TY - JOUR
T1 - Selection bias in estimation of peer effects in product adoption
AU - Park, Minjung
N1 - Publisher Copyright:
© 2018 Elsevier Ltd
PY - 2019/3
Y1 - 2019/3
N2 - It is well recognized that consistent estimation of peer effects faces formidable identification challenges. The confounding factors the literature usually focuses on are endogenous group formation, correlated unobservables and simultaneity. In this paper, I show that another significant source of bias arises when a researcher examines peer effects in product adoption. When people differ in their valuations of a product, people with higher valuations tend to adopt earlier so that only those with increasingly lower valuations comprise the set of potential adopters as time progresses. Such an endogenous attrition over time, if not correctly accounted for, will lead to inconsistent estimates of peer effects. I present simulations to numerically demonstrate the presence and extent of such a selection bias. I also propose a simple solution to remove the bias and examine its performance.
AB - It is well recognized that consistent estimation of peer effects faces formidable identification challenges. The confounding factors the literature usually focuses on are endogenous group formation, correlated unobservables and simultaneity. In this paper, I show that another significant source of bias arises when a researcher examines peer effects in product adoption. When people differ in their valuations of a product, people with higher valuations tend to adopt earlier so that only those with increasingly lower valuations comprise the set of potential adopters as time progresses. Such an endogenous attrition over time, if not correctly accounted for, will lead to inconsistent estimates of peer effects. I present simulations to numerically demonstrate the presence and extent of such a selection bias. I also propose a simple solution to remove the bias and examine its performance.
KW - Panel data estimation
KW - Peer effects
KW - Product adoption
KW - Selection bias
UR - http://www.scopus.com/inward/record.url?scp=85056989726&partnerID=8YFLogxK
U2 - 10.1016/j.jocm.2018.11.001
DO - 10.1016/j.jocm.2018.11.001
M3 - Article
AN - SCOPUS:85056989726
SN - 1755-5345
VL - 30
SP - 17
EP - 27
JO - Journal of Choice Modelling
JF - Journal of Choice Modelling
ER -