Regression-Discontinuity Design - Institute for Policy Research
Regression-Discontinuity Design - Institute for Policy Research
Regression-Discontinuity Design - Institute for Policy Research
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What to do (3)<br />
• Non‐parametric approaches<br />
– What are non‐parametric approaches?<br />
• Eliminates functional <strong>for</strong>m assumptions<br />
•Per<strong>for</strong>ms a series of regressions within an interval, weighing<br />
observations closer to the boundary<br />
•Use local linear regression because it per<strong>for</strong>ms better at the<br />
boundaries<br />
– What depends on selecting correct bandwidth?<br />
•Key tradeoff in NP estimates: bias vs precision<br />
– How do you select appropriate bandwidth?<br />
– Ocular/sensitivity tests<br />
– Imbens & Kalyanaraman (2010)<br />
– Cross‐validation methods<br />
» “Leave‐one‐out” method