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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