TY - JOUR
T1 - On the Use and Abuse of Spatial Instruments
AU - Betz, Timm
AU - Cook, Scott J.
AU - Hollenbach, Florian M.
N1 - Publisher Copyright:
© 2018 The Author(s).
PY - 2018/10/1
Y1 - 2018/10/1
N2 - Instruments based on realizations of the endogenous variable in other units-for instance, regional or global weighted averages-are commonly used in political science. Such spatial instruments have proved attractive: they are convenient to obtain, typically have power, and are plausibly exogenous. We argue that the assumptions underlying spatial instruments remain poorly understood and challenge whether spatial instruments can satisfy the conditions required for valid instruments. First, when cross-unit dependence exists in the endogenous predictor, other cross-unit relationships-spillovers and interdependence-likely exist as well and risk violations of the exclusion restriction. Second, spatial instruments produce simultaneity in the first-stage equation, as left-hand side outcomes are included as right-hand side predictors. Because the instrument and the endogenous variable are simultaneously determined, the exclusion restriction is, necessarily and by construction, violated. Taken together, these concerns lead us to conclude that spatial instruments are rarely, if ever, valid.
AB - Instruments based on realizations of the endogenous variable in other units-for instance, regional or global weighted averages-are commonly used in political science. Such spatial instruments have proved attractive: they are convenient to obtain, typically have power, and are plausibly exogenous. We argue that the assumptions underlying spatial instruments remain poorly understood and challenge whether spatial instruments can satisfy the conditions required for valid instruments. First, when cross-unit dependence exists in the endogenous predictor, other cross-unit relationships-spillovers and interdependence-likely exist as well and risk violations of the exclusion restriction. Second, spatial instruments produce simultaneity in the first-stage equation, as left-hand side outcomes are included as right-hand side predictors. Because the instrument and the endogenous variable are simultaneously determined, the exclusion restriction is, necessarily and by construction, violated. Taken together, these concerns lead us to conclude that spatial instruments are rarely, if ever, valid.
KW - instrumental variables
KW - spatial autocorrelation
KW - two-stage least squares
UR - http://www.scopus.com/inward/record.url?scp=85054548723&partnerID=8YFLogxK
U2 - 10.1017/pan.2018.10
DO - 10.1017/pan.2018.10
M3 - Article
AN - SCOPUS:85054548723
SN - 1047-1987
VL - 26
SP - 474
EP - 479
JO - Political Analysis
JF - Political Analysis
IS - 4
ER -