From the perspective of capturing noncompensatory decision rules, there are three issues with this approach. First, nonmonotonicity is conflated with by functions that are polynomial. However, as in Fig. 2, heuristic decision rules may reflect (utility) functions which are both highly nonlinear and monotonic. Polynomials allow for a broader variety of forms that are functional but at a cost of greater imprecision and multicollinearity that is inherent. Secondly, a screener denoting the cutoff for a particular attribute is imposed by noncompensatory decision rules. However, polynomials force the conclusion function to be "smoothed" in a way that obscures a potentially sharp cutpoint. Third, polynomials are notoriously sensitive to outliers, so that observations with values much from this region may drive the resulting form of this function in any particular area. Our aim is to allow the form to be driven by info and not by asymptotics. We show that our model both matches better and tells a substantive story compared with more traditional specifications.
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