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CATEGORIES:Lectures & Presentations
DESCRIPTION:The Economics Seminar Series presents Bhavna Rai discussing "Im
puting missing covariate values in nonlinear models" on Friday\, Oct. 23\,
from 3 to 4:15 p.m.\n\nRai is a graduate student in the Department of Econ
omics at Michigan State University.\n\nFor more information about the Econo
mics Seminars\, contact Dr. Roberto Duncan.\n\nAbstract: I study the proble
m of missing covariate values in nonlinear models with continuous or discre
te covariates. In order to use the information in the incomplete cases\, I
propose an inverse probability weighted one-step imputation estimator that
provides gains in efficiency relative to the complete cases estimator using
a reduced form for the outcome in terms of the always-observed covariates.
Unlike the two-step imputation and dummy variable methods commonly used in
empirical work\, my estimator is consistent for a wide class of nonlinear
models. It relies only on the commonly used "missing at random" assumption\
, and provides a specification test for the resulting restrictions. I show
how the results apply to nonlinear models for fractional and nonnegative re
sponses.
DTEND:20201023T201500Z
DTSTAMP:20241218T052855Z
DTSTART:20201023T190000Z
LOCATION:
SEQUENCE:0
SUMMARY:Economics Seminar | Imputing Missing Covariate Values in Nonlinear
Models\, Oct. 23
UID:tag:localist.com\,2008:EventInstance_34536756220935
URL:https://calendar.ohio.edu/event/economics_seminar_bhavna_rai_oct_23
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