FiscaloomA useful risk register is connected to the operating workflow. It tells teams where a failure can occur, who owns the risk, which control reduces it, and what evidence shows the control is working.
Cover more than model risk
Model output is only one part of the risk surface. Include data quality, unauthorized action, access design, integration failure, control bypass, poor exception routing, vendor dependency, and operating change.
Write a testable control statement
A control should name the condition, action, owner, timing, and evidence. “Human oversight is provided” is weak; “payments above the approved threshold require a decision from the designated finance approver before the ERP posting action is enabled” is testable.
- Risk event and affected outcome
- Preventive or detective control
- Control owner
- Execution frequency
- Evidence retained
- Residual risk and review date
Review risk as the workflow changes
New data sources, tools, prompts, policies, actions, or exception routes can change risk. Connect material workflow changes to re-testing and risk acceptance rather than treating the initial register as a launch document only.
Trace each risk to a workflow point and control
Link a risk event to the step where it can arise, the affected business outcome, the preventive or detective control, and the evidence that shows execution. This prevents broad risks such as “incorrect AI output” from becoming unowned concerns. A useful entry might describe an invalid supplier change, the validation and approval that block it, and the record reviewed by finance.
Record inherent risk, control design, residual risk, owner, and review date separately. If a control depends on a system capability or customer action that has not been verified, label the dependency. Risk acceptance belongs to an authorized business role, not implicitly to the team configuring the workflow.
Connect the register to operational review
Use incidents, overrides, testing results, exception patterns, access reviews, and material changes as inputs to the register. A risk that never changes despite new tools, permissions, and data sources is probably disconnected from the operating process. Review high-consequence risks more frequently and after a relevant event.
Close a risk action only when the agreed evidence exists. Completion may require a configured control, a passed scenario, an approved procedure, or a monitored period in production. Keep accepted limitations visible to operators so a known residual risk is not rediscovered during an incident.
Further reading
These primary references informed the operating principles in this guide.