Your starter plan: becoming a Data Analyst

This one page sequences a realistic path toward this role using only our cited data. Every step links to the detailed page behind it.

Where you might start

Many people reach this role from a non-tech background. These career-change starting points commonly bridge toward it:

• Customer Service Worker
• Military Veteran
• Retail Worker
• Unemployed / Career Changer

The realistic first role

Your target first role is Data Analyst.

• Median pay: $120,230 per year (BLS occupation-level median for the mapped occupation, SOC 15-2051) — occupation context, not a per-person figure.
• Preparation: Job Zone 4 (considerable preparation needed).
• Outlook: BLS projects this occupation to grow 33.5% from 2024 to 2034, faster than many fields but not a promise for any one person. BLS projects about 23.4 thousand annual openings for this occupation (2024-2034), counting both growth and workers who retire or move on.

See what the work actually looks like: a day in the life.

Skills to build

These are the highest-importance skills our seed data maps to this role (O*NET role-skill ratings, 1-5 — how central the skill is, not pay or hiring odds):

• Data cleaning — rated 5/5 for this role
• SQL — rated 5/5 for this role

See the full list and how to build each one: skills gap.

Credentials to consider

A credential is a skill signal that can structure your study — it is not a hiring guarantee, and a course is not the same as a proctored certification. Listed by our seed priority for this role:

• CompTIA Data+ — certification (proctored exam) (what it costs)
• Cisco AI Technical Practitioner — certification (proctored exam) (what it costs)
• CompTIA DataAI — certification (proctored exam) (what it costs)

Where it leads

This role sits in the data pathway at the entry tier. See how roles in this area connect and where you can grow next: data pathway.

Next step

This plan is a starting map, not a verdict. Start the RoleMath planner to see how well this role fits your background and what to do first.

Sources

• U.S. Bureau of Labor Statistics — Employment Projections Occupational Data Table 1.2: https://www.bls.gov/emp/ind-occ-matrix/occupation.xlsx
• U.S. Bureau of Labor Statistics — May 2025 OEWS Current Tables: https://www.bls.gov/oes/current/
• Cisco — Cisco AI Technical Practitioner Exam: https://www.cisco.com/site/us/en/learn/training-certifications/exams/aitech.html
• CompTIA — CompTIA Certifications Catalog: https://www.comptia.org/en-us/certifications/

Citation Ledger