Primary Outcomes (explanation)
Outcomes 1 and 2 come from our intervention. They are used to estimate a “first stage” for takeup of the intervention.
Outcome 3 is from the Federal Judicial Academy (administrative data) which obtains a random sample of 50 judgements each before and after its training programs.
Outcomes 4-5 are survey perceptions provided by the judges. They allow us to estimate the subjective impact of AI technology and training.
The subsequent surveys include additional follow-up questions on the use of AI tools, attitudes toward AI and tech, perceived work performance, and work-life balance. The follow-up surveys will be short to avoid attrition.
We have data from the course activities and assignments. This includes records on course attendance and participation, recorded in the Zoom logs and lecture software, and assignments recorded via assignment submission software. The assignments will be graded for quality by teaching assistants.
We have the full record of the judge’s interactions with the chatbot. That will include interactions during the lectures, as well as outside the lectures on homework assignments. Most importantly, it includes subsequent interactions, even after the course is done, to see if the judges use the chatbot in their work or outside of work. We can examine the text inputs and text outputs. We can see if the judges uploaded documents and their interactions, including summarization or information retrieval.