# Verified Impact Evidence Capture

> Metrics remain unverified until Dennis confirms them. Never estimate or infer a number.

## Current Verified Qualitative Outcomes

- Swisscom: production accountability for Fulfillment ETL components, including incidents, data quality, governance and on-call obligations.
- Swisscom: migrated pipelines in owned domains onto the company's AWS platform as part of a wider programme.
- Swisscom: promotion from Senior to Staff in April 2025.
- Bosch: ML inference integration supported automated image-based defect classification and reduced manual classification workload qualitatively.
- Bosch: Application Owner responsibilities included SLOs, vendors, training and documentation.
- Generali: introduced BDD through a proof of concept and trained colleagues.

## Questions to Confirm

For each answer, provide a number/range, unit, period, source and whether it is safe for a public resume.

### Swisscom

- How many pipelines, components, source systems or data products are in your owned scope?
- How many internal teams or regular stakeholder groups consume the outputs?
- What SLA/on-call expectations can be stated publicly?
- Did migration change runtime, failure rate, deployment time, infrastructure effort or operating cost? By how much?
- How many domains/source systems did you personally migrate or onboard?
- Is there a defensible before/after example for automation or root-cause resolution?

### Bosch

- How many applications or pipelines were in the Application Owner scope?
- How many users/teams relied on the services or Spotfire environment?
- Can the reduction in manual classification be expressed as a percentage, hours, cases or qualitative-only statement?
- What deployment frequency, availability target or incident responsibility is safe to disclose?
- Did the monitoring PoC find a concrete anomaly or change an operational decision?

### Earlier Roles

- Did Jenkins/BDD/test automation measurably change build time, release frequency, defect detection or manual work?
- Is there verified adoption, user count or team count for any earlier tool?

## Evidence Record Template

| Claim ID | Metric/result | Value or range | Period | Source | Public? | Verified date |
|---|---|---|---|---|---|---|
|  |  |  |  |  |  |  |
