That is, each of these factors could be thought
of as “explanatory.” Each of them (and many
others that you could come up with) help
determine the number of children a woman
has. Many of the factors that I just listed are
likely to be correlated with a woman’s level of
education. Education of the woman’s parents:
certainly correlated. Number of siblings the
woman has: arguable whether or not
this is correlated with the woman’s
level of education. Marital status: correlated.
Job: correlated.
B} Because the omitted explanatory variables
(such as those above) are embodied in u, and
because these variables are also correlated
with education, the regression will not reveal a
causal relationship. The assumption E (u | x) = 0
is violated and so SLR.3 fails.