The challenge
A US higher-ed publisher needed 12,000 fresh Business, Economics and Statistics items — tagged by objective, Bloom's level and difficulty — for a fixed platform launch.
Our approach
A dedicated team ran a three-layer pipeline — authoring, psychometric review, then metadata and platform QA — with weekly calibration to hold quality at volume.
- Built a three-layer pipeline: item authoring, psychometric review, then metadata and platform QA.
- Tagged every item by learning objective, Bloom's level and difficulty so the bank was launch-ready inside the platform.
- Held weekly calibration sessions to keep authoring quality consistent across a large writer pool.
- Validated coverage against the objective map so no objective was left under-served.
Results & impact
All 12,000 Business, Economics and Statistics items were delivered with a sub-3% rejection rate at review and 100% objective coverage - clearing the platform launch on schedule.
