Test a decision · Simulated data
What supports delayed collections?
DEC-FIN-015 · REVENUE LEAKAGE / MARGIN EXPOSURE
Simulated demonstration dataDelayed collections
Decision: What supports delayed collections?
Financial impact
$48,000
Annualized
Evidence
Additional Verification Needed
19 source records
Recommendation
Validate the supporting records and evaluate a targeted delayed collections improvement before committing.
Assumptions, risks & what would change the recommendation
Assumptions
- Overdue balance × expected loss rate by age (1% / 5% / 30%)
- Original baseline assumptions; revised scenarios do not overwrite this finding
- Related opportunities may overlap and must not be added without deductions
Key risks
- Customer or team disruption
- Implementation costs may exceed benefit
- Assumed improvements may not be realized
Would change it
- Existing contracts or operational requirements may explain the apparent gap
- Realization rates require a measured pilot
Evidence-linked decision
Delayed collections
Revenue leakage / margin exposure · fictional records and app calculations · separate from company-wide strategy totals
Original Finding · DEC-FIN-015 · $48,000
BL-DEMO-2026-10-V1 · analysis 2026-10-28T18:10:00Z
Baseline Scenario
Created 2026-10-29T07:22:46.240Z. Changes below affect only this scenario, never the original finding.
| Decision alternative | Gross annual | First-year net | Ongoing annualized | Implementation | Penalties | Break-even |
|---|---|---|---|---|---|---|
A · Maintain current approach Underlying exposure continues | See finding | $0 | $0 | $0 | Not modeled | Scenario dependent |
B · Implement targeted improvement Customer or team disruption | See finding | $5,200 | $33,600 | $20,000 | Not modeled | Scenario dependent |
C · Pilot before wider rollout Slower realization; pilot may not generalize | See finding | −$2,200 | $16,800 | $12,000 | Not modeled | Scenario dependent |
Alternatives use explicit realization and delay assumptions. Pilot realizes half the proposed benefit, two months later, with 60% of implementation expense. Not a forecast or live recommendation.
Optional live review uses Ask Decidian and may take 1–2 minutes. Source records and current assumptions are sent only when requested.
Test a different finding
Company-wide strategy test
Separate company model · These assumptions and results do not change the selected finding.
Company-wide financial assumptions
Company-wide scenario
Company-wide strategy comparison
| Measure | Strategy A — Aggressive Growth | Strategy B — Profitability FirstMODEL LEADER | Strategy C — Balanced Strategy |
|---|---|---|---|
| Incremental revenue (first year) | $762K | $90K | $381K |
| Incremental revenue (run-rate) | $1.52M | $180K | $762K |
| Incremental operating profit (first year) | −$130K | $280K | $60K |
| Incremental operating profit (run-rate) | $249K | $979K | $458K |
| Cash impact (first year) | −$224K | $620K | $13K |
| Downside exposure (severe vs. base) | $7,292 | −$42K | −$51K |
| Implementation cost | $140K | $250K | $145K |
| Break-even timing | Month 10 | Month 6 | Month 7 |
| Primary risks |
|
|
|
App calculation Model leader = highest average of base and severe-case first-year operating profit impact. Scenarios are illustrative; no probabilities are assigned. Cash, revenue and profit are separate measures.
Company-wide profit bridge
- Current operating profit$1,817,600
- Scenario effect on existing business$0
- Leakage reduction$200,160
- Growth & pricing contribution$144,753
- Implementation & operating costs−$284,960
- Projected operating profit$1,877,553
Operating profit only — gross revenue opportunities are not counted as profit. First-year applies ramp-up timing and includes one-time implementation costs.
Company-wide Decidian interpretation
Challenge the company strategy
Run the stress test first, then challenge the recommendation.
