- You need broad analytics foundations before specializing.
- You are learning spreadsheets, SQL, data cleaning, and analysis workflow.
- You are still deciding whether data analytics fits.
Related Roles
These are role mappings for career-planning context. Salary and outlook data must stay tied to BLS occupations, not to certification outcomes.
The Relationship column compares a credential's published exam objectives with the work the occupation involves, and names which credential it is describing. A role RoleMath maps to only one of the two credentials shows that one; where both map to it, both are named, and Both means they read the same way for that role. Covers the core means the objectives reach that occupation's main work, Covers groundwork that they reach what it builds on rather than the work itself, and Partial overlap that they meet it only in places; a qualifier such as after a foundation records where RoleMath reads the objectives as assuming earlier study or experience, and Overlap not classified marks a pairing we hold but have not placed on this scale. This is RoleMath's reading of published objectives, not a measurement of hiring: we have not surveyed employers, and nothing here measures how much a credential is asked for or what it does for an application.
Every wage below is the occupation's national annual median wage - the midpoint of that occupation's wage distribution - as published by the BLS Occupational Employment and Wage Statistics survey, May 2025. It is not the OEWS mean, not an average, and not a starting wage. The outlook column is the BLS Employment Projections change for the same occupation over 2024-2034. Both describe the occupation, not an outcome of holding the credential.
| Role | Relationship | SOC | Annual median wage (BLS OEWS, May 2025) | BLS outlook (2024-2034) |
|---|---|---|---|---|
| Data Analyst | Google Data Analytics Certificate - Covers groundwork; Microsoft Certified: Power BI Data Analyst Associate - Covers the core | 15-2051 | $120,230 annual median | 33.5% |