A clear path from
learning to hired.
Expert-curated roadmaps take you from fundamentals to a verified certificate - step by step, resource by resource. No more guessing what to learn next.
Spreadsheets & data cleaning
12 resources · done
SQL fundamentals
9 resources · done
Dashboards & storytelling
Portfolio project
up next
Finish the path, then prove it - free verified certification at the end.
Every roadmap ends with proof, not just knowledge.
Must-Explore Paths
Where hiring is heading - the skills we recommend starting with right now
Forward Deployed Engineer
Full-stack + AI + customer skills - shipped inside the client's walls.
Prompt Engineering
The highest-leverage writing skill of the decade.
Data Analyst
From raw spreadsheets to decisions a business will actually make.
Vibe Coding
Build real software by directing AI - with taste.
Claude Code
An AI teammate in your terminal - used properly.
System Design
Reason about systems bigger than one server.
Role-based Paths
End-to-end paths for the job title you want
Data Analyst
From raw spreadsheets to decisions a business will actually make.
Frontend Development
Build interfaces people use - and browsers respect.
Full Stack Developer
One request, traced end to end - and you built every hop.
AI Engineer
Ship LLM features, not just prompts.
AI and Data Scientist
From data to models you can defend.
DevOps Engineer
Make shipping boring - in the best possible way.
Backend Development
The half of the product users never see - and always feel.
Cyber Security
Think like an attacker; build like a defender.
Forward Deployed Engineer
Full-stack + AI + customer skills - shipped inside the client's walls.
Skill-based Paths
Focused paths to master a single skill
JavaScript
The language of the web, understood - not memorised.
TypeScript
Types that catch bugs before your users do.
Python
One language for scripts, data and the web.
Java
The enterprise workhorse, learned properly.
React.JS Developer
Think in components, ship real features.
Node.js
JavaScript on the server, done seriously.
CSS
Layouts from imagination, not from copy-paste.
SQL
The 50-year-old skill every data job still screens for.
Excel
Still the world's most-used analytics tool. Master it.
English
Professional communication that opens doors.
Prompt Engineering
The highest-leverage writing skill of the decade.
AI Agents
From chatbots to systems that get work done.
Claude Code
An AI teammate in your terminal - used properly.
Vibe Coding
Build real software by directing AI - with taste.
System Design
Reason about systems bigger than one server.
Data Structures & Algorithms
The interview gate - and the engineering foundation.
API Design
Interfaces other developers thank you for.
Git & GitHub
The one tool every technical career assumes.
Docker
It works on my machine - and everyone else's.
Specialization Paths
Advanced, industry-specific paths to set you apart
Data Analyst - Consulting & Big 4 Readiness
An advanced, industry-focused track built on a proven base path.
Applied AI & Machine Learning - Associate Readiness
An advanced, industry-focused track built on a proven base path.
Software Engineer - Big Tech Readiness
An advanced, industry-focused track built on a proven base path.
AI Engineer - Applied Readiness
An advanced, industry-focused track built on a proven base path.