Spillover Bias in Multigenerational Income Regressions
研究多代收入回归中祖父系数估计的溢出偏差,通过理论和模拟显示即使使用30年平均收入仍可能产生虚假的正向祖父系数,并提出IV方法以减轻偏差,利用挪威数据验证了OLS估计存在正向溢出偏差。
Intergenerational persistence estimates are susceptible to several well-documented biases arising from income measurement, and it has become standard practice to construct income measures to mitigate these. However, remaining bias can lead to a spurious grandparent coefficient estimate in multigenerational regressions, a recent focus of the mobility literature. We show with theory and simulations that even using a 30-year income average can result in a small positive spurious grandfather coefficient estimate. We further propose an IV approach, showing that it is not susceptible to this spillover bias in simplified settings and that it can provide bounds on the parameters in a more general scenario. With administrative data from Norway, we reveal a positive spillover bias in the grandfather coefficient estimates, and the combined evidence from our OLS and IV approaches suggest the preferred small positive OLS estimate could still be upward biased.