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Research note
7 June 2026 3 min read

CompoCoach practice lifts scores within 1 month

Key finding: in this early production sample, same-topic repeat submissions improved by an average of +4.22 marks out of 36, and 79.5% of same-topic repeat pairs improved.

For each learner and topic, we compared the first valid scored submission with that learner's latest valid scored resubmission on the same topic. Same-topic repeats are the strongest early production signal because they likely represent students revising after feedback.

+4.2
Average first-to-latest same-topic gain
Median +4 marks; 95% CI +3.0 to +5.4.
79.5%
Same-topic pairs improved
62 of 78 same-topic repeat pairs improved.

Which rubric areas changed most?

Average band movement in first-to-latest same-topic revision pairs
Area 4: Vocabulary and sentence structures median +1 band; 57.7% improved
+0.68 band
Area 5: Organisation median +1 band; 59.0% improved
+0.60 band
Area 3: Accuracy of language median 0; 48.7% improved
+0.55 band

How broad was the improvement?

This distribution is same-topic only: the first-to-latest score change for a student on the same normalised topic.

11
Declined
5
No change
20
+1 to +3
23
+4 to +6
19
+7 or more

Method. Production CompoCoach data from 2 May to 5 June 2026 UTC: 483 valid scored learner submissions, with staff, editor and test accounts excluded. Scores are from the same grading model.

Why same-topic revisions matter. They are the closest available proxy for feedback-driven revision: the learner returns to a similar writing task after receiving feedback.

Caveat. This is observational production evidence, not a randomised causal study. The evidence supports the narrower claim that repeat same-topic usage shows meaningful score and rubric movement.

CompoCoach practice impact executive note preview
Preview of the two-page executive note prepared from anonymised aggregate production data.