What is coming
New work arrives as a layer on top of the old work, not as a replacement for it.
average wage premium for jobs requiring AI skills
faster growth in AI-specialist postings than in all jobs, 2025
growth in forward-deployed engineering postings in one year
growth in AI-exposed junior roles redesigned to demand senior skills
Five clusters show up consistently in the 2025–26 data, in rough order of evidence strength.
Build it. AI specialist postings grew 68.9% in 2025 against 8.6% for all jobs, with a 62% average wage premium for AI skills.PwC 2026 AI engineer has been the fastest-growing US job title for two years running.LinkedIn 2026
Deploy it inside someone else’s building. Forward-deployed engineering postings grew from 643 to 5,330 in a year, because enterprise AI projects fail for organisational reasons rather than technical ones.Exponent 2026
Feed and teach it. Data annotation and evaluation, ranked fourth among LinkedIn’s fastest-growing US roles, and the one entry point that rewards domain knowledge over coding.LinkedIn 2026
Govern it. Roughly seven builders are hired per governance hire across the EU postings one study examined, and independent governance consultants charge $800–$2,000 a day.Axipro 2026
Supervise it. As agents take routine work, someone reviews outputs, handles exceptions, assures quality and documents decisions. AI rarely removes work without creating oversight obligations.McKinsey 2025 This is where most net new employment is actually landing.
Forward-deployed engineering postings
Exposure has pulled pay up, not down
Five clusters
Where the new work is arriving
Build the systems
AI specialist postings grew 68.9% in 2025 while all jobs grew 8.6%. AI engineer has been the fastest-growing US title for two years running.
pwc-barometerDeploy them inside someone else
Forward-deployed engineering postings went from 643 to 5,330 in a year, because enterprise AI projects fail for organisational reasons.
fde-dataFeed and teach the models
Data annotation and evaluation — ranked fourth among the fastest-growing US roles, and the entry point that rewards domain knowledge over coding.
linkedin-riseGovern and audit them
Regulation attaches a permanent function: roughly seven builders are hired per governance hire across the EU postings one study examined.
axiproSupervise the machines
Reviewing outputs, handling exceptions, assuring quality, documenting decisions. AI rarely removes work without creating oversight obligations.
mckinsey-workforceEmerging profiles
Evidence is real but young
AI engineer (applied / LLM)
The single fastest-growing job title in the US, two years running.
Forward deployed engineer
Postings up 729% in a year: the job that exists because AI projects fail for organisational reasons.
Data annotators and AI trainers
The most accessible on-ramp into AI work, and the one that rewards domain expertise over coding.
AI governance, risk and audit
Regulation creates a function; the function creates the jobs.