Parametric and Non-Parametric Approaches to Price and Tax Reform
本文比较了参数和非参数方法在估计税收引起的价格变化对人们购买行为影响上的优劣，并以巴基斯坦食品价格改革为例，分析了平均导数估计法的实际应用。
Abstract In many public policy problems, we need to estimate the way in which policy changes affect people's behavior. In the analysis of tax and subsidy reform—the topic of this article—we need to know how tax-induced price changes affect the amounts that people buy of the taxed goods. We present various economic and statistical approaches to obtaining the required estimates. We consider the standard structural methods in economics, where the behavior and welfare of individual agents are captured simultaneously by the specification of utility functions whose parameters are to be estimated. We argue that these methods are less useful than alternatives that directly consider the derivatives of the regression function of average behavior. We consider both parametric and nonparametric estimators of these derivatives in the context of price reform for foods in Pakistan, focussing on the advantages and disadvantages of “average derivative estimation” (ADE). ADE is attractive in principle, because it directly estimates the statistics required for policy analysis. In the practical case considered here, neither technique is a clear winner; each has strengths and weaknesses.