All role models

Job role model · Data

Data Analyst

v1.0

Answers the business's questions with its own data, and keeps the numbers trustworthy.

Answers business questions from data and keeps the definitions honest.

Reference ROLE-DAT-001 · Due for review 2027-03-31

Essential to the role

4 capabilities. A level belongs to the skill, not to the person — and a missing record is not a claim that someone lacks the skill.

Data Analysis (SQL)

Every question starts as a query.

asks L2 · 1 creditL2 Caterpillar

L2 looks like this: You answer a business question with your own queries, joining the tables it needs, and check the result before you trust it.

Dashboard and Reporting Design

You build the view the function runs on.

asks L2 · 1 creditL2 Caterpillar

L2 looks like this: You build a dashboard someone else uses every week, with the definitions written down beside it.

Data Quality and Governance

You are accountable for the number being true.

asks L2 · 1 creditL2 Caterpillar

L2 looks like this: You document a metric's definition, trace it back to its source, and fix the fault you find rather than the symptom.

Experiment Design

You tell stakeholders what their test showed.

asks L1 · freeL1 Larva

L1 looks like this: You can state a hypothesis and the measure that would settle it.

Desirable

Worth holding, but the role can be done without them.

Stakeholder CommunicationDesirable

The finding is worth nothing if nobody acts on it.

asks L1 · freeL1 Larva

L1 looks like this: You can write a status update someone can read in under a minute.

Analytics and ReportingDesirable

You present to people who read channel reports all day.

asks L2 · 1 creditL2 Caterpillar

L2 looks like this: You build a report that answers the business question, marks its caveats, and recommends the next move.

Verifying every one of these at its target level costs 4 credits (S$40). You buy them one skill at a time and keep every record you earn.

Roles that share part of this model