System Dynamics: Portraying Bounded Rationality

This paper examines the linkages between system dynamics and the Carnegie School in their treatment of human decision making. It is argued that the structure of system dynamics models implicitly assumes bounded rationality in decision making and that recognition of this assumption would aid system dynamicists in model construction and in communication with other social science disciplines. The paper begins by examining Simon's 'principle of bounded rationality' which draws attention to the cognitive limitations on the information gathering and processing powers of human decision makers. Forrester's 'Market Growth Model' is used to illustrate the central theme that system dynamics models are portrayals of bounded rationality. Close examination of the model formulation reveals decision functions involving simple rules of thumb and limited information content. Finally, there is a discussion of the implications of Carnegie philosophy for system dynamics as it affects communication, model structuring, model analysis and future research.

[1]  William H. Starbuck,et al.  Computer simulation of human behavior , 1973 .

[2]  Rogelio Oliva,et al.  Model calibration as a testing strategy for system dynamics models , 2003, Eur. J. Oper. Res..

[3]  Ann van Ackere,et al.  Dynamic capacity adjustments with reactive customers , 2013 .

[4]  Jay W. Forrester,et al.  Industrial Dynamics---After the First Decade , 1968 .

[5]  Erik Mosekilde,et al.  Bifurcations and chaotic behavior in a simple model of the economic long wave , 1985 .

[6]  J. Sterman An integrated theory of the economic long wave , 1985 .

[7]  George P. Richardson,et al.  Modeling the estimation of petroleum resources in the United States , 1988 .

[8]  Samuel Eilon More against optimization , 1977 .

[9]  David C. Lane,et al.  Social theory and system dynamics practice , 1999, Eur. J. Oper. Res..

[10]  D. Sterman,et al.  Misperceptions of Feedback in a Dynamic Decision Making Experiment , 1989 .

[11]  Y. Barlas,et al.  Goal setting, evaluation, learning and revision: A dynamic modeling approach , 2006 .

[12]  John D. Sterman,et al.  Testing Behavioral Simulation Models by Direct Experiment , 1987 .

[13]  H. Simon Rational Decision Making in Business Organizations , 1978 .

[14]  Andrea M. Bassi,et al.  An integrated approach to energy prospects for North America and the rest of the world , 2010 .

[15]  D M Jackson,et al.  Zero-base budgeting. , 1980, Contemporary administrator for long-term care.

[16]  J. March,et al.  A Behavioral Theory of the Firm , 1964 .

[17]  G. Allison,et al.  Essence of Decision , 1971 .