Contribution to the handbook
Supporting · Assessed 2026-10-28
The study’s volunteer choices, online collection, and explicitly limited participant group provide useful context and caution against treating a model’s learned preferences as those of an entire population. This is background for scrutiny, not evidence of a governance-ready data process.
Does this challenge the goal?
In-scope gap
It asks about study data and their limits, which can inform evidence scrutiny within the existing exploration goal; it does not challenge that goal.
The study-specific data limitations may not generalize to other settings.
Why this category?
- background
- risks
The records describe one study’s data and participant scope; they do not establish the representativeness of other samples or the suitability of these data for public decisions.
This is an AI assessment of contribution to the goal, separate from whether the question has an answer.
Authority, accountability and resilience →
Tests, stop conditions and unresolved work →
Read the exploration goalNew evidence is being assessed. Any answer below is provisional; parts whose evidence changed or was withdrawn are withheld.
Describe the paired policy-choice data from an online participatory experiment during Brazil’s 2022 presidential election, without implying the participants represent all Brazilians.
What we can say so far
The paper reports using pairwise policy-preference choices from volunteers on Brazucracia, an online government-program builder used during Brazil’s 2022 presidential election. Participants chose between policy proposals, and the dataset included demographic information. The authors describe their target as the preferences of 267 participants, not the preferences of Brazil’s population; the data should not be treated as representative of all Brazilians. The paper also says that this study collected no primary data, which is compatible with its reported use of choices gathered through the platform rather than newly collected data for the study.
What remains open
- The supplied evidence does not establish how participants were recruited or whether they represented any wider population.
Conditions and limits
- These are reported platform-participant choices, not evidence of what Brazilians generally prefer.
- The evidence does not establish that volunteers represented people who did not participate.
Objections to consider
- The evidence separately reports that the study used choices gathered through Brazucracia and that it collected no primary data. The answer distinguishes using platform-generated data from collecting new data for the study.
Evidence and related ideas
Supporting evidence, qualifications and context play different roles in this answer.
supports
Participants compared policy proposals The study uses paired policy choices from an online participatory experiment held during Brazil’s 2022 presidential election.
Directly supports paired choices from an online participatory experiment during the election.
Large Language Models (LLMs) as Agents for Augmented Democracy
Read full source: Large Language Models (LLMs) as Agents for Augmented Democracy (opens in a new tab) ↗Read source discussion: Large Language Models (LLMs) as Agents for Augmented Democracy →
supports
Where the data came from The study uses pairwise choices and demographic information collected through Brazucracia, an online government-program builder used during Brazil’s 2022 presidential election.