TY - JOUR
T1 - Endogenous network production functions with selectivity
AU - Horrace, William C.
AU - Liu, Xiaodong
AU - Patacchini, Eleonora
N1 - Publisher Copyright:
© 2015 Elsevier B.V.
PY - 2016/2/1
Y1 - 2016/2/1
N2 - We consider a production function that transforms inputs into outputs through peer effect networks. The distinguishing features of this model are that the network is formal and observable through worker scheduling, and selection into the network is done by a manager. We discuss identification and suggest several estimation techniques. We tackle endogeneity arising from selection into groups and exposure to common group factors by employing a polychotomous Heckman-type selection correction. We illustrate our method using data from the Syracuse University Men's Basketball team, where at any time the coach selects a lineup and players interact strategically to win games.
AB - We consider a production function that transforms inputs into outputs through peer effect networks. The distinguishing features of this model are that the network is formal and observable through worker scheduling, and selection into the network is done by a manager. We discuss identification and suggest several estimation techniques. We tackle endogeneity arising from selection into groups and exposure to common group factors by employing a polychotomous Heckman-type selection correction. We illustrate our method using data from the Syracuse University Men's Basketball team, where at any time the coach selects a lineup and players interact strategically to win games.
KW - Endogenous network formation
KW - Peer effects
KW - Selectivity
KW - Spatial autoregressive model
KW - Stochastic frontier model
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U2 - 10.1016/j.jeconom.2015.06.005
DO - 10.1016/j.jeconom.2015.06.005
M3 - Article
AN - SCOPUS:84952987815
SN - 0304-4076
VL - 190
SP - 222
EP - 232
JO - Journal of Econometrics
JF - Journal of Econometrics
IS - 2
ER -