# Bundle: Semiconductor Data / AI Engineer

## 1. Role Profile and Evidence Priority

**Positioning:** Production data and ML-integration engineer with three years of direct semiconductor-fab experience. Lead with Bosch domain evidence, then Swisscom production data ownership. Do not present Dennis as a process engineer, model researcher or computer-vision model owner.

**Good-fit roles:** Semiconductor data engineer, manufacturing analytics engineer, ML platform/MLOps engineer, data-infrastructure engineer, analytics-application owner.

**Hard-gate cautions:** Treat process-integration ownership, yield engineering, model research/training, embedded/edge inference, cleanroom equipment engineering and relocation requirements as direct gaps unless the JD makes them optional.

| Priority | Achievement | Why |
|---|---|---|
| HIGH | BS-1 ML inference integration | Direct production-ML evidence in a 24/7 fab |
| HIGH | BS-3 Application Owner | Operational accountability, vendors, SLOs, training |
| HIGH | BS-2 Data services | Python/Java/C# plus Oracle and Hadoop/Impala in fab domains |
| MED | BS-5 Spotfire co-ownership | Fab analytics, C# extensions, user enablement |
| MED | BS-4 Observability PoC | Honest proof-of-concept evidence for monitoring |
| MED | SW-2 Component Owner | Current production ownership and on-call responsibility |
| MED | SW-1 Scoped AWS migration | Current cloud/data-platform evidence |
| LOW | Older software roles | Use only to support a required language or delivery practice |

## 2. Summary Guide

Use at most 2--3 rendered lines. State the Bosch fab context, production ML integration and current Staff-level data ownership. Avoid generic claims about petabyte-scale fabs, yield impact or zero downtime unless directly verified.

## 3. Reframing Rules

| Source evidence | Safe semiconductor framing |
|---|---|
| BS-1 | Integrated containerized ML inference into a continuously operating 300mm fab environment |
| BS-2 | Built services giving internal analysis teams access to defect-management and process-analysis data |
| BS-3 | Owned analytics applications and upstream pipelines operationally |
| BS-4 | Built an anomaly-detection and monitoring proof of concept; never call it the fab observability platform |
| BS-5 | Co-owned Spotfire and built wafer-map visualizations; preserve co-ownership |
| SW-2/SW-1 | Current production data ownership and AWS migration work; do not force semiconductor vocabulary onto Swisscom |

## 4. Skills Guide

Prefer: Python, SQL, Oracle, Hadoop/Impala, Docker, Kubernetes, Ansible, Kafka, ELK, Grafana, Prometheus, C#, Java, Spotfire. Include only skills allowed by `resume_builder/canonical/claims.json`.

## 5. Cover Letter Guide

Generate a letter only when requested or when the Bosch-to-target-company domain connection adds information not obvious from the resume. Use first-person evidence from Bosch. Company/fab scale belongs to context, never to Dennis's personal achievement. Do not use the generic petabyte or yield-value claims from significance research.
