Tax and compliance risk analytics
Help investigators review possible compliance issues with the relevant evidence in one place. This example explores a ranking for one defined case type.
What tax and compliance risk analytics could help with
A useful ranking shows why a case was flagged and what information could change that view. Review errors and fairness across cases with the people responsible for investigation and taxpayer rights.
- Who reviews it: Revenue agency leadership
- What to measure: Collections, fairness, workload
- Example test: Risk ranking plus explanatory flags plus investigator workflow for one case type.
The information a useful test needs
Choose a small, representative set of inputs for tax and compliance risk analytics. Check whether the information below is available, accurate and appropriate to use before connecting a model to a working system.
How to evaluate tax and compliance risk analytics
Follow the information through each step. For tax and compliance risk analytics, the reviewer needs to see the source, understand the suggestion and know when to keep using the current process.
Gather
Pull the right context from systems, documents, or event streams.
Ground
Bind the model to approved sources, rules, and workflow constraints.
Draft
Generate a recommendation, summary, or next-step proposal.
Approve
Require a human decision where risk, policy, or customer impact is material.
Monitor
Track quality, drift, escalation rate, and downstream KPI movement.
A focused first test
Risk ranking plus explanatory flags plus investigator workflow for one case type.
Before anyone relies on it
Decide who can view the source information and who reviews tax and compliance risk analytics results. Test how the team corrects a wrong result and returns to its current process when information is missing.
What to compare
Compare collections, fairness, workload with the current process. Review missed cases, incorrect suggestions and the time people spend checking the output before deciding whether the approach helps.
Keep exploring the questions that matter
Questions about tax and compliance risk analytics?
Choose one case type to discuss the evidence, fairness review and investigator decisions a useful ranking would need.