利用收入的纵向结构估计培训项目的效果

Using the Longitudinal Structure of Earnings to Estimate the Effect of Training Programs

Review of Economics and Statistics · 1985
被引 1006 · 同刊同年前 2%
人大 AFT50ABS 4

中文导读

利用1976年CETA培训项目参与者和对照组的收入纵向数据,通过方差成分模型预测收入轨迹,估计培训效果,发现参与决策时间和个体收入趋势对估计值有重要影响。

Abstract

In this paper we set out some methods that utilize the longitudinal structure of earnings of trainees and a comparison group to estimate the effectiveness of training for the 1976 cohort of CETA trainees. By fitting a components-of-variance model of earnings to the control group, and posing a simple model of program participation, we are able to predict the entire earnings histories of the trainees. The fit of these predictions to the pre-training earnings of the CETA participants provides a test of the model of earnings generation and program participation and simple check on the corresponding estimate of the effectiveness of training.Two factors appear to have a critical influence on the size of the estimated training effects: the time of the decision to participate in training and the presence or absence of individual-specific trends in earnings. We find considerable evidence that trainee earnings contain permanent, transitory,and trend-like components of selection bias. We are less successful in distinguishing empirically between alternative assumptions on the timing of the participation decision. If earnings in the year prior to training are the appropriate selection criterion, however, our estimate of the training effect for adult male CETA participants is about 300 dollars per year. Our estimates for female CETA participants are larger, and less sensitive to alternative models of program participation.

培训效果评估纵向数据收入成分方差模型选择偏差