A. Sen et As. Vinze, UNDERSTANDING THE COMPLEXITY OF THE MODEL FORMULATION PROCESS - A PROTOCOL ANALYSIS APPROACH, Decision sciences, 28(2), 1997, pp. 443-473
Formulation of a model involves organization of certain elements of re
ality into an abstract structure that exhibits features and characteri
stics of the reality. The formulation process is complex, and this pap
er explores that complexity by looking at five previously analyzed pro
blem situations in the managerial domain. This is done in several step
s. First, the existing model formulation support (MFS) architectures a
re analyzed using structures-mechanisms-policies (SMP) model to extrac
t the characteristic attributes of the model formulation process. It i
s then argued that an integration of these attributes into an architec
ture, called integrated modeling architecture (IMA), would be useful i
n supporting the complexities of the model formulation process. The va
lidity of such an architecture is also examined using the verbalizatio
n transcripts for the five problems mentioned above. Our protocol anal
ysis shows that the IMA attributes can explain the complexities of the
model formulation process.