TY - JOUR
T1 - A random attention model
AU - Cattaneo, Matias D.
AU - Ma, Xinwei
AU - Masatlioglu, Yusufcan
AU - Suleymanov, Elchin
N1 - Publisher Copyright:
© 2020 by The University of Chicago. All rights reserved.
PY - 2020/7/1
Y1 - 2020/7/1
N2 - This paper illustrates how one can deduce preference from observed choices when attention is both limited and random. We introduce a random attention model where we abstain from any particular attention formation and instead consider a large class of nonparametric random attention rules. Our intuitive condition, monotonic attention, captures the idea that each consideration set competes for the decision maker’s attention. We then develop a revealed preference theory and obtain testable implications. We propose econometric methods for identification, estimation, and inference for the revealed preferences. Finally, we provide a general-purpose software implementation of our estimation and inference results and simulation evidence.
AB - This paper illustrates how one can deduce preference from observed choices when attention is both limited and random. We introduce a random attention model where we abstain from any particular attention formation and instead consider a large class of nonparametric random attention rules. Our intuitive condition, monotonic attention, captures the idea that each consideration set competes for the decision maker’s attention. We then develop a revealed preference theory and obtain testable implications. We propose econometric methods for identification, estimation, and inference for the revealed preferences. Finally, we provide a general-purpose software implementation of our estimation and inference results and simulation evidence.
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U2 - 10.1086/706861
DO - 10.1086/706861
M3 - Article
AN - SCOPUS:85084120414
SN - 0022-3808
VL - 128
SP - 2796
EP - 2836
JO - Journal of Political Economy
JF - Journal of Political Economy
IS - 7
ER -