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Centre for Employment Studies
Simulations,
theory and experiments.
Notes from an historical perspective
(download)
Marco Novarese *
Abstract
The analysis starts from a paper of Herbert Simon and Geoffrey Clarkson
- titled "Simulation of Individual and Group Behavior", published in
1960 in the American Economic Review - in which they clarify many
aspects of simulation, theory and econometric analysis, and of their
reciprocal relation. This work seems to have been neglected in the
following devel opment of Economics (for exampl e it is quoted just two
times in all article available in Jstor and is never quoted in a
specialized journal as Jasss). Nevertheless it can be of great interest
and usefulness in today's debate on simulations and on their relation
with the general methodology of Economics. Clarkson and Simon find
three possible kind of simulation analys is :
1) dynamic macr oeconomi c; significant example ar e the model s used
in the analysis of the bus i ness cycle: In this realm, simulation is
seen as an additional technique for numerical analysis that can be
useful because of computer speed and computational power. When a model
contain a feedback mechanisms, simulation will probably allow more
accurate forecasting then traditional ones;
2) normative model for management science: in this realm the complexity
of the environment can be managed more easily and with greater
flexibility by simulations than by mathematical techniques as linear
programming;
3) economic decision-making: again the usefulness of simulations is
related to the degree of complexity they allow to handle. Computer
allow also to built agents that manipulate symbols and information,
different from numbers (like words or sentences). This characteristic
would permit to model situations in which the important factors cannot
be represented as real numbers. The last point seems very interesting,
as it appears to be one of the main limits of today's simulations, as
also Tesfatsion (2002) poses the modelling of individual behavior as
one of the critical factors in the ACE researchers agenda. In this
area, to investigate the real behavior of agents, the collaboration
with Experimental Economics seems necessary and useful for both
approaches, as the same Tesfatsion states
again. At the moment, there aren't yet realistic models of (individual
or social) behavior, empirically founded and accepted by the scientific
community. Even experimental economics has generally worked on
unrealistic models of situations that can be manipulated with
mathematics. The relation under exam will be analysed taking into
account some important examples of games analysed through experiment
and simulations.
Another aspect that will be taken into account, as it's important in
Simon's recalled view, is the possible rol e of cases studies as a
source of empirical information for understanding and modelling human
decision making through simulations.
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Centre for Cognitive Economics, Università del Piemonte Orientale
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