Contents

Frontend Development

UI/UX for Engineers

The design and product sense that makes interfaces actually work for people.

Backend Engineer

Mid-level

Own a feature end to end without hand-holding.

Data Analyst

Mid-level

Own an analysis end to end, from vague question to recommendation.

  • A/B TestingComparing two variants with real users to see which performs better.

Data Engineer

Mid-level

Own pipelines and models end to end, including their quality.

  • A/B TestingComparing two variants with real users to see which performs better.
  • Product AnalyticsTracking how people use features to inform decisions.

Frontend Engineer

Junior

Build UI that works, ship small changes safely, ask good questions.

Core: start here

5 more junior concepts

Mid-level

Own a feature end to end without hand-holding.

Core: start here

8 more mid-level concepts

Senior

Own an app's architecture, performance, and failure modes.

Tech Entrepreneur

MVP

Ship the smallest thing someone will use or pay for, and set up the company properly.

Product-Market Fit

Get users who stay, pay and tell others; raise your first real round.

  • A/B TestingComparing two variants with real users to see which performs better.
  • Dark PatternsDeceptive UI that tricks users, and why to refuse to build it.

Growth

Make acquisition and revenue repeatable; hire, raise and build a board.