Examlex

Solved

Consider the Following Population Regression Model Relating the Dependent Variable

question 49

Essay

Consider the following population regression model relating the dependent variable Yi and regressor Xi,
Yi = β0 + β1Xi + ui, i = 1, …, n.
Xi ≡ Yi + Zi
where Z is a valid instrument for X.
(a)Explain why you should not use OLS to estimate β1.
(b)To generate a consistent estimator for β1, what should you do?
(c)The two equations above make up a system of equations in two unknowns. Specify the two reduced form equations in terms of the original coefficients. (Hint: substitute the identity into the first equation and solve for Y. Similarly, substitute Y into the identity and solve for X.)
(d)Do the two reduced form equations satisfy the OLS assumptions? If so, can you find consistent estimators of the two slopes? What is the ratio of the two estimated slopes? This estimator is called "Indirect Least Squares." How does it compare to the TSLS in this example?


Definitions:

Insured

An insured individual is someone who is covered under an insurance policy, protecting them against certain risks or losses.

Deductible

The amount paid out of pocket by the policyholder before an insurance company pays any expenses.

Medical Bills

Charges incurred for medical products or services, including hospital care, physician services, and medications.

Insurance Premiums

The amount that individuals or entities must pay for an insurance policy to remain active.

Related Questions