The index

Jobs of the future, described honestly

Emerging directions of work, described the same way each time: what the days actually contain, why it is appearing now, what AI changes, the human abilities involved, what it can grow out of, and one small way to test it this week.

24 directions · 5 families · no salary claims

Nobody knows which of these becomes a settled job title. That is the point of the format: every entry states what is genuinely unknown about it, and ends with one small experiment you could run this week to find out whether you like the work. If a direction survives that, it is worth more of your time than any prediction. The method is here.

Build and make

6 directions in this family.

6 pieces

Build and make01Digital accessibility engineerMaking software genuinely usable by people who navigate it by voice, keyboard, screen reader or with a shaking hand.Build and make02AI product prototyperTurning a half-formed idea into something working by Friday, so a real person can react to it instead of to a slide.Build and make03Sound and acoustics installerMeasuring how a room actually sounds and changing it — for classrooms, clinics, studios, restaurants and homes.Build and make04Bio-materials fabricatorGrowing and making things out of living materials — mycelium, algae, agricultural waste — and getting them to behave consistently.Build and make05Robot fleet supervisorKeeping a group of machines working in a real building — warehouse, hospital, farm, hotel — including all the ways they get stuck.Build and make06Precision fermentation technicianRunning the tanks that make ingredients — proteins, fats, enzymes — from microbes, and keeping every batch the same.

Systems and data

7 directions in this family.

7 pieces

Systems and data01AI workflow designerRedesigning how a real team gets work done once part of the work can be handed to a model, and being accountable for what happens at the handover.Systems and data02Model evaluation writerDesigning the tests that show whether an AI system is good enough for a specific real use, and writing down honestly where it fails.Systems and data03Agentic systems operatorRunning the software that acts on its own — watching what it does, catching it early, and deciding when to stop it.Systems and data04Synthetic data curatorMaking and checking the artificial examples used to train and test systems, and being the person who notices what the data quietly leaves out.Systems and data05Provenance and authenticity analystWorking out where a piece of media, a document or a claim actually came from, and saying so in a way that holds up.Systems and data06Supply chain traceability analystFinding out where things really come from, so a company can say something true about its products.Systems and data07Cyber-physical security testerTrying to break into things that move or matter — building systems, vehicles, clinical devices, plant — before someone else does.

Land, energy and climate

7 directions in this family.

7 pieces

Land, energy and climate01Drone survey operatorFlying to collect data that matters — roof condition, crop stress, flood risk, site progress — and turning it into something a decision rests on.Land, energy and climate02Energy retrofit assessorWorking out what an existing building actually needs — in what order, at what cost — to be warmer and cheaper to run without causing damp.Land, energy and climate03Battery second-life technicianTesting, sorting and rebuilding used battery packs so they can do a second job, safely.Land, energy and climate04Grid flexibility coordinatorGetting paid for moving electricity demand in time — coordinating batteries, freezers, heat pumps and factories so the grid holds.Land, energy and climate05Restoration technicianPutting habitat back and proving it worked — rivers, peat, hedgerow, reef, meadow — mostly with your body and a monitoring sheet.Land, energy and climate06Heat resilience plannerMaking a specific place survive a hot week — shade, water, cool rooms, and the plan for who checks on whom.Land, energy and climate07Water systems technicianFinding leaks, keeping treatment running and getting water where it needs to be, in systems that are older than everyone working on them.

People, health and care

3 directions in this family.

3 pieces

People, health and care01Clinical AI safety reviewerChecking that AI used in care is safe for the actual patients in front of you, and stopping it when it is not.People, health and care02Community health navigatorWalking alongside people through a system that assumes they can manage it — appointments, forms, housing, benefits, follow-up.People, health and care03Assistive tech coordinatorChoosing, fitting and maintaining the technology that lets someone stay in their own home — and teaching the people around them.

Stories and meaning

1 directions in this family.

1 piece

Stories and meaning01AI tutor designerDesigning how a machine should teach one specific thing — including when it should refuse to give the answer.

Don't pick your future. Test it.

OffLadder is a career exploration tool for people who don't know what to do next. It gives you directions worth exploring and small real-world experiments to test them, instead of a personality label. Built for a world where AI is changing jobs faster than traditional career advice can keep up.

Show me what I could try