[IISE Faculty List] DA
Vicki Bier
vmbier at wisc.edu
Fri Feb 10 18:48:59 EST 2023
Colleagues,
As Editor-in-Chief of Decision Analysis, I am delighted to announce
that one of the finalists for the Clemen-Kleinmuntz Decision Analysis
Best Paper Award from the journal for 2022 is Dr. Eric Bickel of the
Department of Operations Research and Industrial Engineering at UT
Austin, for the following paper:
Colin Small, J. Eric Bickel
*Model Complexity and Accuracy: A COVID-19 Case Study
<https://pubsonline.informs.org/stoken/default+domain/PR-2-2023/full/10.1287/deca.2022.0457>*
https://pubsonline.informs.org/stoken/default+domain/PR-2-2023/full/10.1287/deca.2022.0457
When creating mathematical models for forecasting and decision making,
there is a tendency to include more complexity than necessary, in the
belief that higher-fidelity models are more accurate than simpler ones.
In this paper, we analyze the performance of models that submitted
COVID-19 forecasts to the U.S. Centers for Disease Control and
Prevention and evaluate them against a simple two-equation model that is
specified using simple linear regression. We find that our simple model
was comparable in accuracy to highly publicized models and had among the
best-calibrated forecasts.This result may be surprising given the
complexity of many COVID-19 models and their support by large
forecasting teams. However, our result is consistent with the body of
research that suggests that simple models perform very well in a variety
of settings.
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