Your starter plan: becoming a Data Engineer
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
No mapped career-change starting points are recorded for this role yet, so this section lists none.
The realistic first role
Your target first role is Data Engineer.
- Median pay: $135,980 per year (BLS occupation-level median for the mapped occupation, SOC 15-1252) — occupation context, not a per-person figure.
- Preparation: Job Zone 4 (considerable preparation needed).
- Outlook: BLS projects this occupation to grow 15.8% from 2024 to 2034, faster than many fields but not a promise for any one person. BLS projects about 115.2 thousand annual openings for this occupation (2024-2034), counting both growth and workers who retire or move on.
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):
- SQL — rated 5/5 for this role
- Software development — rated 4/5 for this role
- Systems analysis — rated 4/5 for this role
- Problem solving — rated 3/5 for this role
See the full list and how to build each one: skills gap.
Credentials to consider
No single credential is the obvious first step for this role, so we list none here rather than point you at the wrong one. Use the RoleMath planner to see whether any credential fits your specific background and goals.
Where it leads
This role sits in the data pathway at the mid 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/
Citation Ledger
| ID | Supports | Evidence | Source |
|---|---|---|---|
| CIT-01 | Median pay $135,980 for Data Engineer | BLS OEWS occupation median (SOC 15-1252) | BLS OEWS |
| CIT-02 | Projected employment change 15.8% (2024-2034) | BLS Employment Projections | BLS EP |
| CIT-03 | About 115.2 thousand annual openings (2024-2034) | BLS Employment Projections | BLS EP |
| CIT-04 | SQL importance 5/5 for Data Engineer | ONET role-skill rating (ONET role-skill data) | O*NET |
| CIT-05 | Software development importance 4/5 for Data Engineer | ONET role-skill rating (ONET role-skill data) | O*NET |
| CIT-06 | Systems analysis importance 4/5 for Data Engineer | ONET role-skill rating (ONET role-skill data) | O*NET |
| CIT-07 | Problem solving importance 3/5 for Data Engineer | ONET role-skill rating (ONET role-skill data) | O*NET |