Consider the wage equation used given as follows: 𝑙𝑛(𝑊 𝐴𝐺𝐸) = 𝛽1
Posted: Sat Feb 19, 2022 2:41 pm
Consider the wage equation used given as follows: ππ(π π΄πΊπΈ) = π½1
+ π½2πΈπππΈπ + π½3πΈπππΈπ 2 + π½4πΈπ·ππΆ + Β΅ (a) Suppose we have a variable
designed to measure ability (AB). This variable is an index created
using 10 different tests of cognitive ability. Using data on 2,178
university graduates in 2004, the ability variable has a sample
mean of 0.04 and a standard deviation of 0.96. (b) The estimated
relationship between years of education and the ability measure is
πΈπ·ππΆ = 12.30 + 0.977π΄π΅ with a tβvalue of 25.81. Is this result
consistent with the usual βomitted variables biasβ explanation of
the endogeneity of education? Explain (c) Using these data, a model
for education was the estimated and the results yield the
following: coefficient on EDUC is 0.0609 with standard error 0.005.
Adding AB to the equation reduces the estimated coefficient on EDUC
to 0.054 with standard error 0.006. Is this the effect that you
anticipate? Explain. (d) Assuming that AB and EXPER are exogenous,
along with instrumental variables MOTHEREDUC and FATHEREDUC, what
is the specification of the first-stage equation? That is, what
variables are on the right-hand side?
+ π½2πΈπππΈπ + π½3πΈπππΈπ 2 + π½4πΈπ·ππΆ + Β΅ (a) Suppose we have a variable
designed to measure ability (AB). This variable is an index created
using 10 different tests of cognitive ability. Using data on 2,178
university graduates in 2004, the ability variable has a sample
mean of 0.04 and a standard deviation of 0.96. (b) The estimated
relationship between years of education and the ability measure is
πΈπ·ππΆ = 12.30 + 0.977π΄π΅ with a tβvalue of 25.81. Is this result
consistent with the usual βomitted variables biasβ explanation of
the endogeneity of education? Explain (c) Using these data, a model
for education was the estimated and the results yield the
following: coefficient on EDUC is 0.0609 with standard error 0.005.
Adding AB to the equation reduces the estimated coefficient on EDUC
to 0.054 with standard error 0.006. Is this the effect that you
anticipate? Explain. (d) Assuming that AB and EXPER are exogenous,
along with instrumental variables MOTHEREDUC and FATHEREDUC, what
is the specification of the first-stage equation? That is, what
variables are on the right-hand side?