. - Each country should have at least 30 stocks in
any month during our sample period. - Each country should have a return history of at
least five years. - Our final sample includes 41 countries and more
than 20,000 individual stocks.
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22Winners vs. Losers
- Classified by past six-month returns.
- Winner portfolio (top one-third of the stocks in
each country). - Loser portfolio (bottom one-third of the stocks
in each country). - These portfolios are equally weighted.
- Six-month holding period.
- A one-month gap between the ranking period and
the holding period. - Returns are in U.S. dollars.
23Momentum portfolios
- Overlapping momentum portfolios
- Jegadeesh and Titman (1993)
- Country-average portfolio
- A portfolio that put equal weight on each
country-specific momentum portfolio, i.e. each
country will have the same weight regardless the
number of stocks in each country. - Country-neutral portfolio
- Includes all winners and losers in each country
and each stock in this portfolio will have the
same weight.
24World Momentum Effect
- Country-average portfolio
- Country-neutral portfolio
Winner Loser W minus L
198103-200306 1.462 (5.60) 0.925 (3.23) 0.537 (6.48)
198402-200306 1.542 (5.39) 0.983 (3.13) 0.559 (6.06)
Winner Loser W minus L
198103-200306 1.397 (5.24) 0.819 (2.63) 0.578 (4.44)
198402-200306 1.369 (4.76) 0.779 (2.28) 0.591 (4.11)
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27Individualism and Momentum
Winner Loser W minus L
Country-average 198402-200306 Low 1.559 (4.03) 1.250 (2.89) 0.308 (2.22)
Country-average 198402-200306 2 1.493 (4.61) 1.001 (2.90) 0.492 (4.75)
Country-average 198402-200306 High 1.574 (5.82) 0.735 (2.41) 0.838 (6.76)
Country-average 198402-200306 High-Low 0.015 (0.05) -0.515 (-1.42) 0.530 (3.42)
Country-neutral 198402-200306 Low 1.475 (3.57) 1.276 (2.69) 0.200 (1.20)
Country-neutral 198402-200306 2 1.209 (3.50) 0.908 (2.42) 0.301 (2.20)
Country-neutral 198402-200306 High 1.542 (4.96) 0.774 (2.00) 0.768 (3.74)
Country-neutral 198402-200306 High-Low 0.067 (0.19) -0.502 (-1.24) 0.569 (2.59)
28Fama-MacBeth Regressions
- The empirical model
- The empirical result, 198402-200306
?o Indv DL Anti Cpix Acct Emgt
0.556 (0.56) 0.012 (2.79) 0.26 (1.57) 0.011 (0.17) 0.016 (0.51) -0.014 (-1.48) 0.001 (0.04)
29Robustness Test An Alternative Individualism
Index
- GLOBEs Institutional Collectivism Index
- Obtained from the Global Leadership and
Organizational Behavior Effectiveness Program. - An updated measure of Hofstedes individualism
index. - Define IndvGLOBEGLOBEs index times -1.
- Fama-MacBeth regressions
- Replace Indv with IndvGLOBE.
- We obtain similar findings
- IndvGLOBE 0.431 (3.14)
- Cpix 0.081 (2.18)
- Emgt -0.028 (-2.37)
30Robustness TestBootstrap Analyses
- We randomly generate data by randomly assigning
individualism scores and other country
characteristics to the forty-one countries in our
sample. - 1,000 random assignments.
- For each random assignment, we repeat the
Fama-MacBeth regressions - The bootstrap t-statistic for each parameter is
calculated from the empirical distributions of
the estimates which are generated from the
regressions.
31Robustness TestThe Bootstrap Analyses
- The Bootstrap t-statistics
Indv/ IndvGLOBE DL Anti Cpix Acct Emgt
Hofstede 3.00 1.64 0.21 0.41 -1.56 0.07
GLOBE 3.39 0.66 -0.32 2.83 -1.22 -2.55
32Conclusion
- The momentum effect is weaker in countries with
less individualistic cultures. - This finding can be viewed as support for the
Daniel, Hirshleifer, and Subrahmanyam (1998)
model.
33Implications (1)
- Culture can have an important effect on stock
return patterns. - Investors in different cultures interpret
information in different ways and are subject to
different biases.
34Implications (2)
- Investors in less individualistic cultures may
place too much credence on consensus opinions,
and may exhibit herd like overreaction to
conventional wisdom. - We find that the book-to-market effect is
stronger in less individualistic countries. - However, the DHS model implies that the BM effect
is caused by overconfidence. Therefore, the DHS
model will predict that the BM effect should be
stronger in countries with more overconfidence.
Low-Indv Median-Indv High-Indv
BM effect 0.654 0.325 0.242
35Implications (3)
- Investors have a tendency to underreact to public
information in the more individualistic cultures
and to overreact to public information in the
less individualistic cultures.
36Supplementary Diagram (1)
37Supplementary Diagram (2)