Risk-based IQA sampling with explainable coverage

• High achievement rates across digital standards.
• Strong employer engagement in tripartite reviews.
• Robust safeguarding culture and rapid escalation.
• Consistent recording of eligible OTJ against each standard's published requirement.
• Deepening contextualised English and Maths delivery.

Illustrative IQA sampling and coverage view with sample data.

Definition

What is risk-based IQA sampling software?

Risk-based IQA sampling software helps quality teams build a defensible sampling plan that balances coverage and risk across assessors, learners, programmes, assessment methods, sites and other relevant factors.

How does Journey select work for IQA sampling?

Journey applies configurable, human-controlled sampling rules and explains why each candidate was selected. Quality staff can see coverage gaps, conflicts, workloads, findings, actions and sign-off history without turning the sampling algorithm into an unreviewable black box.

Brings together what used to be separate tools

Configurable strategy

Define coverage across learners, staff, programmes, sites, employers, methods and verified risk factors.

Explainable selection

Every candidate shows the coverage and risk reasons behind the recommendation.

Findings and actions

Record evidence, development actions, follow-up and controlled sign-off in one history.

Coverage analytics

Reveal gaps, repeated findings, overdue actions and quality trends before the cycle closes.

Last reviewed: July 2026

Coverage that can be defended

A sampling record is only useful if a reviewer can understand how the plan covered the provision and why particular work was selected. Journey keeps the rule, selection reason, evidence, finding, action and sign-off together in one tenant-scoped history.

Sources & further reading

This page reflects current public guidance. For the definitive rules, always check the official sources below.

• Skills England external quality assurance framework

Built so your team can trace evidence, decisions and actions

Tenant-scoped access controls

Tenant-scoped access controls are designed to keep each provider's records separate on reads and writes.

Controlled audit history

Significant application state changes are recorded against the person who made them, supporting a traceable history.

Published funding-rule packs

Journey applies supported, versioned DWP funding-rule packs selected from the apprentice's start date, including 2026/27 version 3, to support provider review.

Bounded AI assistance

Quality teams can inspect supported recorded context through Journey AI in Advanced. Sampling, evidence judgements, actions and approval retain their own role permissions and responsible owners.

Evidence-led security controls

Tenant isolation, access controls, audit records and governed operations are designed into the platform.

Your data and employers stay yours

Export options are available under the applicable terms, and employer relationships remain with the provider.

Journey is independent software and is not DWP, DfE or Ofsted approved. It does not guarantee funding or inspection outcomes.

Questions providers ask

• Does Journey choose the final IQA sample?

  It proposes explainable candidates against the configured plan; an authorised quality professional controls the final sample and sign-off.

• Can IQA coverage include sites and assessment methods?

  Yes. The sampling model supports coverage dimensions including learners, staff, programmes, locations, employers, methods and risk factors.