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Analytics and Exports

Lumen helps institutions learn from evaluation, not only finish marking faster.

Analytics​

Useful analytics include:

  • question difficulty
  • concept misses
  • rubric criterion misses
  • cohort performance
  • examiner consistency
  • moderation pressure
  • extraction and evaluation confidence
  • teacher override rate

Outcome reporting​

When outcome mappings are available, Lumen can support academic quality review with:

  • CLO/PO attainment
  • question-to-outcome traceability
  • cohort-level attainment summaries
  • center or school comparisons where relevant

Approved exports​

Exports represent reviewed results and approved decisions. Final result handoff preserves:

  • assessment identifier
  • candidate identifier
  • reviewed marks
  • review status
  • export timestamp
  • external system mapping where available

Integration readiness​

For SIS/ERP handoff, involve the system owner early. Manual pilot exports can prove value, but procurement often depends on a credible integration path.