Schema Analytics

Sample less. Defend more.

We teach auditors how to design transaction samples, read results without wishful thinking, and leave a trail a reviewer can follow — inside a transaction sampling audit app or beside one.

1,260sampling plans peer-reviewed in cohort work
33UK practice groups enrolled since 2022
8.2mean confidence score after Module 4 labs

From the floor

What practitioners say after the first lab week

“The monetary-unit walkthrough in Transaction Sampling Methods finally matched how our ledger exports behave. I still wish Module 2 had more retail inventory examples, but the bank-statement drill stuck.”

— Helen M., senior auditor, Leeds

★★★★☆

Used the exception log template from Schema Analytics on a mid-market revenue test. Review notes dropped from two pages of clarification to a single follow-up.

Platform review · Assurance associate

Why teams stay

Methods that survive a cold partner review

Sampling looks tidy in a textbook. In a live file it is messy: incomplete populations, late journal packs, and software that wants a number before you have a rationale.

  • Frame hygiene — how to document exclusions without hiding risk.
  • Size decisions that cite a purpose, not a spreadsheet default.
  • Exception narratives written for humans who were not in the room.
Auditor reviewing documents at a desk

Programmes

Featured learning paths

Start with the flagship methods course, then deepen reporting or tool-side workflows as your team needs.

Analytics dashboard on a monitor

Workshop · 3 modules

Exception Narratives Lab

Turn sample misses into clear findings without overstating the population.

Team discussion around a laptop

Team path · rolling

Firm Cohort Bench

Shared critiques of live anonymised plans for multi-office UK practices.

Bring a live population to the next intake

Tell us which ledger you are sampling. We will point you to the right course tier — or a conversation with training design.

Talk to Schema Analytics