regression analysis;
inverse hyperbolic sine;
arcsinh;
unit of measurement;
zero values;
scale factor;
D O I:
10.1093/ectj/utaa032
中图分类号:
F [经济];
学科分类号:
02 ;
摘要:
The inverse hyperbolic sine (IHS) transformation is frequently applied in econometric studies to transform right-skewed variables that include zero or negative values. We show that regression results can heavily depend on the units of measurement of IHS-transformed variables. Hence, arbitrary choices regarding the units of measurement for these variables can have a considerable effect on recommendations for policies or business decisions. In order to address this problem, we suggest a procedure for choosing units of measurement for IHS-transformed variables. A Monte Carlo simulation assesses this procedure under various scenarios, and an empirical illustration shows the relevance and applicability of our suggested procedure.
引用
收藏
页码:334 / 351
页数:18
相关论文
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[Anonymous], 2017, DESIGN ANAL EXPT
[2]
[Anonymous], 2015, moments: Moments, cumulants, skewness, kurtosis and related tests