State attribution and confidence honestly
Distinguish observed association from causation, forecasts from realized outcomes and strong evidence from weak evidence.
Inspect alternatives
- List concurrent process, staffing, pricing and demand changes.
- Use controls or staged rollouts when practical.
Rate confidence
- Reserve high confidence for stable, supported comparisons.
- Keep a clear record of missing coverage and selection bias.
Limit the claim
- Describe what the evidence supports and what it does not.
- Do not turn a before-and-after result into causal proof.
Keep the result reviewable
The Value Realization Studio carries the original workflow, delivery and operating record into a full-cost decision. It does not prove causality, certify savings or authorize expansion.