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Pre-marking short answers against the teacher's rubric

Run learner responses past the rubric a teacher already wrote, propose a mark together with the rubric line that supports it, and put every script in front of the teacher who signs the mark that is finally recorded.

Effort
Weeks of work
Skill level
Some technical skill
Organisation size
Mid-market
Value
Time saved

Tools named for this

  • A scoring model conditioned on your own rubric
  • A moderation step over a stratified sample, not a random one
  • A record of every proposed mark a marker changed

What to check before you ship it in India

  • Scripts and marks belonging to a learner under eighteen are a child's personal data, and s.9(3) of the DPDP Act bars tracking and behavioural monitoring of children, subject only to the exemptions s.9(4) permits and rule 12 grants. Building a longitudinal behavioural picture out of marking data is not what marking needs.
  • Rule 12 with the Fourth Schedule lifts the child-consent and no-tracking duties for an educational institution only where processing is restricted to tracking and behavioural monitoring for that institution's educational activities or for the safety of children enrolled with it. It is a purpose-bound relief for the school, not a licence a vendor inherits.
  • For an institution operating in the EU: Annex III point 3(b) covers systems intended to evaluate learning outcomes, including where those outcomes steer the learning process, and Article 6(2) makes them high-risk. India has no equivalent classification for marking tools. Article 6(3) qualifies this: an Annex III system is not high-risk where it does not pose a significant risk of harm — including where it only improves the result of a completed human activity or performs a preparatory task — though any system that profiles natural persons stays high-risk regardless.

Sources

Every claim on this page traces to one of these, on the date it was read.