Official websites use .gov
A .gov website belongs to an official government organization in the United States.
Secure .gov websites use HTTPS
A lock (
) or https:// means you’ve safely connected to the .gov website. Share sensitive information only on official, secure websites.
Topics
Data & Maps
Surveys & Programs
Resource Library
An Investigation of the Imputation of Monthly Earnings for the Survey of Income and Program Participation Using Regression Models
An Investigation of the Imputation of Monthly Earnings for the Survey of Income and Program Participation Using Regression Models
Working Paper Number SIPP-WP-15
Introduction
This study using data from the first four waves of SIPP extends the previous ISDP study. On each longitudinal record there are twelve months (3 waves) of data for several variables. In this phase we consider imputation of earnings for each of the four months of the second wave, assuming that all earnings for waves 1 and 3 are reported. A separate multiple regression model is fit for each month and months 5, 6, 7 and 8 are imputed in that order. This is not a general study of imputation methods, but an investigation of the applicability of this particular approach. This work can easily be extended to consider other patterns of missing data. The study will be reported in several parts:
- Preliminary analyses of some variables
- Construction of files for model estimation and imputation
- Estimation of models
- Imputation Procedures (using estimated models)
- Evaluation of imputation
- Discussion of results
- Suggestions for future research
Others in Series
Working Paper
Spells Without Health Insurance
This paper is part of a larger analysis we are currently conducting of the characteristics of people with long versus short spells without health insurance.
Working Paper
Discrete Time Models of Entry into Marriage
The purpose of this paper is to identify and redress the wide gap between the theoretical potential of this approach and its empirical implementation.
Working Paper
Local Labor Markets and Local Area Effects on Welfare Duration
This paper incorporates relevant labor market area and other local area information in the estimation of welfare duration models using data from the SIPP.
Related Information
Page Last Revised - January 8, 2024
✕
Is this page helpful?
Yes
No
Yes
No✕
NO THANKS
255 characters maximum
255 characters maximum reached
255 characters maximum reached
✕
Thank you for your feedback.
Comments or suggestions?
Comments or suggestions?
