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We provide twelve best practices and discuss how each practice can help researchers accurately, credibly, and ethically use Generative AI (GenAI) to enhance experimental research. We split the twelve practices into four areas. First, in the pre-treatment stage, we discuss how GenAI can aid in...
Persistent link: https://www.econbiz.de/10015094867
This study investigates how to use regression adjustment to reduce variance in experimental data. We show that the estimators recommended in the literature satisfy an orthogonality property with respect to the parameters of the adjustment. This observation greatly simplifies the derivation of...
Persistent link: https://www.econbiz.de/10013477248
The traditional approach in experimental economics is to use a between-subject design: the analyst places each unit in treatment or control simultaneously and recovers treatment effects via differencing conditional expectations. Within-subject designs represent a significant departure from this...
Persistent link: https://www.econbiz.de/10015326450
Eligibility criteria for interventions can induce an Ashenfelter Dip, and subsequent mean-reversion may result in improvement over time even absent the intervention. We investigate these dynamics for a food-as-medicine program to treat diabetes, where eligibility required elevated hemoglobin A1c...
Persistent link: https://www.econbiz.de/10015195015
In this paper, we provide a suite of tools for empirical market design, including optimal nonlinear pricing in intensive-margin consumer demand, as well as a broad class of related adverse-selection models. Despite significant data limitations, we are able to derive informative bounds on demand...
Persistent link: https://www.econbiz.de/10014337879
economy of their adoption in policy circles. This study begins with a large-scale natural field experiment that demonstrates … based on evidence but show reduced demand for experimentation, suggesting experiment aversion when results defy expectations …
Persistent link: https://www.econbiz.de/10015171642
assignment methods such as matched pair designs ensure balance across arms while maintaining randomization and permitting … reduces the informativeness of experiments. A simple structural model suggests that for a typical experiment, using a balanced …
Persistent link: https://www.econbiz.de/10013477237
This paper describes a number of strategies that experimenters may use to improve the external validity of their own findings, and of their research field as a whole. The paper emphasizes a dynamic view of research processes, in which learning about treatment and treatment adoption does not...
Persistent link: https://www.econbiz.de/10013477254
's outcomes. This improvement is observed in both the field experiment and the subsequent large-scale government adoption. We also …
Persistent link: https://www.econbiz.de/10014322794
We investigate the potential for Large Language Models (LLMs) to enhance scientific practice within experimentation by identifying key areas, directions, and implications. First, we discuss how these models can improve experimental design, including improving the elicitation wording, coding...
Persistent link: https://www.econbiz.de/10014372436