Goal templates — Data Science Data Scientist
Data Science · General · P3 — Mid-Level Professional
These are canon-derived frames, not advice: every line is either verbatim JobFrame canon text or a fixed template wrapping it. ⟨target⟩ / ⟨baseline⟩ / ⟨date⟩ are placeholders for the manager to fill in. Nothing here is generated by AI — rows are omitted, never invented, when the canon lacks the underlying field.
MBO areas
Key result areas from this level's responsibilities, each with a standard grounded in the canon leveling rubric where one exists.
| Area | Standard | Target | Due |
|---|---|---|---|
| Designing experiments and statistical tests | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
| Creating predictive models | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
| Developing machine learning pipelines | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
| Collaborating with cross-functional teams | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
| Communicating findings to stakeholders | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
| Improving data collection and analysis processes | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
| Conducting data-driven research | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
| Implementing data solutions to business problems | Consistent with this level's decision rights: "Owns implementation decisions for own scope" | ⟨target⟩ | ⟨date⟩ |
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1. Area: Designing experiments and statistical tests [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩ 2. Area: Creating predictive models [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩ 3. Area: Developing machine learning pipelines [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩ 4. Area: Collaborating with cross-functional teams [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩ 5. Area: Communicating findings to stakeholders [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩ 6. Area: Improving data collection and analysis processes [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩ 7. Area: Conducting data-driven research [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩ 8. Area: Implementing data solutions to business problems [source: responsibility (component)] Standard: Consistent with this level's decision rights: "Owns implementation decisions for own scope" Target: ⟨target⟩ Due: ⟨date⟩
Scorecard
Only perspectives with real canon backing are shown — no Financial or Customer perspective, since nothing in the canon grounds business-financial or customer measures for a role alone.
Role calibration
- Meets the scope bar: "Features or a sub-system end-to-end"→ ⟨target⟩ by ⟨date⟩
- Meets the autonomy bar: "Works independently on standard work; reviewed on the non-standard"→ ⟨target⟩ by ⟨date⟩
- Meets the complexity bar: "Diverse problems; adapts existing approaches"→ ⟨target⟩ by ⟨date⟩
- Meets the impact bar: "Project / team outcomes"→ ⟨target⟩ by ⟨date⟩
- Meets the decision rights bar: "Owns implementation decisions for own scope"→ ⟨target⟩ by ⟨date⟩
- Meets the leadership bar: "Mentors juniors informally"→ ⟨target⟩ by ⟨date⟩
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Role calibration - Meets the scope bar: "Features or a sub-system end-to-end" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Scope)] - Meets the autonomy bar: "Works independently on standard work; reviewed on the non-standard" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Autonomy)] - Meets the complexity bar: "Diverse problems; adapts existing approaches" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Complexity)] - Meets the impact bar: "Project / team outcomes" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Impact)] - Meets the decision rights bar: "Owns implementation decisions for own scope" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Decision rights)] - Meets the leadership bar: "Mentors juniors informally" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Leadership)]