mental accounting and the equity premium puzzle · mental accounting, as deflned in the abstract...

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Mental Accounting and the Equity Premium Puzzle * Thorsten Hens a,b PeterW¨ohrmann a June 15, 2006 Abstract We argue that the equity premium puzzle stems from a mismatch of applying mental accounting to experiments on risk aversion but not to the standard consumption based asset pricing model. If, as we suggest, one applies mental accounting consistently in both areas the degrees of risk aversions obtained coincide and the equity premium puzzle is gone. JEL-Classification: G 11, G 12, D 81. Keywords: Equity Premium Puzzle, Mental Accounting. * We like to thank Ernst Fehr and Marc-Oliver Rieger for valuable discussions. Financial support by the University Research Priority Programme ”Finance and Financial Markets” of the University of Zurich and the national center of competence in research “Financial Valuation and Risk Management” is gratefully acknowledged. The national centers in research are managed by the Swiss National Science Foundation on behalf of the federal authorities. 1 Swiss Banking Institute, University of Z¨ urich, Plattenstrasse 32, CH-8032 Z¨ urich, Switzerland. b Norwegian School of Economics and Business Administration, Helleveien 30, N-5045, Bergen, Norway. Email [email protected], [email protected] 1

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Page 1: Mental Accounting and the Equity Premium Puzzle · Mental accounting, as deflned in the abstract of Thaler (1999), is "the set of cognitive operations used by individuals and households

Mental Accounting andthe Equity Premium Puzzle∗

Thorsten Hens a,b

Peter Wohrmann a

June 15, 2006

Abstract

We argue that the equity premium puzzle stems from a mismatch ofapplying mental accounting to experiments on risk aversion but notto the standard consumption based asset pricing model. If, as wesuggest, one applies mental accounting consistently in both areas thedegrees of risk aversions obtained coincide and the equity premiumpuzzle is gone.

JEL-Classification: G 11, G 12, D 81.

Keywords: Equity Premium Puzzle, Mental Accounting.

∗We like to thank Ernst Fehr and Marc-Oliver Rieger for valuable discussions. Financialsupport by the University Research Priority Programme ”Finance and Financial Markets”of the University of Zurich and the national center of competence in research “FinancialValuation and Risk Management” is gratefully acknowledged. The national centers inresearch are managed by the Swiss National Science Foundation on behalf of the federalauthorities.

1Swiss Banking Institute, University of Zurich, Plattenstrasse 32, CH-8032 Zurich,Switzerland.

bNorwegian School of Economics and Business Administration, Helleveien 30, N-5045,Bergen, Norway.

Email [email protected], [email protected]

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1 Introduction

A large equity premium is one of the more robust findings in financial eco-nomics. On US-data, for example, over the period of 1802 to 1998 Siegel(1998) reports an excess return of U.S. Stocks over U.S. Bonds of about 7%to 8% p.a.. Similar results have been found for other periods and acrossother countries. This empirical finding is usually seen as puzzling because itis hard to reconcile with the standard consumption based asset pricing modeloriginating from Lucas (1978) and Breeden (1979). The problem is that theparameter values for agents’ risk aversion that are found to be consistentwith the equity premium are much higher than those found in laboratoryexperiments measuring agents‘s risk aversion.

The key insight of the consumption based asset pricing model is thatoptimization of intertemporal utility implies that the marginal rates of in-tertemporal substitution to be the appropriate discount factors by whichevery asset‘s returns are compared with the risk free rate. In particular ahigh (low) return in some future state has to be matched with a low (high)marginal utility in that state. As a consequence the volatility of the riskyassets‘ returns has to be compensated by the volatility of the marginal ratesof substitution, the latter being determined by the degree of risk aversionand the volatility of consumption. A formal expression of this importantvaluation principle is given by the Hansen-Jagannathan-bounds. Hansenand Jagannathan (1991) have shown that the product of the investor‘s riskaversion and his volatility of consumption provides an upper bound for theequity premium. The equity premium puzzle, going back to Grossman andShiller (1981) and Mehra and Prescott (1985), is the observation that theempirically observed consumption is too smooth to justify the historic equitypremium by a degree of risk aversion that is found to be realistic.

In this paper we challenge the conclusion that the high equity premium isa puzzle. We apply the behavioral principle of mental accounting, going backto Tversky and Kahneman (1981) and first introduced into finance by Thalerand Shefrin (1981). Mental accounting, as defined in the abstract of Thaler(1999), is ”the set of cognitive operations used by individuals and householdsto organize, evaluate, and keep track of financial activities”. An importantinstance of mental accounting has been pointed out by Thaler and Shefrin(1981). They argue that as a rule of self control investors keep dividendbearing assets in a mental account separate from the rest of their wealth.The rule ”Consume from dividends but don‘t dip into capital”, as Shefrin

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(2002) has dubbed it, protects the investor from taking a consumption spellthat could erode his capital base. Transferring this idea to the consumptionbased asset pricing model, the marginal rates of substitution by which thereturns from risky assets are evaluated have to be based on the consumptionout of dividends and not on the consumption out of total wealth. Sincedividends are more volatile than total wealth this reduces the degree of riskaversion needed to explain the equity premium. Going one step further, thedegree of mental accounting – all risky assets in one account or each assetin a separate account – becomes an interesting consideration. As we show inthis note, the degree of risk aversion needed to generate the equity premiadecreases further the finer the partition of the mental accounts. Supposingone has a good estimate of the agent‘s risk aversion one can then infer fromthe stock market data the degree of mental accounting that is applied onaggregate.

One way to determine a good estimate of risk aversion is to evoke atheoretical consideration as in Arrow (1970). Arrow (1970) argued that riskaversion should be around one because otherwise the utility would not bebounded and hence lotteries similar the St. Petersburg Paradox could beconstructed. Even though many authors (Blume and Friend (1975), Mehraand Prescott (1985), for example) use Arrow‘s argument as a benchmarkfor reasonable degrees of risk aversion we have some doubts. In any dataanalysis the range of payoffs will be bounded so that the limit considerationof Arrow has no bite. Moreover, ever since the seminal paper of Kahnemanand Tversky (1979), the standard methodology to measure risk aversion is touse controlled laboratory experiments. Determining an agent‘s risk aversionis a well researched topic in this literature. For various reasons questionslike the following, taken from Barsky, Juster, Kimball and Shapiro (1997),Mankiw and Zeldes (1991) and Gollier (2001) are known to get the mostrobust answers:

Consider a fair lottery in which you can double your income with a 50%chance while you can loose a percentage, say x% of your income in the other50% cases. What is the highest loss x that you would be willing to incur toaccept playing this lottery?

Barsky et al (1997) report that the average answer in such an experimentis about x = 23%. What does this answer imply assuming that the partici-pants are expected utility maximizers with constant relative risk aversion1?

1Campbell and Viceira (2002, page 24) argue that constant relative risk aversion is the

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Suppose first that no mental account is applied. In this case the degreeof risk aversion determined from the answer x = 23% depends crucially onwhat is assumed to be the participants‘ income. If the notion of income isthe total life-time income derived from all sources of capital, including rentsfrom properties like land and houses, also including human capital, the div-idends from the capital stock etc, then, as we show below, x = 23% impliesa relative risk aversion of about 3.22. If however the income perceived inthis question is only part of once wealth, as for example the yearly incomefrom labor and capital, then, as we show below, x = 23% implies a risk aver-sion of 10-20, a number that we found in stock market data combined withaggregate consumption data using the Hansen-Jagannathan-bounds withoutmental accounting. The question then arises which notion of income therespondents do apply when answering a question like the one given above.Since the reliability of experimental results depends on whether the partic-ipants get paid the stakes proposed in the lotteries one would have to trustmore in those experiments in which the lottery payoffs do not include the allencompassing notion of an agent‘s total life cycle income. Note that somefield experiments like TV-games offer relatively high stakes as compared tolaboratory experiments conducted with students. The payoffs in such gamesreach as high as several 100‘000 Euros and the average answer to a questionlike the one given above is still around x = 23%. For recent papers trying toestimate risk aversion from such field experiments see for example Bombar-dini and Trebbi (2005) or Post et. al. (2006). Even though these are reallyhigh stakes they are still considerably below the notion of total wealth thatone would have to use when one does apply the expected utility hypothesisliterally. Hence, without applying mental accounting experimental evidencefrom the laboratory and to a less extend also from the field would actuallymatch the high degree of risk aversion found to explain the equity premium.

There are however several good reasons to assume mental accountingin the interpretation of decisions under risk. Rabin (2000) shows analyti-cally that assuming an agent is evaluating lotteries taking his backgroundwealth into account leads to quite un-intuitive results. If an expected util-ity maximizing agent rejects lotteries on the background of small wealththen he would reject very attractive lotteries on the background of high

only sensible assumption for an aggregate utility function that should be able to explainaggregate data over long horizons. In those data the risk premia do not have any trendwhich is consistent with the enormous growth in wealth only for the case of constantrelative risk aversion.

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wealth. Furthermore, Kahneman and Tversky (1979) and many other labo-ratory experimenters (see for example Langer and Weber (2001)) have foundquite robustly that in evaluating lotteries mental accounting matters and theparticipants‘ background wealth plays no role in the choice of the lotteries.Bombardini and Trebbi (2005) confirm this important finding in the field ex-periment they study. They observe that the average answer to the questiongiven above does not depend on the size of the stakes. Hence for any notionof income the answer x = 23% implies a risk aversion of around 3. Thisnumber seems rather low as compared to the risk aversion found to explainthe equity premium. This discrepancy has led researches to call the equitypremium a puzzle. If, however, mental accounting is also applied to standardequity data then, as we show below, the degree of risk aversion needed toexplain the equity premium is also in the range of 2-3. Hence again there isno discrepancy between the two estimates of risk aversion.

That is why we would like to argue that the equity premium puzzle stemsfrom a mismatch of applying mental accounting differently to experimentson risk aversion and to the standard consumption based asset pricing model.

We do not want to claim that our explanation is the unique reason forthe equity premium. Most likely a combination of several factors is mostrealistic. Indeed, the huge number of solutions that have been suggested toresolve the equity premium puzzle is another puzzling aspect of the equitypremium. It is impossible to review the literature on the equity premium ina few words without being accused for serious omissions. Therefore we onlyhighlight those suggested solutions that relate most closely to our paper.For a recent comprehensive treatment of the equity premium puzzle see therecent Handbook of Finance on this topic edited by Mehra (2006).

One line of research points out that the Hansen and Jagannathan bound isincreased by choosing more appropriate proxies for consumption that includefluctuations in financial wealth (Lettau and Ludvigson (2001)), fluctuationsin housing wealth (Piazzesi, Schneider and Tuzel (2005)) or other such prox-ies. Another line of research uses habit formation which can be associatedwith behavioral finance. In essence this argument points out that introducingmore links in the utility function between consumption of different periodscan also resolve the equity premium puzzle. See Campbell and Cochrane(1989), Epstein and Zin (1989), Sundaresan (1989), Constantinides (1990),and Constantinides, Donaldson and Mehra (2005), for example. Yet a differ-ent strategy is to generate extra fluctuations by including behavioral aspectslike myopic loss aversion. This approach goes back to Benartzi and Thaler

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(1995) and was subsequently developed by Barberis and Huang (2001), Bar-beris, Huang and Santos (2001), Gruene and Semmler (2005) and De Giorgi,Hens and Mayer (2006). See Barberis and Huang (2006) for a survey of themyopic loss aversion approach. The myopic loss aversion approach startsfrom the observation that gambles are evaluated in isolation instead of inte-grating them in one account. Barberis et al attribute this effect to narrowframing. They conclude from it that the standard stochastic discount factorbased on total consumption has to be augmented by a term that capturesloss aversion. This extra term gives sufficient variations in the stochasticdiscount factor to explain the equity premium puzzle with a low coefficientof risk aversion. Note that our conclusion from the same observation is torestrict the stochastic discount factor to consumption proxies that are morespecific than the standard notions of consumption taken from national ac-counting data. Going this way our model does not need to add an extra termthat gives more freedom to pick up otherwise unexplained variations.

Our paper is clearly in the behavioral approach since we apply the be-havioral principle of mental accounting. However we can stay within thestandard asset pricing model and do not need to include loss aversion. Weargue that consumption is not the appropriate variable on which the stochas-tic discount factor should be defined but applying the principle of mentalaccounting we conclude that consumption should be replaced by payoffs thatare more specific to the assets one wants to value.

In section 2 we derive the stochastic discount factor and the Hansen-Jagannathan-bounds for the standard Lucas-Breeden asset pricing modelwithout mental accounting and show that on our data a relative risk aversionof 10 to 20 is needed to explain the equity premium. In section 3 we questionwhether such a degree of risk aversion is really too high. It is argued that thisdepends crucially on the way wealth is split into mental accounts. Section 4presents the Lucas (1978) model with various degrees of mental accounting.In that section we give the respective estimates of the risk aversion neededto explain the equity premia. Section 5 concludes.

2 The Consumption Based Asset Pricing Model

Consider a discrete time, t = 1, 2, ..., asset market model with k = 1, .., Kassets. Let pk

t be the price and Dkt the dividends paid by asset k in period t.

It is well known that absence of arbitrage implies the existence of a strictly

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positive random variable, δ, measurable on the information filtration2, suchthat

1 = Et

[δt+1R

kt+1

] ∀k, (1)

where Rkt+1 =

(Dk

t+1+pkt+1

pkt

)is the cum-dividend return of asset k in period

t + 1.For later reference note that the No-Arbitrage Condition (1), using the

definition of correlation, can be written as

1 = Et(δt+1Rkt+1) = Et(δt+1)Et(R

kt+1) + Corrt(δt+1, R

kt+1)σt(δt+1)σt(R

kt+1).

(2)Hence,

Et(Rkt+1) = Rf

t − Corrt(δt+1, Rkt+1)

σt(δt+1)

Et(δt+1)σt(R

kt+1). (3)

And since the correlation coefficient is bounded between -1 and 1, it istrue that

|Et(Rkt+1)−Rf

t+1|σt(Rk

t+1)≤ σt(δt+1)

Et(δt+1). (4)

In a consumption based asset pricing model, as Lucas (1978) or Breeden(1979), for example, the stochastic discount factor δ is derived from theutility optimization problem of a representative agent. It is well known thatthe following equation, called the Euler-equation,

pkt = u′(ct)

−1βtEt

[u′(ct+1)(D

kt+1 + pk

t+1)] ∀k, t (5)

follows from the first order condition of a standard dynamic optimizationproblem for an expected utility maximizer with discount factor βt. Thestochastic discount factor in this model then is

δt = βt

(u′(ct+1)

u′(ct)

). (6)

For the case of constant relative risk aversion, with degree γ, δt becomes

2In order not to overload this note with technicalities we denote the dependence ofexpectations and covariances on the information filtration by a sub index t.

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δt = βt

(ct+1

ct

)−γ

. (7)

Empirical studies typically use some macroeconomic proxy for aggregateconsumption, ct, and a calibration of βt linked to the average real risk-freerate. Following this approach, evidence reveals that stochastic discount fac-tors do co–vary with asset prices. To see this plug in the stochastic discountfactor of the consumption based asset pricing model into the inequality (4)to obtain the the Hansen–Jagannathan-bounds.

Et

∣∣∣Rk −Rft

∣∣∣Rf

t σt

[Rk

t

] ≤ σt

(ct+1

ct

)−γ]

∀ k, (8)

where Rft is the risk-free rate and σt denotes the standard deviation based

on the information available at t. Note that in the representative agenteconomy Rf

t = β−1t .

Facing data with the Hansen–Jagannathan bounds (8) and the IV esti-mation of Hansen and Singleton (1982), the stochastic discount factor is toosmooth to explain the high equity premia with a low value of γ. For the dataused in this note we find a maximal Sharpe-ration of 0.35 in which case wewould need a risk aversion of about 10-12. See Table 1 given in the AppendixI. In the next section we discuss whether such a degree of constant relativerisk aversion is too high.

3 The Degree of Risk Aversion

Arrow (1970) argues that relative risk aversion should be around 1 becauseotherwise the utility would not be bounded and hence lotteries could beconstructed for which the agent would pay an infinite amount of wealth inorder to participate. As already known from the St.Petersburg paradox thiswould not be a reasonable prediction of agents‘ behavior. Empirical studieson the equity premium do not seem to take this theoretical point of Arrowtoo seriously. Maybe this is because in any applied study the range of payoffsis bounded so that going to the limit of extreme payoffs, as Arrow does in hisargument, is out of the range in which the observations are made. Clearly,consistency with Arrow‘s argument could always be obtained by giving up theassumption of constant relative risk aversion and postulating a unit relative

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risk aversion only for extreme payoffs3. But Arrow‘s argument reminds usthat we should give a justification for the degree of risk aversion so that ourmodel is not in contradiction to observed decisions.

Determining an agent‘s risk aversion is a well researched topic in the psy-chological literature. It is well know that questions like the one stated in theintroduction get more robust answers than asking for certainty equivalents,or using unequal probabilities, for example. For further reference we labelthis question Question 1.

Question 1: Consider a fair lottery in which you can double your yearlyincome with a 50% chance while you can loose a percentage, say x% of yourincome in the other 50% cases. What is the highest loss x that you would bewilling to incur to accept playing this lottery?

Similar questions are reported in Barsky et al (1997), Mankiw and Zeldes(1991), Shefrin (1999) and Gollier (2001).

Barsky et al (1997) report that the average answer in such an experimentis about x = 23%. What does this answer imply assuming that the partici-pants are expected utility maximizers with constant relative risk aversion?

Suppose first that the decision problem is perceived as: Find an x suchthat

0.5(2y)1−γ

1− γ+ 0.5

((1− x)y)1−γ

1− γ=

(y)1−γ

1− γ, (9)

where y is the income referred to in Question 1. Then x = 23% would reveala relative risk aversion of γ = 3.22. On the other hand, a participant withunit relative risk aversion would have to answer x = 50%, which is clearlyan outlier in the population of the participants (see for example the resultsin Barsky et al (1997)). Hence, the experiment seems to reveal that theaverage decision maker is more risk averse than the ideal Arrow (1970) deci-sion maker. This assertion is commonly found in the literature. Samuelson(1991), for example, compares the unit relative risk aversion case to the onewith relative risk aversion of 2. The latter he calls the more realistic case.On the other hand, assuming a constant relative risk aversion of γ in therange of 10 to 20, which was found necessary to explain the equity premiumas reported in section 2, would lead to an x in the range of 3% to 7%, whichwould clearly also be an outlier in the population of participants (see for

3This suggestion was made by Luenberger (1993) and Hellwig (1995) to accommodatethe growth optimal portfolio with minimal assumption in the expected utility framework.

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example the results in Barsky et al (1997)). From the latter observation She-frin (1999) and many others conclude that the equity premium is a puzzlesince the needed risk aversion seems far off from the observed risk aversionin experimental research.

Is this argument really compelling? Taking the expected utility modelliterally one would have to evaluate every lottery based on the effect it hason the total wealth the decision maker has, as Campbell and Viceira (2002,page 10) made clear:

”More specifically, we believe that any normative model should judge aportfolio by its total value, rather than by the values of the individual assetsit contains, and should ultimately be based on the standard of living that theportfolio supports”.

For this reason some experimenters try to be very explicit that in thequestion used to determine the agent‘s risk aversion the term income hasan all encompassing notion. For example Barsky et al (1997) state theirquestion with the words ”Suppose you are the only income earner in thefamily and you have a good job guaranteed to give you your current (family)income every year for your life. You are given the opportunity to take a newand equally good job, with a 50-50 chance it will double your (family) incomeand a 50-50 chance that it will cut your (family) income by a third. Wouldyou take the new job?”

There are at least two difficulties that this approach suffers from. First,it is well known from many experiments that answers based on fictitiouspayoffs are not reliable. Doubling a participants‘ life time family incomewill certainly be out of range as a reward to such an experiment. Second,one could argue that – even though stated otherwise – participants answerthe question by having a more narrow notion of income in their mind. Itis hard to believe that the thought experiment in which the experimentersets the total life cycle family income at stake is fully encompassed by theparticipants.

Without using mental accounting the decision problem given in Question1 should be seen as solving:

0.5(w + 2y)1−γ

1− γ+ 0.5

(w + (1− x)y)1−γ

1− γ=

(w + y)1−γ

1− γ, (10)

where w is the participant‘s background wealth unrelated to the experiment.Using this framing of Question 1 a the value x =23% is compatible with

a risk aversion of γ = 10 − 20 if the background wealth is in the range of

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3 to 6 times the income perceived by the participants, as Figure 1 in theAppendix shows. This size of the background wealth is clearly not outra-geous. Background wealth should include the participant‘s labor income, thevalue of his house, his land, and his human capital. As Figure 2 from theappendix shows, U.S. households total assets is about 5 to 7 times as highas their disposable income. And this is only a lower bound to w since in arepresentative agent model ala Lucas (1978) and Breeden (1979) the back-ground wealth should ultimately be the price at which you can buy the wholeeconomy! Taking this strict expected utility point of view the representativeagent model loses its empirical testability, similar to the CAPM. This pointfor the representative agent model is analogous to the famous critique of Roll(1977) of the CAPM4

Any pragmatic use of the Lucas model has to narrow down the degree bywhich the payoff from the asset that one wants to value is integrated in thetotal wealth of the society. This lack of integration of lottery payoffs to totalwealth is exactly what Kahneman and Tversky (1979) and many others haveobserved in laboratory experiments. Participants evaluate lotteries by thechanges in wealth, i.e. the gains and losses, they generate and not by theireffect on total wealth. Secondly they tend to use narrow frames and put dif-ferent lotteries into different mental accounts. In particular experiments canthen be played with small stakes that get paid off so that the reliability of theresults is increased. Bombardini and Trebbi (2005) confirm this importantfinding in the field experiment they study. In the game show they analyzed,the average answer to Question 1 is independent of the size of the payoffs.

We do not claim that our critique to analyze experimental data on Ques-tion 1 in the expected utility framework given by equation (10) is new. Al-ready Kandel and Stambaugh (1991) observed that altering the size of thegamble relative to the background wealth raises a problem. Since the av-erage answer to Question 1 does not depend on the size of the gamble, byaltering the size of the gamble any degree of risk aversion, α in Kandel andStambaugh‘s notation, can be rejected. Kandel and Stambaugh (1991) writeon page 68: ”It seems possible in such experiments to choose the size of thegamble so that any value of α seems unreasonable.” Kandel and Stambaugh(1991) being deeply rooted in the expected utility framework interpret this

4Note that referring to consumption instead of wealth would not solve this fundamentalmeasurement problem since living in a house or a nice landscape etc would also have tocount as consumption.

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observation as a critique on experimental evidence. Rabin (2000) makes thesame point analytically rigorous. If an expected utility maximizers gives theanswer x = 23% for small stakes, i.e. for a high ratio w

ythen this would imply

a high risk aversion coefficient γ, e.g. γ = 10− 20. And applying this valueof γ for lotteries with high stakes, i.e. for a low ratio w

ythis would imply an

answer of x = 0.03 − 0.07%, which is unreasonably low. Rabin (2000) doeshowever derive the opposite conclusion than Kandel and Stambaugh (1991).He takes this observation as evidence against expected utility and not againstexperiments. In particular he shows that assuming mental accounting, theexperimental data gives reasonable degrees of risk aversion for both low andhigh stake games.

Applying mental accounting to Question 1, for any notion of income, theanswer x = 23% implies a risk aversion of around 3. This low number doesnot match the high risk aversion found to be necessary to explain the equitypremium in the Lucas model without mental accounting. The next sectionpresents a Lucas model with mental accounting so that the experimentalevidence can be compared with an asset pricing model that matches theexperiment‘s main assumptions.

4 The Lucas Model with Mental Accounting

As in section 2 we consider a discrete time, t = 1, 2, ..., T , asset marketsmodel with k = 1, .., K assets. Let pk

t be the price and Dkt the dividends paid

by asset k in period t = 1, 2, . . . , T .There is a representative investor characterized by her initial endowment

of assets θt ∈ RK , θt > 0, and her exogeneous flow of wealth wt, both mea-surable on the information filtration. The aggregate endowment, hold bythe representative investor, is normalized so that θk = 1 for all k. Weassume that the representative investor has expected utility, i.e. there ex-ist a von Neumann-Morgenstern utility function u : R+ → R, respectivelyu : R++ → R and discount factors βt for all periods t, such that5

Ut(c) = Et

[T∑

τ=t

βτu(cτ )

], for all c ∈ Rn

+ (resp. c ∈ Rn++). (11)

5If the agent has constant relative risk aversion, u(c) = c1−γ

1−γ then for γ = 1 the functionis only defined on strictly positive numbers.

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The expectation is taken with respect to the probability measure on the in-formation filtration. The dimension of the consumption process, n, is deter-mined by the number of periods and the number of nodes of the informationfiltration.

The budget constraint in any period t can be written as

ct = wt +K∑

k=1

Dkt θ

kt−1 +

K∑

k=1

pkt

(θk

t−1 − θkt

), (12)

where θt−1 refers to the portfolio formed in the unique node of the informationfiltration preceding the node of period t.

In every period t, for given asset prices p, the investor chooses his portfolioof assets, without short sales constraints, to solve

max Ut(c)

s.t. cτ = wτ +∑K

k=1 Dkτ θ

kτ−1 +

∑Kk=1 pk

τ

(θk

τ−1 − θkτ

), τ = 1, . . . , T − 1.

(13)Note that total consumption equals the sum of the exogenous wealth and

total dividends, ct = wt +∑K

k=1 Dkt , because in equilibrium in very period

the representative agent‘s asset demand is constant over time since it equalsthe constant total supply of assets.

Without assuming mental accounting the first order condition to the op-timization problem (13) is the Euler-equation (5) given above, in which theexogeneous consumption mentioned is now of the form ct = wt +

∑Kk=1 Dk

t .Thaler and Shefrin (1981) and Shefrin and Statman (1984) have argued

that even when households‘ wealth exceeds that derived from dividends thendue to self-control problems they are reluctant to integrate the proceedsfrom their investments with their total wealth and prefer to follow the rule:”Consume from dividends but don‘t dip into capital”, as Shefrin (2002) hasdubbed it brilliantly. This suggests a mental accounting which separatesthe dividends from the exogenous wealth w. To this end, suppose that therepresentative agent evaluates the risky assets in a mental account separatefrom the rest of the economy. To be precise, split the evaluation of totalconsumption, u(ct), into two mental accounts – one for the evaluation of

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dividends paying assets, u(cdt ), and one for the evaluation of all other sources

of income, u(c−dt ):

u(ct) = u(cdt ) + u(c−d

t ) (14)

It follows that in total the relevant consumption which is used to evaluatethe risky dividend stream is cd

t = Dt ∀t, where a¯denotes aggregation overassets. The Euler-equation then becomes

pkt = u′(Dt)

−1βtEt

[u′(Dt+1)(D

kt+1 + pk

t+1)] ∀k, t (15)

For the case of constant relative risk aversion the stochastic discountfactor on the RHS of the Hansen-Jagannathan-bounds consequently is

δt = βt

(Dt+1

Dt

)−γ

. (16)

As a result the stochastic discount factor becomes more volatile and theequity premium can be resolved with a risk aversion of about γ = 2.25, seeTable 3 in the Appendix.

If we drive this argument one step further one could also assume thatthe representative investor keeps a separate account for each asset. Then theutility function would be

u(ct) =K∑

k=1

u(ckt ) + u(c−d

t ) (17)

It follows that the relevant consumption which is used to evaluate therisky dividend stream of asset k is ck

t = Dkt ∀k, t. The Euler-equation then

becomes

pkt = u′(Dk

t )−1βtEt

[u′(Dk

t+1)(Dkt+1 + pk

t+1)] ∀k, t (18)

For the case of constant relative risk aversion the stochastic discountfactor on the RHS of the Hansen-Jagannathan-bounds then is

δt = βt

(Dk

t+1

Dkt

)−γ

. (19)

Since dividends are not perfectly correlated, the asset specific stochasticdiscount factors are more volatile than the stochastic discount factor based

14

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on the sum of the dividends and the equity premium can be resolved with arisk aversion of not higher than γ = 1, as Table 4 of the Appendix shows.

One interpretation of the asset specific mental accounts is based on therobust observation of underdiversification. It has been observed by Blumeand Friend (1975) based on 17‘056 accounts of individual investors that 34.1%only hold one stock, 50% hold at most 2 stocks and only 10% of the samplehold more than 10 stocks. Underdiversification seems to be a very robustfinding. See also Kelly (1995), Odean (1999), Polkovnichenko (2004) andGoetzman and Kumar (2004). Hence one could view each function u(Dk) asthe evaluation account of all stocks some individual holds.

If we interpret the laboratory evidence on risk aversion assuming mentalaccounting then γ = 1 would be a less realistic case than γ = 3.22. Thelatter value is found to be an upper bound for the mental account in which allrisky assets are in one account that is separated from the rest of the agents‘swealth. Hence our data suggests a degree of mental accounting closer to theaccount that aggregates the dividends of all assets in one account which isthen separated from the background wealth.

5 Conclusion

To explain the equity premium observed in stock markets within the stan-dard asset pricing model of Lucas (1978)– Breeden (1979), many researcherssuggested to use different utility functions or even to replace the stochasticdiscount factor with nonparametric functions (Chapman (1997)).

Here we stayed within the standard Lucas (1978)– Breeden (1979) modeland argued that the equity premium puzzles arises from an inconsistent ap-plication of mental accounting to stock market data and experimental data.

Table 5 given below summarizes this point: If mental accounting is ap-plied to experimental data but not to the stock market data then in theinterpretation of the former we obtain a risk aversion in the range of 3 whilethe latter needs a risk aversion in the range of 10-20. This observation hasbeen called the equity premium puzzle. If one does not apply mental to theinterpretation of the experimental data then also there a high risk aversionwould be necessary to explain the data. On the other hand if one appliesmental accounting to stock market data then a low risk aversion would suf-fice for the Hansen-Jagannathan-bounds. Hence a consistent application ofmental accounting in both settings resolves the equity premium puzzle. Note

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that our table also points at a reverse equity premium puzzle, which arises ifmental accounting is applied in stock market data but not for the interpre-tation of experimental data. We guess that the equity premium puzzle aroseinstead of the reverse puzzle because financial economics are more deeplyrouted in the expected utility hypothesis while experimental economists sidemore often with prospect theory than the other way round.

Table 1: Degree of risk aversion found on stock market data (rows) andexperiments (columns) when interpreted with and without mental accounting.

experimentsw/o mental accounting with mental accounting

modelw/o mental accounting (10-20, 10-20) (10-20, 3.22)with mental accounting (2.25, 10-20) (2.25, 3.22)

Moreover, introducing mental accounting into the Lucas (1978) modelwe find that the narrower the mental accounts the lower the risk aversionneeded to explain the equity premia. If the investor integrates stock marketwealth with all other wealth a degree as high as 10 to 20 is needed, whichresembles the equity premium puzzle result. Evaluating stock market wealthseparately from the rest of his wealth the degree of risk aversion decreasesto 2.25. And if each stock is evaluated in a separate account a relative riskaversion of one can well explain the data. The degree of risk aversion thatis consistent with laboratory experiments suggests that one mental in whichall risky assets are bundled should be separated from the rest of the agent‘swealth.

We hope that this note encourages further work on mental accountingand the equity premium. For example other data sets should be consideredand the issue of aggregation across individuals should be addressed in orderto study the effect of heterogeneity in mental accounting.

6 References

Arrow, K.J. (1970), Essays in the Theory of Risk Bearing, North HollandPublishing Company, Amsterdam-London.

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Barsky, R.B., Juster, F.T., Kimball, M.S. and M. D. Shapiro(1997), Preference Parameters and Behavioral Heterogeneity. An Experi-mental Approach in the Health and Retirement Study, Quarterly Journal ofEconomics 111, pp. 537–579.

Barberis, N. and M. Huang (2001), Mental Accounting, Loss Aversion,and Individual Stock Returns, Journal of Finance 56, pp. 1247 – 1292.

Barberis, N., Huang, M. and T. Santos (2001), Prospect Theory andAsset Prices, Quarterly Journal of Economics 116, pp. 1 – 53.

Barberis, N. and M. Huang (2006), The Loss Aversion/Narrow FramingApproach to the Equity Premium Puzzle, in Mehra, R., ed. (2006), TheEquity Risk Premium, Handbook in Finance Series, North–Holland, in press.

Benartzi, S. and Thaler, R.H. (1995), Myopic Loss Aversion and theEquity Premium Puzzle, The Quarterly Journal of Economics 110 (1), pp.73–92.

Blume,I. and M.E. Friend (1975), The Demand for Risky Assets, Amer-ican Economic Review 65 (5), pp. 900–922.

Bombardini, M. and F. Trebbi (2005), Risk Aversion and ExpectedUtility Theory: A Field Experiment with Large and Small Stakes, mimeoUniversity of British Columbia and Harvard University.

Breeden, D.T. (1979), An Intertemporal Asset Pricing Model with Stochas-tic Consumption and Investment Opportunities, Journal of Financial Eco-nomics VII, pp. 265–296.

Campbell, J.Y. and J.H. Cochrane (1989), By Force of Habit: A Con-sumption Based Explanation of Aggregate Stock Market Behavior, Journalof Political Economy 107(2), pp. 205–251.

Campbell and Viceira (2002), Strategic Asset Allocation, Oxford Uni-versity Press, Oxford.

Chapman, D.A. (1997), Approximating the Asset Pricing Kernel, Journal

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of Finance 52, pp. 1383–1410.

Constantinides, G.M. (1990), Habit Formation: A Resolution of the Eq-uity Premium Puzzle, Journal of Political Economy 98(3), pp. 519–543.

De Giorgi, E., Hens, T. and J. Mayer (2006), Computational Aspectsof Prospect Theory with Asset Pricing Applications, NCCR-Finrisk workingpaper No. ??.

Epstein, L. and S. Zin (1989), Substitution, Risk Aversion, and the Tem-poral Behavior of Consumption and Asset Returns: A Theoretical Perspec-tive, Econometrica 57, pp. 937 –969.

Gollier, C. (2001), The Economics of Risk and Time, MIT-Press, Cam-bridge Massachusetts, London, England.

Goetzman, W.N. and A. Kumar (2004), Why do Individual Investorshold Under-diversified Portfolios?, Working Paper, Yale University.

Grossman, S. and R. Shiller (1981), Determinats of the Variability ofStock Prices, American Economic Review LXXI, pp. 222–227.

Hansen, L., and R. Jagannathan (1991), Implications of security mar-ket data for models of dynamic economies, Journal of Political Economy 99,pp. 225–262.

Hansen, L.P., and K.J. Singleton (1982), Generalized InstrumentalVariables Estimation of Nonlinear Rational Expectations Models, Econo-metrica 50, pp. 1269–1286.

Hellwig, M. (1995),The Assessment of Large Compounds of IndependentGambles,Journal of Economic Theory 67, pp. 299–326.

Kocherlakota, N. (1996), The Equity Premium: It’s still a Puzzle, Jour-nal of Economic Literature 34, pp. 42–71.

Kandel, S. and R. F. Stambaugh (1991), Asset Returns and Intertem-poral Preferences, Journal of Monetary Economics 27(1), pp. 39–71.

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Kahneman, D. and A. Tversky (1979),Prospect Theory: An Analysisof Decision Under Risk, Econometrica 47(2),pp. 263–291.

Kelly, M. (1995), All their Eggs in one Basket: Portfolio Diversificationof US Households, Journal of Economic Behaviour and Organization 27,pp.87–96.

Langer, T. and M. Weber (2001), Prospect Theory, Mental Accounting,and Differences in Aggregated and Segregated Evaluation of Lottery Portfo-lios, Management Science 47(5), pp. 716–733.

Lucas, R. (1978), Asset prices in an exchange economy, Econometrica 46,pp. 1429–1446.

Luenberger, D. G. (1993), A Preference Foundation for Log Mean-VarianceCriteria in Portfolio Choice Problems, Journal of Economic Dynamics andControl 17, pp. 887 – 906.

Mankiw, N.G. and S.P. Zeldes (1991), The Consumption of Stock Hold-ers and Non Stock Holders, Journal of Financial Economics 29, 97–112.

Mehra, R., and E. Prescott (1985), The Equity Premium: A Puzzle,Journal of Monetary Economics 15, pp. 1455–1461.

Mehra, R., ed. (2006), The Equity Risk Premium, Handbook in FinanceSeries, North–Holland, in press.

Odean, T. (1999), Do Investors Trade Too Much?, American Economic Re-view 89,pp. 1279–1298.

Piazzesi, M., Schneider, M. and Tuzel, S. (2005), Housing, Consump-tion and Asset Pricing, mimeo University of Chicago, USA.

Polkovnichko, V. (2004), Household Portfolio Diversification: A Casefor Rank-Dependet Preferences,forthcoming in Review of Financial Studies.

Post, T., Van den Aassen, M.,Balthussen, G. and R. Thaler

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(2006), Deal or no Deal? Decision Making under Risk in a Large PayoffGame-Show, mimeo Rotterdam University.

Rabin, M. (2000), Risk Aversion and Expected-Utility Theory: A Calibra-tion Theorem, Econometrica 68 (5), pp. 1281–1292.

Roll, R. (1977), A Critique of the Asset Price Theory‘s Test: Part I, Jour-nal of Financial Economics 4, pp. 129–176.

Samuelson, P. (1991), Long-Run Risk Tolerance When Equity ReturnsAre Mean Regressing: Pseudoparadoxes and Vindication of ”Businessman‘sRisk, Chapter 7 (pp. 181-200) in Money, Macroeconomics, and EconomicPolicy, Brainard, Nordhaus and Watts (eds.), Essay in Honor of James To-bin, MIT Press.

Shefrin, H. (2000), Beyond Greed and Fear: Understanding BehavioralFinance and the Psychology of Investment, Harvard Business School Books,Boston, M.A.

Shefrin, H. (2002), Current Estimates and Prospects for Change II, in Eq-uity Risk Premium Forum, Financial Analyst Journal, November 2002.

Shefrin, H., and M. Statman (1984), Explaining investor preference forcash dividends, Journal of Financial Economics 13, pp. 253–282.

Sundaresan, S.M. (1989), Intertemporally Dependent Preferences and theVolatility of Consumption and Wealth, Review of Financial Studies 2, pp.73–89.

Thaler R.H. (1985), Mental Accounting and Consumer Choice, MarketingScience 4 (3),pp. 199-214

Thaler, R.H. (1999), Mental Accounting Matters, Journal of BehavioralDecision Making 12, pp. 183–206.

Thaler, R., and H. Shefrin (1981), An economic theory of self–control,Journal of Political Economy 89, pp. 392–406.

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Tversky, A. and D. Kahneman (1981), The Framing of Decisions andthe Psychology of Choice, Science 22, pp. 453–458.

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7 Appendix (Empirical Findings)

0

5

10

15

20

25

30

35

40

45

50

1 2.5 5 7.5 10 12.5 15

The figure illustrates the dependence of the risk aversion ob-tained from the average answer to Question 1 as a function ofthe background wealth represented as the size of the stakes,i.e. in terms of a multiply to current income of the repre-sentative household. The horizontal and vertical axis refer tothe background wealth, w

y, and the risk aversion,γ, respec-

tively. E.g. for a background wealth of 550% to 750% therisk aversion ranges between 18 and 25.

Figure 1: Risk Aversion and Background Wealth.

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0

100

200

300

400

500

600

700

800

1985

1986

1987

1988

1989

1990

1991

1992

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

U.S. Household Real Assets (in % of Disposable Household Income)

U.S. Household Financial Assets (in % of Disposable Household Income)

U.S. Household Total Assets (in % of Disposable Household Income)

The figure illustrates real and financial assets of U.S. house-holds denoted in percent of their disposable income (source:OECD, taken from Datastream). Taken real and financialassets together the representative household has owned be-tween 550 % and 750 % of its income in the period from 1985to 2004.

Figure 2: Household data on real and financial assets.

23

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Table 4: Sharpe ratios and HJ-Bounds for cash–dividendpaying single stocks in the S&P100 based on annual dataranging from 1973 to 2005. The second column lists thefirms that pay cash dividends to their investors. Thethird column reports the Sharpe ratio with respect to theone year interest rate as taken by Robert Shiller. The lastcolumn gives the bounds on the Sharpe–ratio imposed bythe stochastic discount factor of the Lucas model withconstant relative risk aversion in which the consumptionis equal to individual firm‘s dividends accruing to thesingle stocks. The risk aversion is γ = 1 for the firstHJ-Bounds column. Data is taken from Datastream.

Firm Sharpe ratio HJ-Bound (γ = 1)ALCOA 0.149561993 2.175014331ALLEGHENY TECHS. 0.257678157 1.813825049ALTRIA GROUP INCO. 0.071664507 1.80825836AMER.ELEC.PWR. 0.260550756 7.403398477AMERICAN EXPRESS -0.051800581 2.756918615AMERICAN INTL.GP. 0.166626647 4.113174134ANHEUSER-BUSCH COS. 0.311318774 2.332203253AT&T DEAD - DELIST.21/11/05 0.174070282 3.309775673AVON PRODUCTS -0.109135236 2.738259596BAKER HUGHES 0.091246097 4.821633412BANK OF AMERICA -0.168536148 2.973720142BAXTER INTL. 0.353153584 3.469134828BLACK & DECKER 0.195914686 2.284233419BOEING 0.046004088 2.280201523BRISTOL MYERS SQUIBB 0.24611582 2.673174307BURL.NTHN.SANTA FE C 0.301662289 1.977995281CAMPBELL SOUP 0.210218763 2.732849415CIGNA 0.139986182 2.17382618CITIGROUP 0.368736637 2.023625381COCA COLA 0.385048773 2.474429772COLGATE-PALM. 0.243613569 3.133674774DELTA AIR LINES 0.281894986 2.529275795DOW CHEMICALS 0.032900314 1.722476693

24

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DU PONT E I DE NEMOURS 0.119894509 2.181928475EASTMAN KODAK 0.185118289 4.770341582ENTERGY 0.293498794 5.930310745EXELON -0.15470632 2.583474438EXXON MOBIL 0.131360831 3.075946837FORD MOTOR 0.320514176 1.912622526GENERAL DYNAMICS 0.182232991 2.037189698GENERAL ELECTRIC 0.189568226 2.356499254GENERAL MOTORS 0.266324404 2.758505027GILLETTE DEAD - DELIST.20/10/05 -0.221124436 2.749848245HALLIBURTON 0.243440911 2.026273414HEINZ HJ 0.153194283 3.327644405HEWLETT-PACKARD 0.211575229 2.041835221HOME DEPOT 0.354835308 2.482963201HONEYWELL INTL. 0.473620947 2.645698525INTEL 0.008222419 2.013874352INTERNATIONAL BUS.MACH. 0.562894092 1.671041638INTL.PAPER 0.130967394 3.065532873JOHNSON & JOHNSON 0.114311062 2.143200894JP MORGAN CHASE & CO. 0.259631324 2.317553261LIMITED BRANDS 0.361075023 2.041482981MAY DEPT.STORES DEAD - DELIST.14/09/05 0.410961682 2.218118388MCDONALDS 0.169699353 3.287838346MEDTRONIC 0.174006535 2.626045204MERCK & CO. 0.392157621 1.649948489MERRILL LYNCH & CO. 0.212314448 2.931831594OFFICEMAX 0.091295547 4.190306297PEPSICO 0.463675659 1.859811595PFIZER 0.267165503 2.372484352PROCTER & GAMBLE 0.321742497 3.22350941RADIOSHACK 0.16509824 3.278606778RAYTHEON ’B’ 0.177192241 2.805627761ROCKWELL AUTOMATION 0.235666944 3.31193401SARA LEE 0.065068254 2.700319666AT&T 0.23181463 2.290799942SCHLUMBERGER 0.225666128 2.909061629SEARS ROEBUCK DEAD - MERGER W/27020T 0.173518984 3.825541824

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SOUTHERN -0.251374265 4.97321301TEXAS INSTS. 0.067986703 1.822304068TYCO INTL. 0.23206747 2.95989289UNISYS 0.247905034 1.671433016 1.29283913UNITED TECHNOLOGIES 0.15397585 3.120024566VERIZON COMMS. 0.274886702 3.008839491WAL MART STORES 0.193158281 1.998065052WELLS FARGO & CO 0.247990434 2.781745883WEYERHAEUSER 0.363848061 2.364265173XEROX 0.268429876 2.0515149983M 0.108088532 3.150503752

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Table 2: Hansen–Jagannathan-bounds for annual data since 1889.

The first column shows different levels of the risk aversionwhile the remaining columns give the associated H–J boundson the Sharpe–ratio. The second column shows the boundson the Sharpe–ratio imposed by the stochastic discount factorof the Lucas model with consumption equal to personal con-sumption expenditures. Consumption is taken as per capitaconsumption as calculated by Robert Shiller. The third col-umn shows the bounds on the Sharpe–ratio imposed by thestochastic discount factor of the Lucas model with constantrelative risk aversion in which the consumption is equal toaggregate dividends accruing to the S&P500 (source: RobertShiller). Note, that the sample Sharpe-ratio of the &P500observed in the data amounts to 0.3459, where the risk–freerate is the one year interest rate (source: Robert Shiller).

Risk aversion Consumption SDF Dividend SDF (aggregated)1 0.0358 0.1260

1.5 0.0540 0.20142 0.0723 0.2893

2.25 0.0816 0.33912.5 0.909 0.39352.75 0.1002 0.45303 0.1096 0.5181

3.22 0.1180 0.58054 0.1479 0.8645 0.1873 1.308210 0.4084 5.233715 0.6889 7.478820 1.0560 8.1135

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Table 3: Hansen–Jagannathan-bounds for annual data since 1973.

The first column shows different levels of the risk aversionwhile the remaining columns give the associated H–J boundson the Sharpe–ratio. The second column shows the boundson the Sharpe–ratio imposed by the stochastic discount factorof the Lucas model with consumption equal to personal con-sumption expenditures. Consumption is taken as per capitaconsumption as calculated by Robert Shiller. The third col-umn shows the bounds on the Sharpe–ratio imposed by thestochastic discount factor of the Lucas model with constantrelative risk aversion in which the consumption is equal toaggregate dividends accruing to the S&P500 (source: RobertShiller). The fourth column shows the bounds on the Sharpe–ratio imposed by dividends accruing to the DJIA (source:Datastream). Note, that the sample Sharpe-ratio observedin the data amounts to 0.3280 for the S&P500, and 0.4643for the DJIA, where the risk–free rate is the one year interestrate (source: Robert Shiller and Datastream).

Risk aversion Consumption SDF Dividend SDF S&P500 Dividend SDF DJIA1 0.0165 0.0396 0.0966

2.5 0.0415 0.0993 0.26725 0.0844 0.2007 0.67488 0.1376 0.3272 1.468110 0.1743 0.4154 2.172418 0.3311 0.8098 4.573920 0.3730 0.9199 4.843030 0.5987 1.5284 5.2532

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Table 5: Sharpe ratios and HJ-Bounds for cash–dividendpaying single stocks in the S&P100 based on annual dataranging from 1973 to 2005. The second column lists thefirms that pay cash dividends to their investors. Thethird column reports the Sharpe ratio with respect to theone year interest rate as taken by Robert Shiller. The lastcolumn gives the bounds on the Sharpe–ratio imposed bythe stochastic discount factor of the Lucas model withconstant relative risk aversion in which the consumptionis equal to individual firm‘s dividends accruing to thesingle stocks. The risk aversion is γ = 0.5 for the HJ-Bounds column. Data is taken from Datastream.

Firm Sharpe ratio HJ-Bound (γ = 0.5)ALCOA 0.149561993 1.474792979ALLEGHENY TECHS. 0.257678157 1.346783223ALTRIA GROUP INCO. 0.071664507 1.344714973AMER.ELEC.PWR. 0.260550756 2.720918683AMERICAN EXPRESS -0.051800581 1.660397126AMERICAN INTL.GP. 0.166626647 2.028096184ANHEUSER-BUSCH COS. 0.311318774 1.527155281AT&T DEAD - DELIST.21/11/05 0.174070282 1.819278888AVON PRODUCTS -0.109135236 1.654768744BAKER HUGHES 0.091246097 2.195821808BANK OF AMERICA -0.168536148 1.724447779BAXTER INTL. 0.353153584 1.862561362BLACK & DECKER 0.195914686 1.511368062BOEING 0.046004088 1.510033616BRISTOL MYERS SQUIBB 0.24611582 1.634984498BURL.NTHN.SANTA FE C 0.301662289 1.406412202CAMPBELL SOUP 0.210218763 1.653133212CIGNA 0.139986182 1.474390104CITIGROUP 0.368736637 1.422541873COCA COLA 0.385048773 1.573032031COLGATE-PALM. 0.243613569 1.770218849DELTA AIR LINES 0.281894986 1.590369704DOW CHEMICALS 0.032900314 1.312431596

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DU PONT E I DE NEMOURS 0.119894509 1.477135226EASTMAN KODAK 0.185118289 2.184111165ENTERGY 0.293498794 2.435222935EXELON -0.15470632 1.607319022EXXON MOBIL 0.131360831 1.753837745FORD MOTOR 0.320514176 1.382975967GENERAL DYNAMICS 0.182232991 1.427301544GENERAL ELECTRIC 0.189568226 1.535089331GENERAL MOTORS 0.266324404 1.660874778GILLETTE DEAD - DELIST.20/10/05 -0.221124436 1.658266639HALLIBURTON 0.243440911 1.423472309HEINZ HJ 0.153194283 1.824183216HEWLETT-PACKARD 0.211575229 1.428927997HOME DEPOT 0.354835308 1.575742111HONEYWELL INTL. 0.473620947 1.626560336INTEL 0.008222419 1.419110409INTERNATIONAL BUS.MACH. 0.562894092 1.292687757INTL.PAPER 0.130967394 1.750866321JOHNSON & JOHNSON 0.114311062 1.463967518JP MORGAN CHASE & CO. 0.259631324 1.522351228LIMITED BRANDS 0.361075023 1.428804738MAY DEPT.STORES DEAD - DELIST.14/09/05 0.410961682 1.489334881MCDONALDS 0.169699353 1.813239737MEDTRONIC 0.174006535 1.6205077MERCK & CO. 0.392157621 1.284503207MERRILL LYNCH & CO. 0.212314448 1.712259208OFFICEMAX 0.091295547 2.047023766PEPSICO 0.463675659 1.363749095PFIZER 0.267165503 1.5402871PROCTER & GAMBLE 0.321742497 1.795413437RADIOSHACK 0.16509824 1.810692348RAYTHEON ’B’ 0.177192241 1.675000824ROCKWELL AUTOMATION 0.235666944 1.819871976SARA LEE 0.065068254 1.643264941AT&T 0.23181463 1.51353888SCHLUMBERGER 0.225666128 1.705597147SEARS ROEBUCK DEAD - MERGER W/27020T 0.173518984 1.955899237

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SOUTHERN -0.251374265 2.230070181TEXAS INSTS. 0.067986703 1.349927431TYCO INTL. 0.23206747 1.720433925UNISYS 0.247905034 1.29283913UNITED TECHNOLOGIES 0.15397585 1.766359127VERIZON COMMS. 0.274886702 1.734600672WAL MART STORES 0.193158281 1.413529289WELLS FARGO & CO 0.247990434 1.667856673WEYERHAEUSER 0.363848061 1.537616718XEROX 0.268429876 1.4323110693M 0.108088532 1.774965845

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Page 32: Mental Accounting and the Equity Premium Puzzle · Mental accounting, as deflned in the abstract of Thaler (1999), is "the set of cognitive operations used by individuals and households

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The figure illustrates the gap between the Sharpe ratios ofthe dividend paying single and their bounds arising from div-idends as reported in Tables 4 and 5. A positive differenceindicates that the bound exceeds the Sharpe ratio. Grey andblack bars refer to constant relative risk aversion of γ = 1 andγ = 0.5, respectively.

Figure 3: Sharpe ratios and their bounds arising from dividends.

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