arXiv · 1711.07949
Randomization Bias in Field Trials to Evaluate Targeting Methods
Abstract
This paper studies the evaluation of methods for targeting the allocation of limited resources to a high-risk subpopulation. We consider a randomized controlled trial to measure the difference in efficiency between two targeting methods and show that it is biased. An alternative, survey-based design is shown to be unbiased. Both designs are simulated for the evaluation of a policy to target lead hazard investigations using a predictive model. Based on our findings, we advised the Chicago Department of Public Health to use the survey design for their field trial. Our work anticipates further developments in economics that will be important as predictive modeling becomes an increasingly common policy tool.
Explore related subjects
Keep this discovery
Eric Potash. 2017-11-21. Randomization Bias in Field Trials to Evaluate Targeting Methods. https://doi.org/10.1016/j.econlet.2018.03.012
Cite the original work for its findings. Save a collection to share your selection of sources.