Contents

Collaboration & Process

Agile & Delivery Process

Sprints, boards, tickets and the rituals around shipping.

Backend Engineer track

Junior

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

Core: start here

14 more junior concepts
  • AgileDelivering in small increments and adapting to feedback.
  • BacklogThe prioritized list of work that hasn't started yet.
  • Backlog RefinementClarifying and sizing upcoming work.
  • Daily StandupA short daily sync on progress and blockers.
  • EpicA large body of work split into smaller stories.
  • KanbanVisualizing work on a board and limiting work in progress.
  • RetrospectiveA regular meeting to reflect on how the team works and improve it.
  • ScrumAn agile framework with sprints, roles and ceremonies.
  • Software Development LifecycleThe stages from idea to production to maintenance.
  • SprintA fixed period, often two weeks, to deliver planned work.
  • Sprint PlanningChoosing the work for the next sprint.
  • Sprint Review / DemoShowing what was built to stakeholders.
  • User Story"As a user, I want… so that…": a requirement from the user's point of view.
  • WaterfallSequential phases from requirements to release.

Mid-level

Own a feature end to end without hand-holding.

Senior

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

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.

Nothing here yet.

Mid-level

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

  • Acceptance CriteriaThe conditions a story must meet to be done.
  • User Story"As a user, I want… so that…": a requirement from the user's point of view.

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

14 more junior concepts
  • AgileDelivering in small increments and adapting to feedback.
  • BacklogThe prioritized list of work that hasn't started yet.
  • Backlog RefinementClarifying and sizing upcoming work.
  • Daily StandupA short daily sync on progress and blockers.
  • EpicA large body of work split into smaller stories.
  • KanbanVisualizing work on a board and limiting work in progress.
  • RetrospectiveA regular meeting to reflect on how the team works and improve it.
  • ScrumAn agile framework with sprints, roles and ceremonies.
  • Software Development LifecycleThe stages from idea to production to maintenance.
  • SprintA fixed period, often two weeks, to deliver planned work.
  • Sprint PlanningChoosing the work for the next sprint.
  • Sprint Review / DemoShowing what was built to stakeholders.
  • User Story"As a user, I want… so that…": a requirement from the user's point of view.
  • WaterfallSequential phases from requirements to release.

Mid-level

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

Senior

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

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

14 more junior concepts
  • AgileDelivering in small increments and adapting to feedback.
  • BacklogThe prioritized list of work that hasn't started yet.
  • Backlog RefinementClarifying and sizing upcoming work.
  • Daily StandupA short daily sync on progress and blockers.
  • EpicA large body of work split into smaller stories.
  • KanbanVisualizing work on a board and limiting work in progress.
  • RetrospectiveA regular meeting to reflect on how the team works and improve it.
  • ScrumAn agile framework with sprints, roles and ceremonies.
  • Software Development LifecycleThe stages from idea to production to maintenance.
  • SprintA fixed period, often two weeks, to deliver planned work.
  • Sprint PlanningChoosing the work for the next sprint.
  • Sprint Review / DemoShowing what was built to stakeholders.
  • User Story"As a user, I want… so that…": a requirement from the user's point of view.
  • WaterfallSequential phases from requirements to release.

Mid-level

Own a feature end to end without hand-holding.

Senior

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

Staff

Shape how many teams build, across apps.

Nothing here yet.

Principal

Set technical direction for the organization.

Nothing here yet.