Data Analyst
Transforms complex raw datasets into actionable commercial insights, executive dashboards, and statistical models that guide key business decisions.
What the role involves
- Author complex SQL queries to extract, transform, and clean raw data
- Construct interactive visual dashboards in Tableau, Power BI, or Looker
- Conduct exploratory data analysis and hypothesis testing on user behavior
- Present analytical findings to senior stakeholders and business leaders
- Define, track, and maintain business KPIs and metric reporting pipelines
Core skills
- SQL (level 4/5)
- Data Visualization (Tableau/Power BI) (level 4/5)
- Excel / Spreadsheets Modeling (level 4/5)
- Python for Data Analysis (level 3/5)
- Statistical Analysis (level 3/5)
- Business Communication (level 4/5)
Preferred skills
- Pandas & NumPy
- A/B Testing Methodology
- Data Warehousing (BigQuery/Snowflake)
- Stakeholder Management
Tools
Experience expected
1-3 years in quantitative analysis, data reporting, or degree in STEM / Economics
Projects that prove the role
- Customer churn analysis pipeline identifying key drop-off drivers
- Marketing campaign attribution and ROI automated executive dashboard
- Inventory forecasting model optimizing supplier reorder cycles
Evidence to collect
- A published dashboard answering a real business question
- An analysis write-up stating the decision it informed
- A reproducible SQL project with documented assumptions
What the interview covers
- SQL joins, window functions, CTEs, and query optimization
- Interpreting p-values, confidence intervals, and selection bias in tests
- Communicating technical data nuances to non-technical stakeholders
- Dashboard layout principles and choosing optimal chart encodings
How the role progresses
- Junior Data Analyst
- Data Analyst
- Senior Data Analyst
- Analytics Lead
- Head of Business Intelligence
Certifications that carry weight
- Google Data Analytics Professional Certificate
- Tableau Certified Data Analyst
Related roles
- data-scientist
- product-manager
- business-analyst
Turn this into a plan
Inside CareerDev4AI, choosing this role generates a roadmap of the skills, projects and milestones that move you towards it.