Moment Conditions for Dynamic Panel Logit Models with Fixed Effects

被引:0
|
作者
Honore, Bo E. [1 ]
Weidner, Martin [2 ,3 ]
机构
[1] Princeton Univ, Princeton, NJ 08544 USA
[2] Univ Oxford, Oxford, England
[3] Univ Oxford Nuffield Coll, Oxford, England
来源
基金
欧洲研究理事会; 美国国家科学基金会; 英国经济与社会研究理事会;
关键词
Panel data; Fixed effects; Logit models; Dynamics; CHOICE MODELS;
D O I
10.1093/restud/rdae097
中图分类号
F [经济];
学科分类号
02 ;
摘要
This paper investigates the construction of moment conditions in discrete choice panel data with individual-specific fixed effects. We describe how to systematically explore the existence of moment conditions that do not depend on the fixed effects, and we demonstrate how to construct them when they exist. Our approach is closely related to the numerical "functional differencing" construction introduced in a seminal paper by Bonhomme, but our emphasis is to find explicit analytic expressions for the moment functions. We first explain the construction and give examples of such moment conditions in various models. Then, we focus on the dynamic binary choice logit model and explore the implications of the moment conditions for the identification and estimation of the model parameters that are common to all individuals.
引用
收藏
页数:26
相关论文
共 50 条
  • [31] Heteroskedasticity-Robust Standard Errors for Dynamic Panel Data Models with Fixed Effects
    Han, Chirok
    Kim, Hyoungjong
    OXFORD BULLETIN OF ECONOMICS AND STATISTICS, 2023, 85 (05) : 1135 - 1155
  • [32] Fixed-effects dynamic spatial panel data models and impulse response analysis
    Li, Kunpeng
    JOURNAL OF ECONOMETRICS, 2017, 198 (01) : 102 - 121
  • [33] Semiparametric GMM estimation and variable selection in dynamic panel data models with fixed effects
    Li, Rui
    Wan, Alan T. K.
    You, Jinhong
    COMPUTATIONAL STATISTICS & DATA ANALYSIS, 2016, 100 : 401 - 423
  • [34] Residual-based IV estimation of dynamic panel data models with fixed effects
    Yu, Zhuangxiong
    Wang, Meijin
    Wang, Peng
    STATISTICA NEERLANDICA, 2013, 67 (02) : 121 - 144
  • [35] Oracle Efficient Estimation of Heterogeneous Dynamic Panel Data Models with Interactive Fixed Effects
    Cao, Yiqiu
    Jin, Sainan
    Lu, Xun
    Su, Liangjun
    JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2024, 42 (04) : 1169 - 1184
  • [36] Estimation of fixed effects dynamic panel data models: linear differencing or conditional expectation
    Hsiao, Cheng
    ECONOMETRIC REVIEWS, 2020, 39 (08) : 858 - 874
  • [37] Estimation of partially specified dynamic spatial panel data models with fixed-effects
    Zhang, Yuanqing
    Sun, Yanqing
    REGIONAL SCIENCE AND URBAN ECONOMICS, 2015, 51 : 37 - 46
  • [38] Modelling the initial conditions in dynamic regression models of panel data with random effects
    Kazemi, I.
    Crouchley, R.
    PANEL DATA ECONOMETRICS: THEORETICAL CONTRIBUTIONS AND EMPIRICAL APPLICATIONS, 2006, 274 : 91 - +
  • [39] Estimation of random coefficients logit demand models with interactive fixed effects
    Moon, Hyungsik Roger
    Shum, Matthew
    Weidner, Martin
    JOURNAL OF ECONOMETRICS, 2018, 206 (02) : 613 - 644
  • [40] Identifiability of Finite Mixtures of Multinomial Logit Models with Varying and Fixed Effects
    Gruen, Bettina
    Leisch, Friedrich
    JOURNAL OF CLASSIFICATION, 2008, 25 (02) : 225 - 247