Contents

Career & Leadership

Junior Habits & First Job

The habits that make a junior engineer effective, fast.

Backend Engineer track

Junior

Write correct code, ship small changes safely, ask good questions.

Core: start here

11 more junior concepts

Mid-level

Own a feature end to end without hand-holding.

Nothing here yet.

Senior

Own a system, its failure modes, and its trade-offs.

Nothing here yet.

Staff

Shape how many teams build, across systems.

Nothing here yet.

Principal

Set technical direction for the organization.

Nothing here yet.

Data Analyst track

Junior

Write correct SQL, build trusted dashboards, ask good questions.

Mid-level

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

Senior

Own experimentation and metrics design; call out bad numbers.

Nothing here yet.

Staff

Shape how the organization measures and decides.

Nothing here yet.

Principal

Set measurement strategy across the company.

Nothing here yet.

Data Engineer track

Junior

Build and fix pipelines from clear specs; write correct SQL.

Core: start here

11 more junior concepts

Mid-level

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

Nothing here yet.

Senior

Design the platform's storage, processing and modeling choices.

Nothing here yet.

Staff

Shape how the whole organization produces and uses data.

Nothing here yet.

Principal

Set data strategy and architecture across the company.

Nothing here yet.

Frontend Engineer track

Junior

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

Core: start here

11 more junior concepts

Mid-level

Own a feature end to end without hand-holding.

Nothing here yet.

Senior

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

Nothing here yet.

Staff

Shape how many teams build, across apps.

Nothing here yet.

Principal

Set technical direction for the organization.

Nothing here yet.