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THE EFFICIENT MARKET, RANDOM WALK,
AND THE OHLSON (1995) MODEL
Samithamby Senthilnathan
Abstract: Though the efficient market and random walk are closely related to each other, the
gaining of risk free return (the result of risk free price change) indicated in efficient market
needs to be compromised with random walk. Ohlson (1995) demonstrates the price change
model, which illustrates that next period’s price change plus dividend is predictable with
current price. According to Ohlson (1995), if the results of current price as an independent
variable equals next period’s dividend, the next period’s price change is zero. This implies
that a shareholder obtains risk free rate profit as indicated in efficient market and the next
period’s price change (beyond dividend) is zero. In this context, Ohlson (1995) indicates that
equity price change in efficient markets is independent as indicated in random walk, and the
abnormal gain on the information associated with the historical equity prices seems not
realistic.
Key words: efficient market, random walk, equity price, price change, value relevance
JEL code: G12, M41
S. Senthilnathan is a senior lecturer in the Faculty of Commerce and Management, Eastern University, Sri Lanka. Your suggestions and advice are welcome to make this paper meaningful (e-mail: [email protected]).
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THE EFFICIENT MARKET, RANDOM WALK,
AND THE OHLSON (1995) MODEL
1. INTRODUCTION
In the efficient market, equity price acts as the proxy for all information in the market, since
the equity price immediately incorporates new information that is useful to investors.
Therefore, the equity price is regarded as the best estimator of an investment value in a
portfolio (Fama, 1965). The efficient market implies as its main implication that the value of
equity represents present value of its future cash flows that can be discounted at a risk free
rate, i.e., an investment in an asset adds value that is equal to the risk free rate times the
investment value as a change in value.
Ohlson (1995, 2001) indicates that current equity price as the predictor of next period’s price
by utilising the risk free rate. But, the random walk theory indicates that the price change is
random and unpredictable.1 As the random walk indicates that next period’s price change is
difficult to predict and the efficient market indicates that an investment can gain risk free rate
as the change in price, it seems that there is an incompatibility between these two theoretical
explanations. However, some indicates that the efficient market and random walk are closely
related (e.g., Malkiel, 2003) and this raise questioning whether the random walk accepts the
price change that can be determined with the risk free rate. If the next period’s price change is
unpredictable, the explanation of the efficient market that an investment adds value with risk
free rate is verifiable. We provide some theoretical explanations that are available in theories,
their relationship to the Ohlson (1995) framework, and how the Ohlson (1995) model
compromises the efficient market with random walk.
1 The randomness of price change indicates the possibility of being a zero value.
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The rest are organised as the efficient market and random walk, the Ohlson (1995) price
change model, compromising the efficient market with random walk, and conclusion.
2. THE EFFICIENT MARKET AND RANDOM WALK
Equity prices incorporate new information. When the equity prices responsively reflect the
same information, the market is efficient. Though many studies accept the inference of
efficient market hypothesis (e.g., Beechey, Gruen, and Vickery, 2000; Lee, 2001; Malkiel,
2003), the efficiency of the market is questioned over time (e.g., Finnerty, 1976; Grossman,
1976; Lo and MacKinlay, 1988 and 1999). Kihlstrom and Mirman (1975) question about the
extent to which the market equity prices reflect the insiders’ information. When the players in
the market are able to infer insiders’ information and expectation from the equity prices, the
market can be efficient. Failing to have this condition may dilute the robustness of market
efficiency. The efficient market hypothesis (EMH) is suspected when the share prices fail to
reflect an economy’s structure and trend. Malkiel (2003) indicates this by citing the market
crash in October 1987 as a result of the fiscal and monetary policy changes in the US.
Fama (1970) indicates that equity prices incorporate and reflect available information in
markets. As investors allocate capital among portfolios for maximising the return, the equity
pricing mechanism can only ensure the right allocation of investment in portfolios since the
optimum allocation of capital eventually depends on market prices of equity. The main
implication of informational efficiency of equity prices is the extent to which the equity
prices reflect the right information about the respective firms.
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Fama (1970) attempts to describe the efficiency of the market into three forms:2
(a) Week form efficiency: This implies that the past prices of a share have already
incorporated the firm’s private information available to the market. Hence, the
current price of the equity is the unbiased and best estimator of the value of firm.
The investors do not earn an abnormal return in application of technical analysis as
they have already absorbed and reflected available private information;
(b) Semi-strong efficiency: This conceptualises that the share prices have incorporated
all publicly available information such as dividends, fiscal year-end financial
statements, news and reports on firms, and the data on the status of the economy and
industries. The investors with the information find hard beating the market
consistently to earn abnormal returns. The semi-strong efficiency lacks of firms’
insight information that is unpublished; and
(c) Strong form efficiency: This indicates that the share prices reflect all available
private and public information and investors cannot gain abnormal returns from their
portfolio investment. The existence of a strong form efficient market is unlikely
because many of the information that are mostly accessible and unpublished by the
directors of relevant firms cannot be incorporated in the share price as those
information are not publicly or privately available.
Notably, all three forms of market efficiency critically indicate that investors cannot gain
abnormal returns and there is a potential gain of a risk free rate of return. This implies that the
price would be adjusted only to the risk free rate. As the price change to new information
cannot be predictable and random, an investor cannot earn abnormal gain beyond the risk free
2 Fama (1970) viewed market efficiency with some basic assumptions similar to pure competition market. They
are: no transaction cost, availability of all information at zero cost for all market participants, no room to
influence market by any of the participants, and rational participants in the market with homogeneous
expectations.
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rate. Fama (1970) categorically indicates that equity price change in an efficient market is
independent, and the abnormal gain on information associated with the historical equity
prices seems not realistic. Since the efficient market explores the independence of price
changes for new information, Malkiel (2003) indicates the close relationship of efficient
market to random walk.
The random walk theory indicates a notion that the equity price changes are random (e.g.,
Fama, 1995). Since information flow into the market at random, equity price reaction to the
new information is also random. Thus, predicting price change becomes uncertain and they
have no predictable opportunity. Malkiel (2003) also believes that technical and fundamental
analyses are not useful to gain abnormal gain by an investor. The random walk explanation
pinpoints a notion that the prediction of future value for a share does not have a significant
difference from its intrinsic value. Notable difference is that in the efficient market, an
investor can gain risk free return, which could be the result of the price change. Ohlson
(1995) also indicates a possibility of predicting next period’s price change as a function of
current equity price.
3. THE OHLSON (1995) PRICE CHANGE MODEL
Ohlson (1995) explains (see equation (6) on page 670 of Ohlson, 1995) the ratio of dividend
adjusted next period’s price (Pt+1 + Dt+1) over the immediate past fiscal year end equity price
(Pt) as3
t
t
t
t
t
tt
PPr
P
DP 1,221,1111.)1(
)1()(
(1)
3 Ohlson (1995) illustrates an equity valuation model by considering the dividend discount model and clean
surplus relations among accounting variables with the assumptions of (a) AR(1) dynamics for earnings and (b)
other earnings related information. His further illustration reveals (equation (5) on page 669 of Ohlson, 1995)
thatt
a
ttt vxbP 21 , where t is particular point of time, P is equity price, b is book value of equity, x is
earnings, xa
t = (xt –r.bt-1) abnormal earnings for period (t-1 to t), v is earnings related other information and 1
and 2 are parameters of earnings and earnings related other information (please refer to Ohlson (1995, 2001)
for further details).
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where t = particular point of time,
P = equity price,
D = dividend,
r = risk free rate of interest,
α1 = parameter of earnings,
α2 = parameter of earnings related other information,
ε1 = error term of earnings, and
ε2 = error term of other information.
The above equation (1) can be rewritten as
(2)
(3)
and
(4)
Note that equation (4) explains the next period’s price change as risk free rate (r) time current
price (Pt) together with random error terms and next period’s dividend. Equation (4) also
explores the possibility of predicting next period’s price change as Ohlson (1995) considers
dividend irrelevance in his illustration. This is not consistent with random walk explanation,
but consistent with efficient market explanation that an investor can gain risk free return
(price change) in the market.
4. COMPROMISING THE EFFICIENT MARKET WITH RANDOM WALK
Notably, Ohlson (1995, 2001) smartly avoids using the terms “efficient market” and “random
walk” in his illustration of equity valuation, since his model has indirect link to both
explanations of efficient market and random walk. Rearranging equation (4) provides
(5)
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Equation (5) explains next period’s price change (ΔPt+1) plus dividend (Dt+1) as a function of
current price (Pt), and error terms of earnings and other information (where risk free rate r is
the coefficient parameter of current price). In other form, in equation (5), the efficient input
value of current price (rPt) is the combined result of ΔPt+1 and Dt+1. If rPt equals Dt+1, the next
period’s price change (ΔPt+1) is zero, thus implying that (1) a shareholder obtains risk free
rate profit as indicated in efficient market and (2) the next period’s price change beyond the
dividend is zero, which is consistent with random walk. This implies that equity price
changes in efficient markets are independent as consistent with random walk, and the
abnormal gain on the information associated with the historical equity prices seems not
realistic.
In case, the next period’s dividend (Dt+1) accounts only a portion of rPt, the next period’s
price change (ΔPt+1) can be partially determined with rPt. Note that, in this context, the
current equity price (Pt) is efficient to consist of both the next period’s dividend (Dt+1) and
price change (ΔPt+1). If the next period’s dividend is value irrelevant, the next period’s price
change is predictable with current price. This implies that the random walk nature of equity
price is questionable (see Lo and MacKinlay, 1999; Senthilnathan, 2009).
According to Ohlson (1995), if an investor wants to sell a firm’s equity by the end of next
period, the next period’s dividend plays a benchmarking role together with risk free rate in
deciding the selling price, i.e., the change in price of the equity. When the investor believes in
random walk and constant availability of next period’s dividend, he/she may sell the equity to
Pt + Dt+1 (= Pt + rPt), thus implying that market is efficient as there is no information for the
price change. This implies that there is no use of predicting next period’s price change (ΔPt+1)
with current price (Pt). On the other hand, when the investor believes in non-random walk of
equity prices, the combined value of both next period’s price and dividend (Pt+1 + Dt+1)
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becomes the function of current price. This indicates that the current price (Pt) is useful to
predict next period’s price change beyond the next period’s dividend information (Dt+1)
incorporated in it.
5. CONCLUSION
As equity price acts as the proxy for all information in the market and is useful to investors,
the equity price is regarded as the best estimator of an investment value in a portfolio.
Though the efficient market and random walk are closely related to each other, the gaining of
risk free return (the result of risk free price change) in the efficient market needs to be
compromised with random walk. Ohlson (1995) demonstrates the price change model, which
explains how the combination of next period’s price change and dividend is predictable.
Ohlson (1995) explains next period’s price change plus dividend as a function of current
price, error terms of earnings and other information. In other form, the efficient input value of
current price is the combined result of next period’s price change and dividend. According to
Ohlson (1995), if the results of current price as an independent variable equals next period’s
dividend, the next period’s price change is zero. This implies that (1) a shareholder obtains
risk free rate profit as indicated in efficient market and (2) the next period’s price change
(beyond dividend) is zero. In this context, Ohlson (1995) indicates that equity price changes
in efficient markets are independent as indicated in random walk, and the abnormal gain on
the information associated with the historical equity prices seems not realistic. Empirical
studies can be directed to verify whether the current price in the Ohlson’s (1995) price
change model is useful to predict the next period’s equity price change, dividend, or the
combined value of both.
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