Skip to content
NewAI Engineer path — refreshed for 2026

The clearest path from beginner to job-ready.

MapSkills turns sprawling careers into guided paths — every stage, checkpoint, project and certification you need, in the order you need it. Across nine professional families.

9
career families
22
guided paths
52
vetted resources
96%
would recommend
Featured journey

Anatomy of a path

Every path is built the same way — a clear outcome, sequenced stages, and checkpoints that tell you exactly what to learn, build and prove.

Digital·Beginner

Full-Stack Developer

Target role — Software Engineer

Become a job-ready full-stack engineer who can design, build, test and deploy complete web applications — and prove it with a portfolio of real, shipped work.

8–12 months6 stages2 certifications
Stage progression
Foundations
5 checkpoints · 3–4 weeks
2
Frontend Core
5 checkpoints · 5–7 weeks
3
Backend & APIs
4 checkpoints · 5–7 weeks
4
Data & Persistence
3 checkpoints · 4–5 weeks
5
Ship & Operate
6 checkpoints · 4–6 weeks
6
Job-Ready
5 checkpoints · 4–6 weeks
Trending this month

Where people are starting

View all 22
Digital
Full-Stack Developer
Software Engineer
Beginner

Ship complete, production-ready web applications — front to back — and stand up a portfolio that gets interviews.

+7
8–12 mo6 stages28 checkpoints
3 certs
48k
AI
AI Engineer
Applied AI
Intermediate

Build, evaluate and ship applications powered by modern ML and LLMs.

+2
7–11 mo5 stages18 checkpoints
2 certs
36k
Data
Data Analyst
Analytics
Beginner

Turn messy data into decisions with SQL, spreadsheets and clear visuals.

+2
4–6 mo5 stages15 checkpoints
2 certs
42k
Vibe Dev
Vibe Engineer
AI-Native Software Engineer
Intermediate

Direct AI agents to build production software — you own the architecture, the spec and the quality bar.

+2
4–6 mo5 stages15 checkpoints
14k
Certification-supported

Credentials that count, mapped to the right stage

Every recommended certification is tied to the exact point in your path where it matters — from free, project-verified credentials to recognised partner programs.

Learn by doing

Every checkpoint ends in something you ship

No passive watching. Each step tells you exactly what to learn, what to build, and how to prove it — so you finish with a portfolio, not just notes. Your AI tutor is one tap away the whole way.