Goal templates — Data & Business Intelligence Analysis — P1
Data Science & Analytics · Data & Business Intelligence Analysis · P1 — Entry-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.
SMART goals
One row per canon core output / responsibility this level owns.
JFM responsibility (P1)
Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks
- Specific
- Deliver: "Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks"
- Measurable
- Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩.
- Achievable
- Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers."
- Relevant
- Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional.
- Time-bound
- ⟨date⟩
JFM responsibility (P1)
Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures
- Specific
- Deliver: "Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures"
- Measurable
- Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩.
- Achievable
- Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers."
- Relevant
- Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional.
- Time-bound
- ⟨date⟩
JFM responsibility (P1)
Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets
- Specific
- Deliver: "Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets"
- Measurable
- Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩.
- Achievable
- Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers."
- Relevant
- Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional.
- Time-bound
- ⟨date⟩
JFM responsibility (P1)
Transforms data into a consistent, standardized format suitable for downstream analysis
- Specific
- Deliver: "Transforms data into a consistent, standardized format suitable for downstream analysis"
- Measurable
- Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩.
- Achievable
- Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers."
- Relevant
- Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional.
- Time-bound
- ⟨date⟩
JFM responsibility (P1)
Builds basic reports and chart visualizations using BI tools under detailed instruction
- Specific
- Deliver: "Builds basic reports and chart visualizations using BI tools under detailed instruction"
- Measurable
- Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩.
- Achievable
- Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers."
- Relevant
- Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional.
- Time-bound
- ⟨date⟩
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1. Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks [source: JFM responsibility (P1)] Specific: Deliver: "Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks" Measurable: Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩. Achievable: Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers." Relevant: Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional. Time-bound: ⟨date⟩ 2. Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures [source: JFM responsibility (P1)] Specific: Deliver: "Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures" Measurable: Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩. Achievable: Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers." Relevant: Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional. Time-bound: ⟨date⟩ 3. Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets [source: JFM responsibility (P1)] Specific: Deliver: "Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets" Measurable: Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩. Achievable: Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers." Relevant: Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional. Time-bound: ⟨date⟩ 4. Transforms data into a consistent, standardized format suitable for downstream analysis [source: JFM responsibility (P1)] Specific: Deliver: "Transforms data into a consistent, standardized format suitable for downstream analysis" Measurable: Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩. Achievable: Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers." Relevant: Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional. Time-bound: ⟨date⟩ 5. Builds basic reports and chart visualizations using BI tools under detailed instruction [source: JFM responsibility (P1)] Specific: Deliver: "Builds basic reports and chart visualizations using BI tools under detailed instruction" Measurable: Move the metric this drives from ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩. Achievable: Scoped to this level's jfm complexity/problem-solving rubric: "Solves routine data-quality and report-formatting problems with standard, established answers." Relevant: Advances the Data Science & Analytics · Data & Business Intelligence Analysis mandate for a P1 — Entry-Level Professional. Time-bound: ⟨date⟩
OKRs
Objectives from this level's core outputs; key results only where a real dimension or capability backs them.
JFM responsibility (P1)
Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks
- From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks"
- Evidence at this level's scope bar: "Own tasks within a defined component" — ⟨target⟩ by ⟨date⟩
JFM responsibility (P1)
Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures
- From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures"
- Evidence at this level's autonomy bar: "Close supervision; work reviewed frequently" — ⟨target⟩ by ⟨date⟩
JFM responsibility (P1)
Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets
- From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets"
- Evidence at this level's complexity bar: "Routine problems with known solutions" — ⟨target⟩ by ⟨date⟩
JFM responsibility (P1)
Transforms data into a consistent, standardized format suitable for downstream analysis
- From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Transforms data into a consistent, standardized format suitable for downstream analysis"
- Evidence at this level's impact bar: "Own deliverables" — ⟨target⟩ by ⟨date⟩
JFM responsibility (P1)
Builds basic reports and chart visualizations using BI tools under detailed instruction
- From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Builds basic reports and chart visualizations using BI tools under detailed instruction"
- Evidence at this level's decision rights bar: "Few independent decisions; escalates the rest" — ⟨target⟩ by ⟨date⟩
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Objective 1: Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks [source: JFM responsibility (P1)] KR1. From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks" KR2. Evidence at this level's scope bar: "Own tasks within a defined component" — ⟨target⟩ by ⟨date⟩ Objective 2: Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures [source: JFM responsibility (P1)] KR1. From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures" KR2. Evidence at this level's autonomy bar: "Close supervision; work reviewed frequently" — ⟨target⟩ by ⟨date⟩ Objective 3: Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets [source: JFM responsibility (P1)] KR1. From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets" KR2. Evidence at this level's complexity bar: "Routine problems with known solutions" — ⟨target⟩ by ⟨date⟩ Objective 4: Transforms data into a consistent, standardized format suitable for downstream analysis [source: JFM responsibility (P1)] KR1. From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Transforms data into a consistent, standardized format suitable for downstream analysis" KR2. Evidence at this level's impact bar: "Own deliverables" — ⟨target⟩ by ⟨date⟩ Objective 5: Builds basic reports and chart visualizations using BI tools under detailed instruction [source: JFM responsibility (P1)] KR1. From ⟨baseline⟩ to ⟨target⟩ by ⟨date⟩ — tied to: "Builds basic reports and chart visualizations using BI tools under detailed instruction" KR2. Evidence at this level's decision rights bar: "Few independent decisions; escalates the rest" — ⟨target⟩ by ⟨date⟩
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 |
|---|---|---|---|
| Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks | Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." | ⟨target⟩ | ⟨date⟩ |
| Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures | Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." | ⟨target⟩ | ⟨date⟩ |
| Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets | Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." | ⟨target⟩ | ⟨date⟩ |
| Transforms data into a consistent, standardized format suitable for downstream analysis | Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." | ⟨target⟩ | ⟨date⟩ |
| Builds basic reports and chart visualizations using BI tools under detailed instruction | Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." | ⟨target⟩ | ⟨date⟩ |
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1. Area: Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks [source: JFM responsibility (P1) — reused, no distinct responsibility content] Standard: Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." Target: ⟨target⟩ Due: ⟨date⟩ 2. Area: Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures [source: JFM responsibility (P1) — reused, no distinct responsibility content] Standard: Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." Target: ⟨target⟩ Due: ⟨date⟩ 3. Area: Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets [source: JFM responsibility (P1) — reused, no distinct responsibility content] Standard: Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." Target: ⟨target⟩ Due: ⟨date⟩ 4. Area: Transforms data into a consistent, standardized format suitable for downstream analysis [source: JFM responsibility (P1) — reused, no distinct responsibility content] Standard: Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." Target: ⟨target⟩ Due: ⟨date⟩ 5. Area: Builds basic reports and chart visualizations using BI tools under detailed instruction [source: JFM responsibility (P1) — reused, no distinct responsibility content] Standard: Consistent with this level's jfm knowledge-application rubric: "Applies foundational SQL, data cleansing, and basic reporting skills to routine, developmental tasks under detailed instruction." 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.
Internal process
- "Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks"→ ⟨target⟩ by ⟨date⟩
- "Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures"→ ⟨target⟩ by ⟨date⟩
- "Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets"→ ⟨target⟩ by ⟨date⟩
- "Transforms data into a consistent, standardized format suitable for downstream analysis"→ ⟨target⟩ by ⟨date⟩
- "Builds basic reports and chart visualizations using BI tools under detailed instruction"→ ⟨target⟩ by ⟨date⟩
Role calibration
- Meets the scope bar: "Own tasks within a defined component"→ ⟨target⟩ by ⟨date⟩
- Meets the autonomy bar: "Close supervision; work reviewed frequently"→ ⟨target⟩ by ⟨date⟩
- Meets the complexity bar: "Routine problems with known solutions"→ ⟨target⟩ by ⟨date⟩
- Meets the impact bar: "Own deliverables"→ ⟨target⟩ by ⟨date⟩
- Meets the decision rights bar: "Few independent decisions; escalates the rest"→ ⟨target⟩ by ⟨date⟩
- Meets the leadership bar: "None — building the craft"→ ⟨target⟩ by ⟨date⟩
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Internal process - "Works under the supervision of senior analysts to assist with data cleaning, report generation, and basic data analysis tasks" → ⟨target⟩ by ⟨date⟩ [source: JFM responsibility (P1)] - "Gathers data from diverse sources such as databases, spreadsheets, and external APIs following defined procedures" → ⟨target⟩ by ⟨date⟩ [source: JFM responsibility (P1)] - "Performs data cleansing to remove inconsistencies, errors, and duplications from source datasets" → ⟨target⟩ by ⟨date⟩ [source: JFM responsibility (P1)] - "Transforms data into a consistent, standardized format suitable for downstream analysis" → ⟨target⟩ by ⟨date⟩ [source: JFM responsibility (P1)] - "Builds basic reports and chart visualizations using BI tools under detailed instruction" → ⟨target⟩ by ⟨date⟩ [source: JFM responsibility (P1)] Role calibration - Meets the scope bar: "Own tasks within a defined component" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Scope)] - Meets the autonomy bar: "Close supervision; work reviewed frequently" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Autonomy)] - Meets the complexity bar: "Routine problems with known solutions" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Complexity)] - Meets the impact bar: "Own deliverables" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Impact)] - Meets the decision rights bar: "Few independent decisions; escalates the rest" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Decision rights)] - Meets the leadership bar: "None — building the craft" → ⟨target⟩ by ⟨date⟩ [source: level dimension (Leadership)]