Chapter 4 · Section 4 practice
Causal Questions and Research Designs
These questions review the examples in the companion slides. Choose an answer, then check the explanation.
Question 1
“Traders who use a risk dashboard have higher risk-control scores.” Which action needs a causal answer?
- Use adoption as a predictor of a later risk-control score
- Report the adoption–score association
- Require every trader to adopt the dashboard, expecting the observed improvement
- Report the correlation in the annual review
Question 2
Add \(U\) as a second regressor. The coefficient on \(T\) will:
- Stay near 2.17 — \(T\) is still strongly correlated with \(Y\)
- Collapse toward 0 — the true effect
- Flip to about −2
- Become undefined because \(T\) and \(U\) are correlated
Question 3
The identifying assumption of DiD is:
- The two groups have the same level of \(Y\) before treatment
- Treatment was randomly assigned
- Without treatment, both groups would have followed parallel trends
- The control group is larger than the treated group
Question 4
Which condition can never be verified from the data alone?
- Relevance — \(Z\) predicts \(T\)
- Exclusion — \(Z\) affects \(Y\) only through \(T\)
- That \(n\) is large enough
- That \(T\) is binary