Corrections Policy

Our commitment to accuracy and transparent error handling

Our Commitment

The PMS Insight Library is committed to providing accurate, well-sourced information about Performance Management Systems. When errors occur — whether in our AI-generated analysis, source attribution, or factual content — we correct them promptly and transparently. We believe that acknowledging mistakes strengthens trust, not weakens it.

Types of Corrections

Minor Correction

Typographical errors, broken links, or minor formatting issues.

Action: Fixed silently without a correction notice. No change to article substance.

Factual Correction

Incorrect data points, misattributed quotes, wrong dates, or inaccurate statistics in AI analysis.

Action: Article is updated with a visible correction notice stating what was changed and when.

Significant Revision

Material errors that change the meaning or conclusions of the analysis.

Action: Article is flagged, AI analysis is regenerated, and a detailed revision notice is added. The original analysis may be preserved for transparency.

Retraction

Source article is found to be fabricated, retracted by its publisher, or fundamentally unreliable.

Action: Article is removed from the active library with a retraction notice explaining why.

AI Analysis Accuracy

All AI-generated analysis (executive summaries, key findings, HR implications, and suggested next steps) is produced by a local Mistral 7B language model. While we validate outputs through automated fact-checking, AI analysis may occasionally:

  • • Oversimplify nuanced research findings
  • • Miss context that requires domain expertise to interpret
  • • Generate implications that, while plausible, are not directly stated in the source

We encourage readers to always consult the original source article (linked on every article page) for the full context. AI analysis is a starting point for exploration, not a substitute for reading the original research.

Correction Timeline

Within 24 hoursMinor corrections and broken link fixes
Within 48 hoursFactual corrections to AI analysis once reported and verified
Within 1 weekSignificant revisions requiring re-analysis or editorial review
ImmediatelyRetractions of articles whose source has been retracted or found fraudulent

Report an Error

If you spot an error in any article, analysis, or data on this platform, please let us know:

Option 1: Use our feedback form and describe the error with the article title or URL.

Option 2: Email admin@peoplense.com with the subject line "Correction Request" and include the article link and a description of the issue.

We review all correction requests and aim to acknowledge receipt within 24 hours.