SafeBARS Research Rehearsal

Bias-aware synthetic stakeholders for pre-fieldwork action research planning.

Use this prototype to rehearse a sensitive research plan before fieldwork. The synthetic stakeholders are fictional prompts for reflection, not substitutes for real participants or community partners.
Study mode: draft an initial plan, rehearse it with a fictional stakeholder, generate a reflection report, then write what you would revise before real fieldwork.
Research Plan
Study task: enter an initial research plan, rehearse it with a fictional stakeholder, generate a reflection report, then write what you would revise before real fieldwork.
Bias / Risk-Response Profile
Rehearsal Chat
Start a session, then ask the stakeholder to react to your study plan, interview questions, consent language, workshop script, or safety procedure.
Reflection Report
Reflection workspace
Risks surfaced

Signals about privacy, shame, consent, burden, trust, or missing stakeholders will appear here.

Revision cues

Use the report to turn rehearsal responses into concrete changes to questions, scripts, and safety procedures.

Boundary note

Treat synthetic responses as planning prompts, not evidence about real participants.

Revised Plan
Write the concrete changes you would make before real fieldwork.