Content Decay Triage (QA)
A checklist with 7 steps: Pull completion and last-login data for every course in the client's catalog.
By InnovaAI ResearchPublished
What are the steps?
Content Decay Triage (QA)
- 01
Pull completion and last-login data for every course in the client's catalog
Export learner-level records for the trailing 90 days and flag any course where fewer than 40% of enrolled learners have logged in during the last 30 days.
- 02
Separate courses that were never adopted from courses that were adopted and then abandoned
A course with zero completions since launch points to a distribution or relevance problem; a course with a steep drop-off after module two points to a content or pacing problem. The remediation differs.
- 03
Check whether the course still maps to a live compliance, onboarding, or certification requirement
Retire anything tied to a superseded policy. Keeping obsolete compliance modules live creates audit noise and trains learners to ignore the catalog.
- 04
Score each surviving course on length against completion rate
Courses over 45 minutes with sub-50% completion are candidates for splitting into modules. Platforms such as TalentLMS and LearnUpon both support modular restructuring without rebuilding the enrollment record.
- 05
Rebuild the two or three worst-performing modules using AI-assisted authoring before writing anything from scratch
Absorb LMS generates draft courses from source documents in under an hour, and LearnUpon's Create+ claims course creation at roughly 10% of manual cost. Use those drafts as a starting point, then have a subject-matter expert edit for accuracy.
- 06
Reissue the revised modules to a 10% sample of the original cohort and measure completion over 14 days
A sample test costs the client nothing in goodwill and gives you a defensible before-and-after number for the next retainer review.
- 07
Document the retirement or revision decision for each course in a one-page client-facing log
Include the original completion rate, the action taken, and the re-test result. This log becomes the evidence base for the next quarterly business review.