PUC Survey Analysis

Analysis of an expert elicitation survey on the marginal risk that AI persuasion poses to human control (PUC = persuasion undermining control). Participants rated five scenarios across realism, persuasion effect, frequency, and impact, then ranked and contextualized the scenarios.

Setup

python -m venv .venv && source .venv/bin/activate
pip install -r requirements.txt

Then open analysis.ipynb. If you only have the anonymized CSV, it runs as-is; if you also have the raw export, run python anonymize.py first.