The Evolution of Portfolio Rules in Financial Markets
Emanuela Sciubba - Lucy Cavendish College
The aim of this paper is to test the performance of the standard version of
CAPM in a evolutionary framework. We imagine a heterogeneous population of
long-lived agents who invest their wealth according to different portfolio
rules. In particular, we consider: traders who "believe" in CAPM and use
its predictions as a rule of thumb; traders who are endowed with a quadratic
utility function and, therefore, display genuine mean-variance behavior;
finally, traders who are endowed with a logarithmic utility function and
therefore adopt the celebrated "Kelly criterion" for investment. We are
interested in the asymptotic behavior of the wealth share of these three
types of traders. Following Blume and Easily (JET, 1992) we define notions
of dominance, survival and extinction in the market through the limiting
value of each trader's wealth share. In particular, the wealth share of a
dominating trader is asymptotically bounded away from zero, while extinction
occurs when when the wealth share converges almost surely to zero. In a
complete securities market with aggregate uncertainty, we show that both
CAPM behavior and genuine mean-variance behavior show are evolutionarily
unstable. In fact, a state that features strictly positive population
shares of traders who either believe in CAPM or are endowed with a quadratic
utility function, fails to be Lyapunov stable. Our main results are
obtained in a simple setting, where traders have constant and identical
savings rates. Under this assumption we are able to prove that logarithmic
utility maximizers dominate on any sample path. Furthermore, in the
presence of aggregate uncertainty, both those traders who believe in CAPM
and those who display a genuine mean-variance behavior are driven to
extinction. We then check the robustness of our results allowing for
different kinds of heterogeneity among traders. First of all, we allow for
more than two types of traders in the market and we prove that, except for
special cases, our results are robust in a multipopulation framework.
Secondly, we allow for different savings rates among traders. We find that
the market selects for the most patient investor. Therefore our results are
obviously robust, as far as logarithmic utility maximizers are relatively
more patient than CAPM traders. However we prove that this is a sufficient
but not necessary condition. Finally, we allow for heterogeneity among CAPM
traders in their degree of risk aversion and we prove that our results are
robust in this setting.
Scheduled for Session 2.3 Financial Models - III