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Mulyankan Darpan

Mulyankan Darpan — Evaluation Consistency Analytics

Challenge addressed

Answer script evaluation consistency and moderation across examiners needs analytical support

What this tool does

Analytics copilot for UPSC evaluation moderation: examines anonymised marks distributions across examiners and subjects, flags severity/leniency outliers and inconsistent step-marking, and drafts moderation notes — supporting fair, consistent assessment at scale.

Are you from Union Public Service Commission (UPSC)?

We will deploy this tool for your office free of charge — built, tested and handed over, with training for your team.

Contact the project team

Contact the project team

For ministries, departments and public bodies — and for anyone reporting a correction.

Please do not send citizen data, Aadhaar numbers or any personal identifiers. We use your details only to reply to this enquiry.