Derived information
Claims Leakage & Fraud Risk Scoring Signals
Derived risk scores combining claims history, complaint records and assessor referral patterns to flag likely leakage or fraud.
Information Advantage assessment
Information Advantage Score
81 / 100
Confidence: not yet assessed -- add evidence below
| Factor | Score | Weight | Contribution |
|---|---|---|---|
| Uniqueness | 4 / 5 | 20% | 0.80 |
| Quality | 3 / 5 | 12% | 0.36 |
| Depth | 1 / 5 | 8% | 0.08 |
| Freshness | 5 / 5 | 6% | 0.30 |
| Connectivity | 5 / 5 | 10% | 0.50 |
| Actionability | 5 / 5 | 14% | 0.70 |
| Economic Value | 4 / 5 | 18% | 0.72 |
| AI Readiness | 5 / 5 | 12% | 0.60 |
Seeded assessment for the demonstration dataset.
Assessed 8/29/2026
Information Leverage
How much organisational impact this asset could influence -- a separate measure from Information Advantage above, never combined with it. Computed from the decisions and frictions this asset is actually linked to below, not asked for directly.
High (62/100)
- decisionReach: band 2/5 × weight 0.25 = 0.50
- decisionFrequency: band 5/5 × weight 0.25 = 1.25
- decisionImportance: band 3/5 × weight 0.25 = 0.75
- workflowReach: band 2/5 × weight 0.15 = 0.30
- peopleAffected: band 3/5 × weight 0.1 = 0.30
Not incorporated: "decision importance" and "economic consequence" are collapsed into one proxy (decisionCostEstimate) -- no field distinguishes them; "people affected" is only ever populated from linked Frictions, not from any Decision-level field, since none exists.
Evidence
What backs the score above, factor by factor. Recalculated into the Confidence figure the next time this asset is re-assessed.
No evidence recorded yet -- this is currently an opinion, not yet backed by anything checkable.
AI Opportunities
No opportunities generated from this asset yet.
CLEAN status
CLEAN status
- Capture→ Identified information asset
- ✓
- Label→ Contextualised asset
- ✓
- Evaluate→ Quality/value/uniqueness assessment
- ✓
- Align→ Business decision/use-case alignment
- ⚠
- Nurture→ Continuous improvement and monitoring
- ⚠
Next: Move beyond pilot use and establish a feedback loop for continuous improvement.
Assessed 8/29/2026
Friction & Diagnosis
Where this asset shows up as the information behind a friction, or in a diagnosis of one.
Ownership & source
- Department
- Claims
- Source system
- Enterprise Data Warehouse
- Owner
- Head of Claims
- Business process
- Claims triage and investigation prioritisation
- Format
- Data warehouse model output
Volume & freshness
- Approximate volume
- Scored on every new claim
- Historical depth
- 1 year of derived signal history
- Update frequency
- Daily
Governance
- Accessibility
- Restricted
- Data quality
- Fair
- Sensitivity
- Confidential
- Regulatory considerations
- —
Value & usage
- Existing usage
- Pilot use by the Special Investigations Unit only.
- Current business value
- Not yet scaled beyond a small pilot team.
- Potential future value
- Scaling this to all claims handlers is one of the highest-value near-term opportunities identified.
Competitive position
- Competitor accessibility
- Near Impossible
- Could a competitor reproduce this?
- No
- Additional tacit knowledge held by employees?
- No
- Tacit knowledge notes
- —