37 roles
Software, Data & AI
Fields: Software Development · Data & Analytics · IT & Cloud Infrastructure
Careers
406 roles. One path each.
Pick a role to see how to get in: every chapter, how long it takes, and what you will have to show at the end.
8 career areas
406 roles in 29 fields, grouped into 8 areas.
117 roles
Engineering & Infrastructure
Fields: Electrical & Electronics Engineering · Mechanical & Design Engineering · Aerospace & Systems Engineering · Civil & Environmental Engineering · Chemical & Materials Engineering · Manufacturing & Quality Engineering · Production & Agricultural Operations
37 roles
Design & Creative Arts
Fields: Digital & Product Design · Physical & Industrial Design · Media & Performance Arts
48 roles
Business, Finance & Strategy
Fields: Product & Program Management · Finance & Accounting · Consulting & Strategy · Supply Chain & Logistics
54 roles
Sales, Marketing & People
Fields: Marketing & Communications · Sales & Customer Success · Hospitality & Food Service · HR & Office Operations
54 roles
Skilled Trades & Technical
Fields: Electrical & Instrumentation Trades · Mechanical & Fabrication Trades · Construction & Building Trades · Specialized Technicians
41 roles
Public Service & Society
Fields: Education & Learning · Law Enforcement & Defense · Legal, Policy & Planning
18 roles
Health & Science
Fields: Health & Clinical
Across all 406 roles
How AI is changing work
Totals from our September 2026 review. Each role's details are in the app.
How much AI changes each task (2,424 tasks)
- Mostly done by AI: 204
- Sped up a lot: 806
- Lightly changed: 752
- Barely touched: 662
Jobs over the next four years
- Growing: 186
- Steady: 175
- Fewer openings: 45
Behind the numbers
- 406 roles reviewed
- 2,424 tasks rated
- 935 sources opened and read
- Last review: September 2026
In the app
This is the summary. The app has the detail.
For every role, in the app
- how AI affects each of its tasks;
- whether the job is growing or shrinking over the next four years;
- how hard the first job is to get;
- similar roles that are easier to get into;
- the full plan, chapter by chapter: practice, projects, people and interview prep.
For every field, in the app
- where the field is going, and its specialist areas;
- what people earn at each stage;
- where people find jobs;
- common mistakes hiring managers see.
Roles people are looking at
Software EngineerSoftware Development13 chapters · About 5–6 monthsData AnalystData & Analytics15 chapters · About 6 monthsNurseHealth & Clinical14 chapters · About 5–6 monthsProduct ManagerProduct & Program Management14 chapters · About 5–6 monthsGraphic DesignerDigital & Product Design14 chapters · About 3 monthsMechanical EngineerMechanical & Design Engineering13 chapters · About 5–6 monthsElectricianElectrical & Instrumentation Trades13 chapters · About 5–6 monthsTeacherEducation & Learning13 chapters · About 5–6 months
Get ready for the career you want.
Free to start. One role, everything it takes.
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