Will AI replace Engineering project managers and project engineers?

Not as a job, but it is already doing parts of the work. Across the 58 official task statements scored for Engineering project managers and project engineers (United Kingdom, SOC 2127), 45% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 54 out of 100 (range 48–61, band: partial). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.

What should someone working in “Engineering project managers and project engineers” do about AI?

Start from the ledger rather than the headline: 45% of this job's weighted core work is exposed, and roughly 24% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.

How is the AI exposure score for Engineering project managers and project engineers calculated?

Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 58 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

UK dataswitch to US

Engineering project managers and project engineers

assessing the levels of risk on a project, monitoring and measuring financial aspects of projects to enable effective cost forecasting and planning timescales and the resources. If that's your week, this page is about your job.

The honest answer

This job is splitting in two: estimating budgets and preparing capital expenditure requests for projects is work AI now does quickly and cheaply, and communicating with client organisation staff at all levels to gather project requirements is work it can't touch.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 45%
changing shape: 30%
staying human: 24%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

Whole-job exposure score 54 out of 100 (48–61 allowing for uncertainty): partial exposure, across 58 scored tasks. The number is the support for the sentence above it, not a headline about anyone’s future.

How we know this

What is measured: Every published task statement for engineering project managers and project engineers is rated on five dimensions: can a model produce the output, does the work need a body in a room, does it need a legally accountable person, does it depend on a person being trusted in the moment, and how much data exists. A published formula turns those five ratings into the score; the model never writes the number.

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Which half fills your week decides your exposure. Moving toward the second half is a real, doable plan.

Your week, as this page understands it

Engineering project managers and project engineers schedule, manage and oversee engineering projects for quality of work, timeliness and completion within budget, plan, design and specify materials and equipment for the project and create necessary technical drawings. The job title says “engineering project managers” or “project engineers”: officially one job, two names. The real job is the part underneath: communicating with client organisation staff at all levels to gather project requirements. That is the thing someone has to be right about.

The exposed part of this job is specific, and we won’t pretend it is coming back. But engineering project managers and project engineers is not one task. It is 58 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is communicating with client organisation staff at all levels to gather project requirements, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 45%
changing shape: 30%
staying human: 24%

These bars are tasks changing hands, not people being counted out. The ledger below shows which.

How we know this

How the bar is built: Each task’s share of the bar is its published importance weight, so a task you do all day counts for more than one you do twice a year.

Release: 2026-q4.1, scores computed 2026-08-04. Read the full method.

Your job, task by task

These are the official task statements for this occupation, in plain English, sorted by what the evidence says is happening to each one. The official wording sits under every line so you can check the rewrite against it.

25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Shifting to AI

26 tasks

Tasks today’s tools can already do most of. This is the part we will not soften: where these rows are the bulk of your week, the week changes.

Estimating budgets and preparing capital expenditure requests for projects
This is reading one thing and writing another: budgets in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Estimate budgets and prepare capital expenditure requests for projects.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Building a budget and a capital request from cost data is standard spreadsheet and document work.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Writing detailed reports on project progress for stakeholders
This is reading one thing and writing another: detailed reports in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Write detailed reports on project progress for stakeholders.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Progress reports are written from information already recorded, which software does quickly and well.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Maintaining cost reports to track project expenses
This is reading one thing and writing another: cost reports in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Maintain cost reports to track project expenses.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Cost reports are built from ledger data, the kind of routine reporting software already produces.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Creating project timetables to ensure timely completion
This is reading one thing and writing another: project timetables in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Create project timetables to ensure timely completion.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Building a project programme from tasks, durations and dependencies is scheduling software already does.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Changing shape

18 tasks

Tasks where the machine takes the producing and a person keeps the checking, the deciding, or the answering-for-it. For most jobs this is the biggest group, and it is where "transformation, not termination" is literally visible.

Assessing the levels of risk on a project
The software now makes the first pass at the levels of risk, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 90 · 2127/00
Source: “Assess the levels of risk on a project.” (UK task statement)
How this row was scored
Exposure score: 50 out of 100 (43–57 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Assessing project risk uses documented methods and registers, so software drafts the assessment for an engineer to sharpen.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Developing comprehensive project controls plans and reporting frameworks for meaningful data
The software now makes the first pass at comprehensive project controls plans, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2127/00
Source: “Develop comprehensive project controls plans and reporting frameworks for meaningful data.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Controls plans and reporting templates follow well-known frameworks that AI can draft to a usable standard.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Interpreting technical specifications, manufacturers' instructions and drawings for construction projects
The software now makes the first pass at technical specifications, manufacturers' instructions and drawings, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 85 · 2127/00
Source: “Interpret technical specifications, manufacturers' instructions, and drawings for construction projects.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Specifications and drawings are structured documents AI reads well, though site checks still confirm what is built.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

Staying human

14 tasks

Tasks that stay with a person, because they happen in the physical world, because the rules need someone accountable, or because the value is that a specific person does them.

Ensuring projects comply
The ratings behind this row put projects well outside what today's tools can do on their own.
importance 90 · 2127/00
Source: “Ensure projects comply with technical, quality, health, safety, and environmental legislation.” (UK task statement)
How this row was scored
Exposure score: 38 out of 100 (31–45 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Checking projects against legal and quality requirements is documented comparison work, though confirming reality means visiting the job.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Assigning duties, responsibilities and spans of authority to project personnel
The value here is that a specific person handles duties, responsibilities and spans of authority and stands behind it. That is earned, not computed.
importance 85 · 2127/00
Source: “Assign duties, responsibilities, and spans of authority to project personnel.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Handing out duties and authority is a decision people accept because of who makes it.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 2/4.
Identifying and managing risks associated with the work
The ratings behind this row put risks well outside what today's tools can do on their own.
importance 85 · 2127/00
Source: “Identify and manage risks associated with the work.” (UK task statement)
How this row was scored
Exposure score: 32 out of 100 (25–39 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Risk identification uses documented methods and registers software handles, though spotting site-specific risks still benefits from an engineer's eye.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.

Show the other 48 tasks

Monitoring and auditing data quality to ensure accuracy and reliability
shifting to AI
This is reading one thing and writing another: data quality in, a record out. That is the shape today's tools are built for.
importance 70 · 2127/00
Source: “Monitor and audit data quality to ensure accuracy and reliability.” (UK task statement)
How this row was scored
Exposure score: 93 out of 100 (89–97 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Checking data for gaps and errors is a rule-based job software runs continuously.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring and measuring financial aspects of projects to enable effective cost forecasting
shifting to AI
This is reading one thing and writing another: financial aspects of projects in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Monitor and measure financial aspects of projects to enable effective cost forecasting.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Tracking spend against forecast is exactly the number-crunching software already does continuously.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Monitoring construction project costs in support of commercial staff
shifting to AI
This is reading one thing and writing another: construction project costs in, a record out. That is the shape today's tools are built for.
importance 75 · 2127/00
Source: “Monitor construction project costs in support of commercial staff.” (UK task statement)
How this row was scored
Exposure score: 81 out of 100 (77–85 allowing for uncertainty): very high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Monitoring construction costs against budget is routine number tracking already handled by cost systems.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Updating IT project schedules and allocate funding and staffing resources
shifting to AI
This is reading one thing and writing another: IT project schedules in, a record out. That is the shape today's tools are built for.
importance 70 · 2127/00
Source: “Update IT project schedules and allocate funding and staffing resources.” (UK task statement)
How this row was scored
Exposure score: 79 out of 100 (75–83 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Updating schedules and reallocating funding and people is structured system work once the changes are known.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Monitoring project milestones and deliverables
shifting to AI
This is reading one thing and writing another: project milestones in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Monitor project milestones and deliverables.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Milestone and deliverable tracking is dashboard work pulled straight from project systems.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Planning construction project activities to meet deadlines
shifting to AI
This is reading one thing and writing another: construction project activities in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Plan construction project activities to meet deadlines.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Sequencing site activities against deadlines is planning software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Planning timescales and the resources
shifting to AI
This is reading one thing and writing another: timescales in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Plan timescales and the resources needed.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (68–82 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Draft plans generate quickly, but realistic timings depend on knowing what this particular team can deliver.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Reviewing modifications to project plans
shifting to AI
This is reading one thing and writing another: modifications in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Review modifications to project plans.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reviewing plan changes for impact and consistency is document checking software does reliably.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Analysing and interpreting quantitative and qualitative data to inform research and development decisions
shifting to AI
This is reading one thing and writing another: quantitative in, a record out. That is the shape today's tools are built for.
importance 75 · 2127/00
Source: “Analyse and interpret quantitative and qualitative data to inform research and development decisions.” (UK task statement)
How this row was scored
Exposure score: 75 out of 100 (71–79 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Analysing and interpreting project data is core analysis work that current tools do capably.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Analysing and benchmarking the outcomes of project value estimates
shifting to AI
This is reading one thing and writing another: the outcomes of project value estimates in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Analyse and benchmark the outcomes of project value estimates.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Comparing estimate outcomes against past projects is number work on records the business already holds.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Ensuring alignment between cost and scheduling using the coding structures
shifting to AI
This is reading one thing and writing another: alignment in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Ensure alignment between cost and schedule using the coding structures.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Matching cost codes to schedule activities is systematic data work that software can check far faster.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Selecting and using forecasting techniques to predict cost and schedule outcomes
shifting to AI
This is reading one thing and writing another: techniques in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Select and use forecasting techniques to predict cost and schedule outcomes, considering technical and sector requirements.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Forecasting methods are documented and mathematical, so tools can run and compare them quickly.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Creating project controls content for invitations to tender
shifting to AI
This is reading one thing and writing another: project controls content in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Create project controls content for invitations to tender.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Tender content is largely standard wording that AI drafts well from the project’s own documents.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Performing cost and scheduling risk analysis for the project
shifting to AI
This is reading one thing and writing another: cost in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Perform cost and schedule risk analysis for the project.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Cost and schedule risk analysis runs on documented statistical methods that tools already automate.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Conducting optimisation and efficiency practices and generating reports with recommendations
shifting to AI
This is reading one thing and writing another: optimisation in, a record out. That is the shape today's tools are built for.
importance 75 · 2127/00
Source: “Conduct optimisation and efficiency practices and generate reports with recommendations.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Efficiency analysis and written recommendations are the kind of report AI drafts to a usable standard.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Identifying effective mitigation measures for the risk management process
shifting to AI
This is reading one thing and writing another: effective mitigation measures in, a record out. That is the shape today's tools are built for.
importance 75 · 2127/00
Source: “Identify effective mitigation measures for the risk management process.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Common engineering risks and their fixes are well documented, so sensible mitigations can be suggested automatically.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Interrogating bids and contractual requirements to ensure deliverables meet organisational objectives
shifting to AI
This is reading one thing and writing another: bids in, a record out. That is the shape today's tools are built for.
importance 75 · 2127/00
Source: “Interrogate bids and contractual requirements to ensure deliverables meet organisational objectives.” (UK task statement)
How this row was scored
Exposure score: 66 out of 100 (59–73 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reading bids and contract terms against requirements is document comparison that AI does quickly and thoroughly.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Providing verbal or written project status reports to project teams
shifting to AI
This is reading one thing and writing another: verbal in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Provide verbal or written project status reports to project teams, management, subcontractors, customers, or owners.” (UK task statement)
How this row was scored
Exposure score: 65 out of 100 (58–72 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Status reports write themselves from project data, though difficult news still lands better in person.
The five ratings: output a model can produce 4/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Requesting and reviewing project updates to ensure deadlines are met
shifting to AI
This is reading one thing and writing another: project updates in, a record out. That is the shape today's tools are built for.
importance 85 · 2127/00
Source: “Request and review project updates to ensure deadlines are met.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Chasing updates and checking them against the plan is routine coordination software handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Adapting and adjusting daily planning to accommodate new developments in research projects
shifting to AI
This is reading one thing and writing another: planning in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Adapt and adjust daily planning to accommodate new developments in research projects.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Reworking a plan when something changes is scheduling work that planning tools handle well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Communicating project information through presentations
shifting to AI
This is reading one thing and writing another: project information in, a record out. That is the shape today's tools are built for.
importance 80 · 2127/00
Source: “Communicate project information through presentations.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (57–71 allowing for uncertainty): high exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Slides and notes are easy for these tools to produce, but standing up and presenting is a person's job.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Evaluating and selecting providers of services according to customer requirements
shifting to AI
This is reading one thing and writing another: providers of services in, a record out. That is the shape today's tools are built for.
importance 75 · 2127/00
Source: “Evaluate and select providers of services according to customer requirements.” (UK task statement)
How this row was scored
Exposure score: 64 out of 100 (60–68 allowing for uncertainty): high exposure, high confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Comparing providers against customer requirements is structured analysis, with the final choice discussed.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Providing feedback to product design teams so that products can be tailored to clients' needs
changing shape
The software now makes the first pass at feedback, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2127/00
Source: “Provide feedback to product design teams so that products can be tailored to clients' needs.” (UK task statement)
How this row was scored
Exposure score: 57 out of 100 (50–64 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; mistakes that are cheap to catch.
The rating behind it: Turning customer comments into useful design feedback is largely writing up patterns, which software does well from records.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Creating and managing documentation in collaboration with production staff
changing shape
The software now makes the first pass at documentation, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 2127/00
Source: “Create and manage documentation in collaboration with production staff.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Project documentation is largely templated writing, though the detail comes from staff on the job.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Contributing to the mitigation of disputes using accurate records
changing shape
The software now makes the first pass at the mitigation of disputes, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2127/00
Source: “Contribute to the mitigation of disputes using accurate records.” (UK task statement)
How this row was scored
Exposure score: 56 out of 100 (49–63 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Pulling accurate records together to settle a dispute is document work AI handles well.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Identifying and reviewing resource needs with personnel
changing shape
The software now makes the first pass at resource needs, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 80 · 2127/00
Source: “Identify and review resource needs with personnel.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Working out resource needs is planning work, though agreeing them happens in conversation with managers.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Reporting and communicating controls information and recommendations effectively to influence decision-makers and colleagues
changing shape
The software now makes the first pass at controls information, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 80 · 2127/00
Source: “Report and communicate controls information and recommendations effectively to influence decision-makers and colleagues.” (UK task statement)
How this row was scored
Exposure score: 53 out of 100 (46–60 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; the value is that a specific person does it.
The rating behind it: The analysis and slides come easily, but persuading decision-makers depends on who is in the room.
The five ratings: output a model can produce 3/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Determining the best methodology for estimating project value considering design maturity and risks
changing shape
The software now makes the first pass at the best methodology, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2127/00
Source: “Determine the best methodology for estimating project value considering design maturity and risks.” (UK task statement)
How this row was scored
Exposure score: 50 out of 100 (43–57 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Choosing an estimating method depends on how mature the design is, a judgement call from experience.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Continuouslying improve project control by monitoring and incorporating innovative techniques
changing shape
The software now makes the first pass at improve project control, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2127/00
Source: “Continuously improve project control by monitoring and incorporating innovative techniques, technologies, and lessons from other projects.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Scanning for better techniques is good AI work, but knowing what fits this project takes experience.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Evaluating the validity of assumptions in project planning and execution
changing shape
The software now makes the first pass at the validity of assumptions, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2127/00
Source: “Evaluate the validity of assumptions in project planning and execution.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Testing whether planning assumptions hold needs knowledge of the site and supply chain, not just numbers.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Implementing project control procedures to ensure managers receive consistent and quality technical information
changing shape
The software now makes the first pass at project control procedures, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2127/00
Source: “Implement project control procedures to ensure managers receive consistent and quality technical information.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Procedures can be drafted quickly, but embedding them across a project team takes people to follow through.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Understanding, and applying businessing and commercial knowledge to engineering projects
changing shape
The software now makes the first pass at commercial knowledge, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 80 · 2127/00
Source: “Understand and apply business and commercial knowledge to engineering projects.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Commercial reasoning can be supported by analysis, though applying it well depends on knowing the business.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Challenging existing technical coding and breakdown structures to ensure engineering activities are correctly
changing shape
The software now makes the first pass at technical coding and breakdown structures, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2127/00
Source: “Challenge existing technical coding and breakdown structures to ensure engineering activities are correctly represented.” (UK task statement)
How this row was scored
Exposure score: 49 out of 100 (42–56 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Questioning whether coding structures reflect the engineering takes hands-on familiarity with how the work is done.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Identifying and evaluating suppliers for specific project needs
changing shape
The software now makes the first pass at suppliers, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2127/00
Source: “Identify and evaluate suppliers for specific project needs.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Finding and comparing suppliers is largely research and scoring, with some checking in person.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Planning and coordinating meetings and events
changing shape
The software now makes the first pass at meetings, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 70 · 2127/00
Source: “Plan and coordinate meetings and events.” (UK task statement)
How this row was scored
Exposure score: 48 out of 100 (41–55 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: reading one thing and writing another; the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Planning is desk work, but running an event on the day needs someone there.
The five ratings: output a model can produce 3/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Setting the strategy for management of the controls baseline
changing shape
The software now makes the first pass at the strategy, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.
importance 75 · 2127/00
Source: “Set the strategy for management of the controls baseline including scope, schedule, risk, and cost.” (UK task statement)
How this row was scored
Exposure score: 43 out of 100 (36–50 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; mistakes that are cheap to catch.
The rating behind it: Setting the controls strategy depends on judgement about this project’s risks and the client’s priorities.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 3/4.
Resolving specific engineering problems by consulting with engineering staff and other relevant personnel
changing shape
The software now makes the first pass at specific engineering problems, but the part that matters is a person saying it and standing behind it. So the job becomes checking and deciding rather than producing.
importance 70 · 2127/00
Source: “Resolve specific engineering problems by consulting with engineering staff and other relevant personnel.” (UK task statement)
How this row was scored
Exposure score: 40 out of 100 (33–47 allowing for uncertainty): partial exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Working an engineering problem out with colleagues depends on the discussion between them.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Proposing design and development solutions that address customer
staying human
The ratings behind this row put design well outside what today's tools can do on their own.
importance 75 · 2127/00
Source: “Propose design and development solutions that address customer, environmental, safety, cost, and timescale requirements.” (UK task statement)
How this row was scored
Exposure score: 37 out of 100 (30–44 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch.
The rating behind it: Balancing customer, safety, cost and timescale demands can be drafted digitally, but the trade-off judgement stays with the engineer.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 1/4 · how much data exists 2/4.
Enforcing project control change procedures
staying human
The value here is that a specific person handles project control change procedures and stands behind it. That is earned, not computed.
importance 80 · 2127/00
Source: “Enforce project control change procedures.” (UK task statement)
How this row was scored
Exposure score: 35 out of 100 (28–42 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: The change procedure is written down, but making people follow it takes standing with the team.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Monitoring the performance of project team members
staying human
The value here is that a specific person handles the performance of project team members and stands behind it. That is earned, not computed.
importance 80 · 2127/00
Source: “Monitor the performance of project team members, providing and documenting performance feedback.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (21–35 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Performance feedback lands because a specific manager gives it, and the useful evidence is not all written down.
The five ratings: output a model can produce 2/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Developing innovative solutions to complex technical engineering problems using analytical techniques
staying human
The ratings behind this row put innovative solutions well outside what today's tools can do on their own.
importance 75 · 2127/00
Source: “Develop innovative solutions to complex technical engineering problems using analytical techniques.” (UK task statement)
How this row was scored
Exposure score: 28 out of 100 (24–32 allowing for uncertainty): low exposure, high confidence.
Why it sits in this group: the five ratings behind the score, with no single dominant reason.
The rating behind it: Genuinely novel engineering solutions need original judgement; software helps with analysis but rarely produces the answer.
The five ratings: output a model can produce 1/4 · needs a body in a room 0/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Leading reviews to underpin the risk management process
staying human
The value here is that a specific person handles reviews and stands behind it. That is earned, not computed.
importance 80 · 2127/00
Source: “Lead reviews to underpin the risk management process.” (UK task statement)
How this row was scored
Exposure score: 26 out of 100 (19–33 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: the same decision, made over and over; the value is that a specific person does it.
The rating behind it: Risk registers draft well, but a useful risk review depends on people talking honestly in a room.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 1/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.
Recruiting or hiring project personnel
staying human
The value here is that a specific person handles project personnel and stands behind it. That is earned, not computed.
importance 75 · 2127/00
Source: “Recruit or hire project personnel.” (UK task statement)
How this row was scored
Exposure score: 21 out of 100 (17–25 allowing for uncertainty): low exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Hiring people onto a project turns on judgement and rapport built in interviews.
The five ratings: output a model can produce 2/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Obtaining final approval on project deliverables from the client
staying human
The value here is that a specific person handles final approval and stands behind it. That is earned, not computed.
importance 85 · 2127/00
Source: “Obtain final approval on project deliverables from the client.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (14–22 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Sign-off is a client deciding they trust the work, which is a conversation rather than a document.
The five ratings: output a model can produce 1/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Providing leadership and steering across project controls functions
staying human
The value here is that a specific person handles leadership and stands behind it. That is earned, not computed.
importance 85 · 2127/00
Source: “Provide leadership and steering across project controls functions.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Leading a controls team is about credibility with the people doing the work.
The five ratings: output a model can produce 1/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Negotiating with project stakeholders to obtain resources or materials
staying human
The value here is that a specific person handles project stakeholders and stands behind it. That is earned, not computed.
importance 75 · 2127/00
Source: “Negotiate with project stakeholders to obtain resources or materials.” (UK task statement)
How this row was scored
Exposure score: 18 out of 100 (11–25 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Negotiating for resources depends on standing and relationships with the people deciding.
The five ratings: output a model can produce 1/4 · needs a body in a room 0/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Communicating with client organisation staff at all levels to gather project requirements
staying human
The value here is that a specific person handles client organisation staff and stands behind it. That is earned, not computed.
importance 85 · 2127/00
Source: “Communicate with client organisation staff at all levels to gather project requirements.” (UK task statement)
How this row was scored
Exposure score: 13 out of 100 (9–17 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the value is that a specific person does it.
The rating behind it: Drawing real requirements out of client staff depends on trust and reading the room, which needs a person in the conversation.
The five ratings: output a model can produce 1/4 · needs a body in a room 1/4 · needs an accountable person 0/4 · needs to be trusted in the moment 3/4 · how much data exists 2/4.
Integrating systems and components, ensuring proper diagnostics and testing
staying human
This work happens in the physical world: systems, in a real place. Software cannot follow it there.
importance 70 · 2127/00
Source: “Integrate systems and components, ensuring proper diagnostics and testing.” (UK task statement)
How this row was scored
Exposure score: 9 out of 100 (5–13 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: the same decision, made over and over; work that happens in the physical world.
The rating behind it: Integrating and testing real systems and components needs engineers with the hardware in front of them.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

What this job pays, and how many people do it

Median pay: £53,100a year, before tax, the middle of the range, so half earn more and half earn less.ashe-t14, 2025 · ASHE 2025 provisional (reference April 2025)Provisional, because the ONS revises this figure in the autumn.
How we know this
Source: ashe-t14
Reference period: ASHE 2025 provisional (reference April 2025)
Rounding: Shown to the nearest £100. The exact published figure is in the downloadable dataset. We do not render pounds the survey cannot support.
People doing this job: 79,700in the UK, 2026.nomis-aps · Apr 2025-Mar 2026 (latest APS 12-month period)This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.

What is deliberately not here: a forecast of how many of these jobs exist in ten years. Where an official projection exists for a market we publish it with its vintage; where it does not, we leave the space empty rather than borrow the other country’s number.

Why this is shifting

The reason is boringly specific. Most of what is shifting here is reading one thing and writing another: detailed reports in, a record out. The rows above are exactly that shape: estimating budgets and preparing capital expenditure requests for projects and writing detailed reports on project progress for stakeholders. What it cannot do is be trusted in person, which is what client organisation staff runs on: someone specific doing it and standing behind it. Which is why this page talks about your tasks changing, not your job ending.

Your move

Over a pint: what I’d tell you if you were my friend

The exposed part of your job is the biggest part, and I am not going to dress that up: estimating budgets and preparing capital expenditure requests for projects is work today's tools do quickly and cheaply, and that is not coming back.

So, given all that: 45% of this job's task weight sits in rows the software is already learning, 30% in rows that change shape rather than disappear, and 24% in rows it is nowhere near. That is the position, measured across 58 scored tasks. It is not a forecast about you.

What you have that the software does not is communicating with client organisation staff at all levels to gather project requirements, plus the years of knowing when something looks wrong before you can say why. That is the raw material for everything below.

This week: one thing

Sit on the machine's side of the desk. Pick one real piece of detailed reports you would normally do yourself, let whatever software you already have take the first pass at it, and then go through what it produced and write down every single thing it got wrong. One evening this week. Do not fix anything yet. Just catch it.

What you end up holding: a written list of the machine’s mistakes, in your handwriting
How long it takes: an evening, or an hour if you pick one job rather than one client

If you can’t run software on your employer’s or your clients’ data: Do the same hunt on paper. Take one printed piece of detailed reports, work through it the way you always do, and mark every point where you made a call rather than followed a rule. Same evening, same list, nothing to log into and nobody to ask permission from. That list is the same artifact: it is the judgment written down.

Over the next 90 days

Change one sentence about what you do. Not on a CV. Out loud, to whoever pays you. From “my job is estimating budgets and preparing capital expenditure requests for projects” to “I check what the software does and tell you what it means.” Your error list from this week is what makes that sentence true instead of a claim, so use it: show it once, to one person, inside the next ninety days. Same skills, priced as judgment rather than as typing.

Over the next 12 months

Walk toward the end of this job that answers for things, and get it recognised. Pick the one part of communicating with client organisation staff at all levels to gather project requirements you are already best at, and spend the year making it formal: a qualification, a named responsibility, a specialism people ask for by name. Price it honestly: that is evenings, it is months rather than weeks, and the seats are competitive because everyone in your position is looking at the same door. Before you pay for anything, spend an hour with National Careers Service. It is free and government-funded, and it is listed below with the rest of the free routes.

The roads out of here, and why I am not sending you down them

I looked at the obvious moves out of this job, and here is what I found.

I checked the 12 nearest UK occupations to engineering project managers and project engineers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was project support officers: only about 23% of its durable work is work you already do and it pays 32.6% less. Your own job splits about 45/55: that share of the list sits in the top exposure band and the rest does not. On this evidence the honest move is inside the job rather than out of it. Become the person who owns “assess the levels of risk on a project”, and let the exposed end go.

How that was checked: this job was compared against all 412 UK occupations in this release on their official task statements, and the 12 nearest were examined one by one. A move that turns on an industry, an employer or a qualification rather than on the work itself will not show up in a check like that. And this release carries no licence register, so anything you are weighing needs that looked up separately.

3 moves I checked and rejected

These are the obvious-looking jumps. They are here with their reasons rather than quietly dropped, because the ones that fail are worth knowing about. It is one less thing to turn over at night.

Project support officers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “obtain final approval on project deliverables from the client”. Across the whole of both lists that adds up to about 23% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 23% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. It is a pay cut, in those words: £35,751 against your £53,064, 32.6% less (ASHE Table 14.7a, 2025 provisional (both)). Retraining to earn less is a decision, not advice.
Look at that job’s page anyway →
IT project managers
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “obtain final approval on project deliverables from the client”. Across the whole of both lists that adds up to about 19% of the work in that job the software is not taking.
Why I am not recommending it: You would be starting most of it from nothing: about 19% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on.
Look at that job’s page anyway →
Quantity surveyors
Why it looked obvious: It came up as a near neighbour because one of your tasks is on their list in the same words: “contribute to the mitigation of disputes using accurate records”. Across the whole of both lists that adds up to about 8% of the work in that job the software is not taking.
Why I am not recommending it: Almost none of it is work you already do: about 8% of the durable side of that job. That is a different job, not a next step.
Look at that job’s page anyway →

What I’d stop worrying about

A friend tells you what not to spend fear on. This is that list.

The headline number you read somewhere
The big “X% of jobs” figures are about the whole economy, not about you. The number that describes your job is on this page: 45% of its task weight, across 58 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
“It’s too late for me to become something else”
You are not starting from zero, and the page shows why: communicating with client organisation staff at all levels to gather project requirements is work the software cannot do and you already do it. The move above is a repricing of what you know, not a new career. Nobody who has just left college has that.
“I should learn to code”
Almost certainly not. The value in your job is moving toward checking, deciding and answering for the output, not toward writing the software. A weekend of Python will not change your position; the error list from this week will.
The “obvious” next job everyone suggests
I checked the obvious moves and most of them did not survive. The reasons are printed with the routes above, including the pay and the gate. A move that fails on the numbers is worth knowing about so you can stop turning it over at night.

If you run a team doing this job

If you run a team doing this job, the conversation you owe them is the one on this page, and sooner than feels comfortable. Show them the ledger rather than a reassurance: the rows moving toward the software are estimating budgets and preparing capital expenditure requests for projects, and the rows that are not are where you want your people visible. Ask each of them to do the this-week move and bring the list to your next one-to-one. It turns a rumour into a piece of work, and it tells you which parts of your team's week are actually at stake. And say the thing out loud that a team lead usually leaves unsaid: a shrinking team is your exposure too, so do the move yourself as well.

You are reading the United Kingdom figures

The United States splits this work across more than one official group, of which Bioengineers and Biomedical Engineers is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United States page →partial match

The other groups this work is counted across:

In US official statistics this job is counted as Bioengineers and Biomedical Engineers, Health and Safety Engineers, Except Mining Safety Engineers and Inspectors, Industrial Engineers, Materials Engineers, Nuclear Engineers and Engineers, All Other. Pay is shown separately for each of those groups (medians cannot be averaged together), while the task list and the scores on this page are for this group only.

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No Space for this job, but one for what is happening to it

Nothing Collab365 runs is built for engineering project managers / project engineers, and we are not going to point you at the nearest one and call it a fit.

There is one that is not about a job title at all. The AI Authority is about being the person who directs these tools at work rather than the person they get compared to. That is worth saying here, because 45% of the work on this page is already inside what they can do.

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The AI Authority is a general community about working with AI, not a course for engineering project managers / project engineers. You do not need it to act on anything here: the moves above cost nothing and stand on their own. The data on this page is the same either way.

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Questions people ask about this job

Will AI replace Engineering project managers and project engineers?: Not as a job, but it is already doing parts of the work. Across the 58 official task statements scored for Engineering project managers and project engineers (United Kingdom, SOC 2127), 45% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 54 out of 100 (range 48–61, band: partial). That is a statement about tasks, not about headcount: this measures what AI could do, not whether any employer adopts it, whether the law allows it, or whether doing the routine parts faster creates more demand for the human parts. Figures are from release 2026-q4.1.
Which tasks in “Engineering project managers and project engineers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Estimate budgets and prepare capital expenditure requests for projects” (93/100, very high); “Write detailed reports on project progress for stakeholders” (93/100, very high); “Monitor and audit data quality to ensure accuracy and reliability” (93/100, very high). Each score comes from five published 0–4 ratings turned into a number by a published formula, and each carries the model's one-sentence reason on the page.
Which tasks in “Engineering project managers and project engineers” stay human?: About 24% of this job's task weight sits in work that scores low for AI exposure. The lowest-scoring tasks in release 2026-q4.1 are: “Integrate systems and components, ensuring proper diagnostics and testing” (9/100, minimal); “Communicate with client organisation staff at all levels to gather project requirements” (13/100, minimal); “Negotiate with project stakeholders to obtain resources or materials” (18/100, minimal). Low scores usually mean the task needs a body in a room, a legally accountable human, or trust built in real time. Those are the three things the scoring rubric treats as gates rather than obstacles.
What should someone working in “Engineering project managers and project engineers” do about AI?: Start from the ledger rather than the headline: 45% of this job's weighted core work is exposed, and roughly 24% is not. The practical move is to spend more of your week on the tasks that score low, the ones above, and to get fluent at directing AI through the tasks that score high, because those are the parts that change whether or not you are ready for them. This page does not predict your job, and nothing here is career advice tailored to you: the score describes the occupation, not the person.
How is the AI exposure score for Engineering project managers and project engineers calculated?: Each official task statement for the occupation is rated on five published 0–4 dimensions (output replicability, physical embodiment, licensed accountability, real-time human trust, and data availability) by claude-opus-5 using scoring prompt task_scoring_v1.0. The model never writes the score; a published formula turns the five ratings into a 0–100 number, so every score can be recomputed by hand. The occupation figure is the importance-weighted mean across 58 scored tasks. The prompt, the rubric, the formula and the full dataset are published at https://futureproof.collab365.com/method and https://futureproof.collab365.com/data/2026-q4.1 under CC BY 4.0.

Where these numbers come from

About the data on this page

Provisional, because the ONS revises this figure in the autumn.
This headcount comes from a survey, not a census, so treat it as a good estimate rather than an exact count.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
25 of this occupation's scored task statements carry a score that was measured under a different occupation's context, because the statement is shared between jobs and has only been scored once so far. Each one names the occupation it was measured under in the free routes below; none is presented as a measurement for this job.
Task clusters are not derived in this release, so the task-cluster field is empty and no Collab365 Space routing is attached to this occupation yet.

Task statements: gaisi-indexProcessing: catalogue-bridge → ssc-relatedness-weighting → task-scoring → score-aggregation
Task weights: gaisi-index (relatedness)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: ashe-t14 (ASHE 2025 provisional (reference April 2025))nomis-aps (Apr 2025-Mar 2026 (latest APS 12-month period))

Figures on this page come from release 2026-q4.1, published 2026-08-05. Every release keeps its own permanent address, so a figure you cite in March is still there, unchanged, in November.

The plain-English wording on this page is assembled directly from the task statements and the published ratings, not written by hand for this occupation. That is why it is specific, and it is also why we say so.

The routes and free resources further up are today’s, not the release’s (last reviewed 2026-08-05). A route is an offer, not a historical fact, so it moves on its own clock.

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Plain text

Collab365 (2026). Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1 (methodVersion 2.0.0, promptVersion task_scoring_v1.0). https://futureproof.collab365.com/data/2026-q4.1. Licensed CC BY 4.0. Built with O*NET data (USDOL/ETA, CC BY 4.0); ONS data (Open Government Licence v3.0); GAISI task framework (arXiv:2507.22748, MIT); BLS data (public domain).

BibTeX

@misc{collab365futureproof2026q41,
  title        = {Collab365 Futureproof: task-level AI exposure for US and UK occupations, release 2026-q4.1},
  author       = {{Collab365}},
  year         = {2026},
  url          = {https://futureproof.collab365.com/data/2026-q4.1},
  note         = {Release 2026-q4.1, methodVersion 2.0.0, promptVersion task_scoring_v1.0, CC BY 4.0}
}

Permalink

https://futureproof.collab365.com/data/2026-q4.1

Data as of release 2026-q4.1, published 2026-08-05. Releases never change after publication; when the figures move, a new dated release is published beside this one and this one stays exactly where it is.