Decision Sciences
3 years ago
Tie-breaker designs revolutionize efficiency of kernel estimates over regression discontinuity.
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Paper Summary
Tie-breaker designs are more efficient than regression discontinuity designs for estimating treatment effects. By combining aspects of randomized controlled trials and regression discontinuity designs, tie-breaker designs offer practical and statistical advantages. They require fewer subjects to achieve similar results, especially when estimating treatment effects at multiple score values. Larger experimental radii in tie-breaker designs lead to even greater efficiency.