01 / The question
Product problem
Incomplete and inconsistent credit attributes can create avoidable manual reviews and weaken downstream analytics.
02 / The response
Proposed solution
A proposed workflow makes validation rules, exceptions and reviewer decisions visible. Records pass through intake, validation and review with traceable resolution notes.
Methodology
- Map a hypothetical analyst journey and prioritise decision-critical fields.
- Define completeness, consistency and timeliness rules with explicit exception ownership.
- Specify acceptance criteria, review states and measures of rework before delivery.
Intended user outcomes
- Intended outcome: a more transparent exception queue and clearer accountability.
- Suggested evaluation: completeness, turnaround time and repeat exceptions. No operational improvements are claimed.
Lessons from the concept
- Useful enrichment requires a business definition of good data.
- An exception journey deserves as much design attention as the successful path.