On Interaction Effects: The Case of Heckit and Two-Part Models

Manuel Frondel and Colin Vance

No 309, Ruhr Economic Papers from RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen

Abstract: Interaction effects capture the impact of one explanatory variable x1 on the marginal effect of another explanatory variable x2. To explore interaction effects, socalled interaction terms x1x2 are typically included in estimation specifications. While in linear models the effect of a marginal change in the interaction term is equal to the interaction effect, this equality generally does not hold in non-linear specifi cations (AI, NORTON, 2003). This paper provides for a general derivation of interaction effects in both linear and non-linear models and calculates the formulae of the interaction effects resulting from HECKMAN's sample selection model as well as the Two-Part Model, two regression models commonly applied to data with a large fraction of either missing or zero values in the dependent variable, respectively. Drawing on a survey of automobile use from Germany, we argue that while it is important to test for the significance of interaction effects, their size conveys limited substantive content. More meaningful, and also more easy to grasp, are the conditional marginal effects pertaining to two variables that are assumed to interact.

Keywords: Truncated regression models; interaction terms (search for similar items in EconPapers)
JEL-codes: C34 (search for similar items in EconPapers)
Date: 2012
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Citations: View citations in EconPapers (2)

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Related works:
Journal Article: On Interaction Effects: The Case of Heckit and Two-Part Models (2013)
Journal Article: On Interaction Effects: The Case of Heckit and Two-part Models (2013)
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Persistent link: https://EconPapers.repec.org/RePEc:zbw:rwirep:309

DOI: 10.4419/86788356

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