ECON 3500 Econometrics and Applications
Spring 2026

In-Class Activity: Regression Validity


Example 1: Catholic Schooling and Educational Attainment

A researcher studies whether attending a Catholic high school increases graduation and college attendance. Students who attend Catholic schools may also come from families that are more motivated, more religious, or more education-focused to begin with.

Goal: __________________________________________

Main diagnosis: __________________________________

Why?

\vspace{2.5cm}

One fix:

\vspace{2cm}

\newpage

ECON 3500 Econometrics and Applications
Spring 2026

In-Class Activity: Regression Validity

Example 2: Oregon Medicaid Lottery

The Oregon Health Insurance Experiment used a lottery to study the effects of Medicaid for low-income uninsured adults in Oregon. A policymaker wants to use those estimates to predict what the effects would be in a very different state with different hospitals, demographics, and eligibility rules.

Goal: __________________________________________

Main diagnosis: __________________________________

Why?

\vspace{2.5cm}

One fix or follow-up question:

\vspace{2cm}

\newpage

ECON 3500 Econometrics and Applications
Spring 2026

In-Class Activity: Regression Validity

Example 3: Survey Earnings vs. Administrative Records

Bound and Krueger compare workers' self-reported earnings in surveys to administrative earnings records. Suppose a researcher estimates the effect of earnings on some outcome using only the self-reported survey measure.

Goal: __________________________________________

Main diagnosis: __________________________________

Why?

\vspace{2.5cm}

One fix:

\vspace{2cm}

\newpage

ECON 3500 Econometrics and Applications
Spring 2026

In-Class Activity: Regression Validity

Example 4: Wages of Married Women

In Heckman’s classic sample-selection setup, wages are only observed for married women who choose to work. A researcher regresses wages on education using only women with observed wages.

Goal: __________________________________________

Main diagnosis: __________________________________

Why?

\vspace{2.5cm}

One fix:

\vspace{2cm}

\newpage

ECON 3500 Econometrics and Applications
Spring 2026

In-Class Activity: Regression Validity

Example 5: Children and Mothers' Labor Supply

A researcher regresses a mother’s labor supply on the number of children she has and finds that women with more children work less. He concludes that having another child reduces labor supply by exactly that amount.

Goal: __________________________________________

Main diagnosis: __________________________________

Why?

\vspace{2.5cm}

One fix:

\vspace{2cm}

\newpage

ECON 3500 Econometrics and Applications
Spring 2026

In-Class Activity: Regression Validity

Example 6: Earnings and Experience

Following the classic earnings literature, a researcher regresses log earnings on years of schooling and years of labor-market experience. She includes experience only as a linear term, even though the earnings profile appears to rise early in the career and then flatten.

Goal: __________________________________________

Main diagnosis: __________________________________

Why?

\vspace{2.5cm}

One fix:

\vspace{2cm}