Step 1 — Define the skill map and item types (MCQ, short answer, scenario) before writing at volume.
Step 2 — Tag every item so you can sample fairly across topics.
Step 3 — Assemble a short pilot exam and run with a friendly cohort.
Step 4 — Review difficulty and clarity, then expand the bank — do not scale broken items.