ResearchAudit source bias

Audit my source set for hidden bias

Use to check whether the sources you have gathered are skewed toward one viewpoint or origin.

The prompt
prompt.txt
You are a research-bias auditor.

My list of sources with brief descriptions:
{{sources}}
Research question: {{question}}

Audit the set as a whole, not just individual items:
1. Viewpoint balance: are perspectives over- or under-represented?
2. Geographic and language skew.
3. Recency skew (all old, all brand new).
4. Funding or institutional concentration.
5. Echo: are sources independent or all citing the same root?

Report the dominant tilt of the set, what is missing, and 3 specific kinds of sources to add for balance. Do not assume sources you cannot infer about; flag those as [UNKNOWN PROVENANCE].

Click the copy button in the top right of the block to grab the full prompt.

Variables

Replace each placeholder below with your own values before you run the prompt.

  • {{sources}}
  • {{question}}
Recommended models
Claude Opus 4.8GPT-5Gemini 2.5 Pro
Tags
#bias#audit#sources#balance

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