Arbeitspapier

Dynamic Panel Data Models with Irregular Spacing: With Applications to Early Childhood Development

With the increased availability of longitudinal data, dynamic panel data models have become commonplace. Moreover, the properties of various estimators of such models are well known. However, we show that these estimators breakdown when the data are irregularly spaced along the time dimension. Unfortunately, this is an increasingly frequent occurrence as many longitudinal surveys are collected at non-uniform intervals and no solution is currently available when time-varying covariates are included in the model. In this paper, we propose several new estimators for dynamic panel data models when data are irregularly spaced and compare their finite sample performance to the nai¨ve application of existing estimators. We illustrate the practical importance of this issue by turning to two applications on early childhood development.

Language
Englisch

Bibliographic citation
Series: IZA Discussion Papers ; No. 7359

Classification
Wirtschaft
Single Equation Models; Single Variables: Panel Data Models; Spatio-temporal Models
Model Construction and Estimation
Analysis of Education
Subject
panel data
irregular spacing
interactive fixed effects
student achievement
obesity

Event
Geistige Schöpfung
(who)
Millimet, Daniel L.
McDonough, Ian K.
Event
Veröffentlichung
(who)
Institute for the Study of Labor (IZA)
(where)
Bonn
(when)
2013

Handle
Last update
10.03.2025, 11:44 AM CET

Data provider

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Object type

  • Arbeitspapier

Associated

  • Millimet, Daniel L.
  • McDonough, Ian K.
  • Institute for the Study of Labor (IZA)

Time of origin

  • 2013

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