This study is to estimate risk tolerance of investors in HCMC Stock Exchange (HOSE) and then work out a portfolio optimization model on the basis of risk tolerance known. To do thus, questionnaires, Markowitz portfolio theory, and the capital asset pricing model (CAPM) will be employed in the research.
Trang 11 Introduction
Vietnam’s stock market, after a decade of
de-velopment, has attracted a lot of both foreign and
domestic investors According to the State
Securi-ties Commission of Vietnam (SSC), this market
until late October 2009, has had 766,725 accounts
in total, wherein around 3,147 accounts are
opened by organizations and 763,578 ones by
in-dividual investors (i.e making up 99.6%) Due to
the fact that almost individual investors do not
have sufficient knowledge of investment theories,
they cannot make the best use of diversification
so as to minimize investment risks However,
much as some individual investors also attend to
diversification, they mainly base their decisions
on sentiments instead of sensible investment
strategies to undertake diversification; and thus
the efficiency of diversification is not high enough
This paper is to measure the risk tolerance of
in-dividual investors in HOSE and then work out a
portfolio optimization model on the ground of available data related stocks quoted in HOSE until April 1, 2009 and with the support of basic analy-ses, Markowitz portfolio theory, and CAPM In re-maining parts of the study, section 2 will focus on theoretical guides; the data and research method-ology will be presented in section 3; section 4 dis-cusses methods of establishing a specific portfolio;
and session 5 will assume discussions and recom-mendations
2 Theoretical guides
a Markowitz portfolio theory:
In early 1950s, investors in the world tried in vain to establish an optimal portfolio due to the fact that they could not find out an appropriate scale to measure the risk of assets or portfolios
In 1952-1959, Markowitz developed a portfolio model wherein he enlisted two scales, viz ex-pected returns on portfolio and portfolio risks His assumptions illuminates the fact that portfolio re-turn variance is a significant measurement of portfolio risks The expected return, according to Markowitz, is the average weighting of constituent assets’ return, and can be calculated as follows:
where Rp is the return on the portfolio, Ri is the return on asset i, and wi is the weighting of constituent asset i (that is, the share of asset i in the portfolio)
The portfolio return variance can be written
as follows:
Vietnam, as compared to many other
countries in the world, has been
nurtur-ing an infant stock market This study is
to estimate risk tolerance of investors in
HCMC Stock Exchange (HOSE) and then
work out a portfolio optimization model
on the basis of risk tolerance known To
do thus, questionnaires, Markowitz
port-folio theory, and the capital asset pricing
model (CAPM) will be employed in the
re-search.
Keywords: risk tolerance, optimal portfolio,
indi-vidual investor
Trang 2where rijis the correlation coefficient between
the returns on assets i and j
Not only do these formulae clarify the
impor-tance of portfolio diversification in reducing
in-vestment risks, but they also figure out how to
diversify efficiently (i.e the combination of
per-fectly uncorrelated assets not only influences the
expected portfolio return but also reduces portfolio
risks) This is also the focus of Markowitz portfolio
theory
This theory allows us to establish an efficient
frontier from risky assets; and along the efficient
frontier, no portfolio is superior to others
In-vestors, for their own sake, will opt for portfolios
with the highest utility on the frontier Yet, if a
risk-free asset is added to the efficient portfolio,
it is possible to identify portfolios which are more
superior to others on the efficient frontier The
study will establish an efficient frontier with the
presence of risk-free assets
b Capital asset pricing model (CAPM):
Based on Markowitz portfolio theory and some
assumptions, William Sharpe developed the
capi-tal asset pricing model (CAPM) in 1964 (then
Lintner and Mossin respectively introduces
iden-tical models in 1965 and 1966) CAPM is used to
determine a theoretically appropriate required
rate of return of a risky asset or portfolio
In CAPM, the required rate of return of a risky
asset or portfolio equals the sum of risk-free
re-turn and the risk premium
The straight line representing the relationship
between the required rate of return and the
sys-tematic risk is called security market line (SML)
If the expected return of an asset is larger than
its required return (i.e the expected return in
plot-ted above the SML), such the asset is
underesti-mated and investors should hold it; and vice versa
In sum, based on the CAPM, it is possible to
tailor a new efficient frontier which is different
from that of Markowitz in that it is a straight line
that goes through the point Rfand is the tangent
of the Markowitz efficient frontier This new
effi-cient frontier is called the capital market line
(CML)
No portfolio lying on the CML is superior to
others and investors must determine their own utility curve so as to find out an optimal portfolio
on the CML Such the optimal portfolio must be the tangent of both the CML and the utility curve
c Investors’ utility function:
As per the portfolio theory, each investor will have their own utility function and he/she will just invest in portfolios with the highest utility It is assumed that an investor can base on the expected return and portfolio risks to impose his/her satis-faction level on a portfolio A utility function which is widely employed by financial theorists and the Association of Investment Management and Research (AIMR) is:
3 Establishing an optimal portfolio for the sake
of investors in HOSE The study has measured the risk tolerance of
55 individual investors in HOSE via a question-naire by Dow Jones & Company carried on The Wall Street Journal in 1998 Yet, this question-naire has been preliminarily adjusted to the case
of Vietnam, that is, the total mark representing the risk tolerance of investors is compared with the risk of securities invested
The optimal portfolio is established according
to the following steps
Step 1: Measuring the risk tolerance of
in-vestors and define their constraints and goals
In this study, investors are supposed to seek portfolios of the last three quarters of 2010 and with the holding period return rate of some 15% Investment constraints include: (1) the investment capital of VND100 to VND150 million, (2) stock investment is the subordinate occupation and in-vestors have a monthly stable source of income, and (3) investors are risk-averse and the A value
of the utility equation is four
Step 2: Basic analyses
After analyzing the performance of world econ-omy, Vietnam’s econecon-omy, stock market and eco-nomic industries, there emerge four worth-investing industries, viz sea food, banking, natural rubber, and steel
Step 3: Investment strategy and corporate
Trang 3After conducting basic analyses and pondering
investment constraints, passive investment
strategies are to be employed Based on the
com-pany factor analyses, financial criteria developed
by Warrant Buffet and William O’Neil for
choos-ing stocks, and investment constraints, the study
opts for stocks whose ROE is not below the
aver-age of each industry and less volatile And thus,
there are 15 types stock to be invested namely
ACL, FMC, MPC, TS4, CHV, CTG, VCB, STB,
DPR, DRC, HRC, TRC, HSG, SMC, and VIS
Step 4: Application of CAPM
The CAPM is employed so as to sort out
un-dervalued stocks out of the 15 above-mentioned
ones The expected return (Ri) of each type of stock
will be determined by its daily average return rate
within the first quarter of 2010, and the required
return will be calculated by CAPM
Step 5: Choosing stocks which have the low
correlation with each other
There are eight out of fifteen stocks which are
undervalued Due to the fact that eight stocks, as
compared to the investment capital and
manage-ment competence of investors, are quite enormous,
just five stocks with low correlation with each
other namely ACL, FMC, TS4, TRC, and VIS are
chosen
Step 6: Establishing the Markowitz efficient
frontier
In order to establish a Markowitz efficient
frontier for the case of Vietnam, it is necessary to
tackle the simultaneous equations below:
Where, the daily expected return of each stock
is assumedly equal to its daily return within the
period from Jan 4, 2010 to March 31, 2010 The
standard deviation of return is also assumed to be
equivalent to its daily standard deviation within the period from July 1, 2009 to March 31, 2009
The correlation coefficient of five stocks is as-sumedly equal to the coefficient within the period from April 2, 2009 to March 31, 2010
Table 1: The expected return and standard deviation
of chosen stocks
Table 2: Correlation matrix
In order to tackle (*), Microsoft Excel software will be employed to calculate the standard devia-tion and expected return of the portfolio The SOLVER function compatible with Excel will be then utilized so as to work out a lowest-risk port-folio corresponding to an expected return (a) This
is to say, if the value a is changed, it is probable
to find out a lowest-risk portfolio in correspon-dence with each changed value a Accordingly, the Markowitz efficient frontier can be established due to the fact that a lowest-risk portfolio corre-sponding to a given return rate has already been found
Step 7: Establishing the capital market line
(CML) CML is a straight line originated from Rf and touching the Markowitz efficient frontier at the portfolio i, and together with CAL creates an angle with the maximum angle coefficient (i.e
max)
The Microsoft Excel software will be employed
to calculate the angle coefficient of CAL; and the SOLVER function compatible with Excel will be then utilized so as to work out CML and the port-(*)
Correlation
Trang 4folio i.
Step 8: Defining the optimal portfolio
The optimal portfolio, as assumed in CAPM,
must be the point where CML touches the utility
curve At that point, the angle coefficients of CML
and the utility curve are equal
With the standard deviation of the optimal
portfolio which has been worked out, it is possible
to calculate the weighting of capital to be invested
into risky assets as per the following formula:
Accordingly, the weighting of capital to be
in-vested into risk-free assets will be
4 Research results
Via what has been presented thus far, the risk
tolerance of individual investors can be summed
up that around 14.5% surveyed investors are
con-servative, 78.2% moderate, and 7.3% aggressive
Figure 1: Allocation of risk aversion of investors in
HOSE
Based on the above-mentioned process of
es-tablishing an optimal portfolio, it is probable to
tailor the Markowitz efficient frontier and CML
as illustrated below, and simultaneously define the
optimal portfolio for the sake of surveyed
in-vestors
Figure 2: Markowitz efficient frontier
Figure 3: Capital market line Table 3: Particulars of the optimal portfolio P
5 Discussion and recommendation
a Discussion:
Overall, the allocation of dots (which express the risk tolerance of investors in HOSE within the survey period) is seemingly identical to the normal distribution; and almost all investors are the mod-erate Conservative investors occupy 14.5%, yet their conservatism is rather low Aggressive in-vestors make up 7.3% and their aggressiveness is kind of low
Markowitz portfolio theory and CAPM are widely accepted and employed by many re-searchers around the world Besides, due to the fact that data utilized in the research are collated from Vietnam’s GSO and stats of securities com-panies, the reliability of research results are ac-ceptable
The optimal portfolio, as per the research, in-cludes treasury bonds, TRC, and VIS The return
Expected return
Standard deviation
Weighting
Risk-free assets
Trang 5rate and the standard deviation of assets return
are estimated by the past return and standard
de-viation Nonetheless, it does not have the
possi-bilities that the past will reappear in the future;
and consequently the practical efficient frontier
may be different from the theoretical one
To evaluate stocks as per three-step method is
reliable Yet, it is also dependent on the amount
of information, the way of data processing, and
subjective opinions of investors that stocks are to
be distributed to different stock baskets; and
thereby the efficient portfolio of each investor is
also various
At present, there are a lot of software that
fa-cilitates the establishment of Markowitz efficient
frontier and CML In the research, just the Excel
software is employed due to the fact that it is easy
to use and popular among individual Vietnamese
investors
In order to define the optimal portfolio, CAPM
has been utilized Much as CAPM theory is
ac-cepted worldwide, it still possesses some fictional
assumptions For example, this theory assumes
that an investor can lend and borrow unlimited
amounts under the risk-free rate of interest (by
buying treasury bonds for instance) Yet in fact, of
course, investors cannot borrow under the
risk-free rate When an investor has to suffer an
inter-est rate (Rb) which is larger than the risk-free rate
(RFR), the straight line CML, will be broken into
the RFR-F-K-G zigzag And thus, for those who
utilize their own money to invest in stocks, the
re-search results will not be altered; vice versa, the
research results will definitely be changed if the
investors borrow money to invest in stocks
Besides, CAPM assumes that neither inflation
nor any changes of inflation (interest rate) are
predicted accurately and adequately Yet,
Viet-nam’s inflation within recent years has fluctuated
dizzily and unpredictably Changes in inflation
will entail alternations of risk-free return,
re-quired return, and expected return, and thereby
changing SML, CML, and the optimal portfolio of
investors
As per the CAPM, securities investments are
all highly divisible into small parcels Much as the
liquidity of Vietnam’s stock exchange has been
im-proved recently, it is still kind of low, and thereby
hindering the establishment of portfolios with the
same ratio as that of the Markowitz efficient fron-tier Therefore, the actual ratio of stocks within a portfolio may be a bit different from the defined optimal one
Another assumption of CAPM is that there is
no transaction or taxation costs Accordingly, in-vestors will keep on buying/selling incorrectly-priced stocks until all stocks are plotted on the SML Meanwhile, in Vietnam, the stock transac-tion cost covered by individual investors accounts for 0.15 to 0.4 percent; the tax rate per transfer is 0.1% of the transfer value (or the fixed tax rate of 20% for all transfers) Since there are transaction costs and transfer taxes, investors will not adjust all differences generated from the incorrect pric-ing due to the fact that benefits of buypric-ing/sellpric-ing incorrectly-priced stocks, in many cases, will make up for transaction costs and taxes At this time, the straight line SML will be turned into a set of parallel lines Once SML is changed, the identification of incorrectly-priced stocks will be altered, and thereby changing constituent stocks
of the stock basket Consequently, the optimal portfolio is changed as well Additionally, when the amount of stock within the portfolio rises, the nonsystematic risk will be reduced Yet, if the transaction cost exists, investors are advised to weight up added benefits from diversification and transaction costs
The CAPM also assumes that all investors have the same expectation In practice, different investors possess different information and differ-ent ways of processing information; and thus their expectations are also various Besides, investors are assumed to have the same investment period
Hence, if they have different expectations or in-vestment periods, their SML and CML must be different as well
Moreover, the capital market, as in the CAPM,
is assumed to balance When the capital market balances, assets will be priced on the SML Yet, due to the fact that Vietnam’s securities law has not been tightened, disclosures on the Vietnam’s stock market are neither adequate nor transpar-ent; and thereby creating disparity in information amongst investors and causing wrong estimates of return rate of listed stocks
In addition, the measurement of systematic risk (beta) of stocks also needs revisiting in terms
Trang 6of the employment of past data, the portfolio
rep-resenting the market portfolio, the period of data
collation, etc
After discussing some assumptions of CAPM,
it is apparent that these assumptions are fictional;
and the point is whether or not such the theory
which is developed with such fictional
assump-tions should be employed However, impacts of
these assumptions on the model are kind of
mod-est, and perhaps impossibly change the research
results This is to say, when evaluating a theory,
it is advised not to base on its assumptions but on
the extent to which it can explain problems in the
real world Visibly, the fact that such the theories
have been employed by investors and economists
for 50 years has proven their great practical
sig-nificance
b Recommendations:
Individual investors should not “put all their
eggs into one basket,” that is, investing only in a
company or certain field However, they should
also avoid scattering their investments carelessly
because “wide diversification is only required
when investors do not understand what they are
doing” (Warrent Buffet) Individual investors in
HOSE had better apply Markowitz portfolio
the-ory and the CAPM to improve investment
effi-ciency because they have been approved and
applied internationally by both investors and
re-searchers
The three-step method (top-down approach) is
used internationally by most investors and
re-searchers for evaluating stocks; therefore,
individ-ual investors in HOSE had better consider it to
estimate the profitability ratio and risk of
compa-nies, thereby improving accuracy of their
esti-mates
The first thing that individual investors should
do when allocating their capital is to identify
ob-jectives and obligations in their investment In
ad-dition, they should work out several market
scenarios with a view to avoiding extreme
opti-mism or pessiopti-mism, thereby making estimated
data more exact
Next, investors had better analyze stocks from
industries considered as potential opportunities
Stocks to be included in the portfolio should have
negative or low correlation coefficients (smaller
than 0.3) because this condition helps investors reduce remarkably the specific risk of the portfo-lio When transparency of information and stabil-ity of market price in Vietnam are still poor, individual investors should check information and data from all sources, and try to “understand and interpret rationally” numerical data publicized by companies Moreover, they should regularly up-date information in order to adjust or alter their portfolios accordingly
Due to the fact that all theories and methods have their own shortcomings, investors should employ different methods and compare outcomes produced by these methods with a view to reach-ing the best decisionsn
References
1 Bodie, Z., A Kane & A.J Marcus (2003), Invest-ments, McGraw Hill.
2 Campbell R Harvey, et al (2004), “Portfolio
Se-lection with Higher Moments”, Working paper, Duke
Uni-versity.
3 Fabozzi, F.J & H.M Markowitz (Eds) (2002), The Theory and Practice of Investment Management, Wiley.
4 Markowitz, H.M (1952) “Portfolio Selection”, The Journal of Finance 7 (1): 77–91.
5 Reilly, Frank K & K.C Brown (2002), Investment Analysis and Portfolio Management, 7th Ed.,
South-West-ern College Pub.
6 Wei-Peng Chen, et al (2010), “Portfolio Optimiza-tion Models and Mean-Variance Spanning Tests” in
Handbook of Quantitative Finance and Risk Management,
Springer, Boston.