Taubman P
J Hum Resour. 1976 Fall;11(4):447-61.
A major and well-recognized difficulty in estimating the effects of education on earnings is that the more educated are likely to be more able, irrespective of education. If ability also determines earnings and is not controlled, ordinary least squares will yield biased estimates of the education coefficient. In this study, we use data on identical twins to control for differences in ability that arise from genetic endowments and family environment. Not controlling for genetics and family environment may cause a large bias, up to two-thirds of the noncontrolled coefficient.
估计教育对收入的影响存在一个重大且广为人知的困难,即受教育程度越高的人可能天生能力越强,而与教育无关。如果能力也决定收入且未得到控制,普通最小二乘法将产生有偏差的教育系数估计值。在本研究中,我们使用同卵双胞胎的数据来控制由遗传禀赋和家庭环境导致的能力差异。不控制基因和家庭环境可能会导致很大的偏差,偏差幅度高达未控制系数的三分之二。