Will AI replace Aircraft Structure, Surfaces, Rigging, and Systems Assemblers?

Not as a job, but it is already doing parts of the work. Across the 27 official task statements scored for Aircraft Structure, Surfaces, Rigging, and Systems Assemblers (United States, SOC 51-2011), 0% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 3 out of 100 (range 2–7, band: minimal). 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 “Aircraft Structure, Surfaces, Rigging, and Systems Assemblers” do about AI?

Start from the ledger rather than the headline: 0% of this job's weighted core work is exposed, and roughly 100% 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.

US dataswitch to UK

Aircraft Structure, Surfaces, Rigging, and Systems Assemblers

assembling parts, fittings or subassemblies on aircraft, positioning and aligning subassemblies in jigs or fixtures, manuallying install structural assemblies or signal crane operators to position assemblies and aligning, fitting, assembling. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: cutting, trimming, filing, bend or smooth parts to ensure proper fit and clearance is work software can't reach.

Your move: what you can actually do about this ↓

Where the work sits, by task weight

shifting to AI: 0%
changing shape: 0%
staying human: 100%

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

Whole-job exposure score 3 out of 100 (2–7 allowing for uncertainty): minimal exposure, across 27 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 aircraft structure, surfaces, rigging, and systems assemblers 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 2026-08-05. Read the full method.

What shifts is the routine end of the work: the overhead at the edges, not the middle you trained for.

Your week, as this page understands it

Assemble, fit, fasten, and install parts of airplanes, space vehicles, or missiles, such as tails, wings, fuselage, bulkheads, stabilizers, landing gear, rigging and control equipment, or heating and ventilating systems. The job title says “aircraft structure”, “surfaces”, “rigging” or “systems assemblers”: officially one job, several names. The real job is the part underneath: cutting, trimming, filing, bend or smooth parts to ensure proper fit and clearance. 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 aircraft structure, surfaces, rigging, and systems assemblers is not one task. It is 27 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is cutting, trimming, filing, bend or smooth parts to ensure proper fit and clearance, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI: 0%
changing shape: 0%
staying human: 100%

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 2026-08-05. 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.

One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
1 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

0 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.

Nothing in this job’s scored task list landed in this group. That is the measurement, not an editorial choice, and it is worth knowing either way.

Changing shape

0 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.

Nothing in this job’s scored task list landed in this group. That is the measurement, not an editorial choice, and it is worth knowing either way.

Staying human

27 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.

Reading blueprints, illustrations or specifications to determine layouts, sequences of operations or identities or relationships of parts
The ratings behind this row put blueprints, illustrations or specifications well outside what today's tools can do on their own.
importance 4 · Core
Source: “Read blueprints, illustrations, or specifications to determine layouts, sequences of operations, or identities or relationships of parts.” (O*NET task statement)
How this row was scored
Exposure score: 33 out of 100 (26–40 allowing for uncertainty): low exposure, medium confidence.
Why it sits in this group: mistakes that are cheap to catch.
The rating behind it: Software can pull parts and sequence out of a drawing, but the assembler still has to match it to the real hardware.
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 2/4.
Cutting, trimming, filing, bend or smooth parts to ensure proper fit and clearance
This work happens in the physical world: bend, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Cut, trim, file, bend, or smooth parts to ensure proper fit and clearance.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cutting, filing and bending parts until they fit is done by hand at the bench.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Adjusting, repairing, rework or replacing parts or assemblies to ensure proper operation
This work happens in the physical world: rework, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Adjust, repair, rework, or replace parts or assemblies to ensure proper operation.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Repairing or swapping a part is physical work on the machine, not something done from a screen.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Cleaning, oiling or coat system components, as necessary, before assembly or attachment
This work happens in the physical world: coat system components, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Clean, oil, or coat system components, as necessary, before assembly or attachment.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cleaning, oiling and coating components is done by hand on the parts themselves.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Inspecting or testing installed units
This work happens in the physical world: installed units, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Inspect or test installed units, parts, systems, or assemblies for fit, alignment, performance, defects, or compliance with standards, using measuring instruments or test equipment.” (O*NET task statement)
How this row was scored
Exposure score: 7 out of 100 (0–14 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Checking fit and alignment on an installed part needs a person at the aircraft with measuring tools in hand.
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 2/4.
Assembling prefabricated parts to form subassemblies
This work happens in the physical world: prefabricated parts, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Assemble prefabricated parts to form subassemblies.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Putting prefabricated parts together into a subassembly is hands-on work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Assembling parts, fittings or subassemblies on aircraft, using layout tools, hand tools, power tools or fasteners
This work happens in the physical world: parts, fittings or subassemblies, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Assemble parts, fittings, or subassemblies on aircraft, using layout tools, hand tools, power tools, or fasteners, such as bolts, screws, rivets, or clamps.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Bolting, riveting and clamping parts onto an aircraft is hands-on work that has to happen at the airframe itself.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Attaching brackets, hinges or clips to secure or support components or subassemblies, using bolts, screws, rivets, chemical bonding or welding
This work happens in the physical world: brackets, hinges or clips, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Attach brackets, hinges, or clips to secure or support components or subassemblies, using bolts, screws, rivets, chemical bonding, or welding.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Fixing brackets, hinges and clips in place means physically handling fasteners and tools on the aircraft.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Layouting and marking reference points and locations for installation of parts or components
This work happens in the physical world: reference points, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Layout and mark reference points and locations for installation of parts or components, using jigs, templates, or measuring and marking instruments.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Marking reference points onto real parts means standing at the workpiece with templates and marking tools.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Fabricating parts needed for assembly or installation
This work happens in the physical world: parts, in a real place. Software cannot follow it there.
importance 4 · Core
Source: “Fabricate parts needed for assembly or installation, using shop machinery or equipment.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Making a part on shop machinery is physical work at the machine.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

Show the other 17 tasks

Verifying dimensions of cable assemblies or positions of fittings
staying human
This work happens in the physical world: dimensions of cable assemblies, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Verify dimensions of cable assemblies or positions of fittings, using measuring instruments.” (O*NET task statement)
How this row was scored
Exposure score: 8 out of 100 (1–15 allowing for uncertainty): minimal exposure, medium confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Measuring cable assemblies and fitting positions means handling the parts with instruments, even though the pass-or-fail call is simple.
The five ratings: output a model can produce 1/4 · needs a body in a room 3/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Positioning and aligning subassemblies in jigs or fixtures
staying human
This work happens in the physical world: subassemblies, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Position and align subassemblies in jigs or fixtures, using measuring instruments and following blueprint lines and index points.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Positioning and aligning subassemblies in jigs means physically moving large parts into place.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Aligning, fitting, assembling, connecting or installing system components, using jigs, fixtures, measuring instruments, hand tools or power tools
staying human
This work happens in the physical world: system components, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Align, fit, assemble, connect, or install system components, using jigs, fixtures, measuring instruments, hand tools, or power tools.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Fitting and connecting system components uses jigs, tools and hands at the aircraft.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Joining structural assemblies, such as wings, tails or fuselage
staying human
This work happens in the physical world: structural assemblies, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Join structural assemblies, such as wings, tails, or fuselage.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Joining wings, tails and fuselage sections is heavy physical work at the airframe.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Fitting and fastening sheet metal coverings to surface areas or other sections of aircraft prior to welding or riveting
staying human
This work happens in the physical world: sheet metal coverings, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Fit and fasten sheet metal coverings to surface areas or other sections of aircraft prior to welding or riveting.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Fitting sheet metal skins onto the aircraft is physical work before welding or riveting.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Setting align, adjust or synchronize aircraft armament or rigging or controlling system components to established tolerances or requirements
staying human
This work happens in the physical world: align, adjust or synchronize aircraft armament, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Set, align, adjust, or synchronize aircraft armament or rigging or control system components to established tolerances or requirements, using sighting devices and hand tools.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Setting rigging and control components to tolerance is done with sighting devices and hand tools on the aircraft.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 1/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Setting up or operating machines or systems
staying human
This work happens in the physical world: or operating machines, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Set up or operate machines or systems to crimp, cut, bend, form, swage, flare, bead, burr, or straighten tubing, according to specifications.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Setting up and running tube-forming machines is physical machine work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Welding tubing and fittings or solder cable ends
staying human
This work happens in the physical world: fittings, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Weld tubing and fittings or solder cable ends, using tack welders, induction brazing chambers, or other equipment.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Welding and soldering are skilled physical operations at the bench.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Marking identifying information on tubing or cable assemblies
staying human
This work happens in the physical world: information, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Mark identifying information on tubing or cable assemblies, using etching devices, labels, rubber stamps, or other methods.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 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: Etching or labeling tubing and cables has to be done physically on each item.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.
Cutting cables and tubing, using master templates, measuring instruments and cable cutters or saws
staying human
This work happens in the physical world: cables, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Cut cables and tubing, using master templates, measuring instruments, and cable cutters or saws.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cutting cable and tubing to template lengths is done by hand with cutters or saws.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Assembling prototypes or integrated-technology demonstrators of new or emerging environmental technologies for aircraft
staying human
This work happens in the physical world: prototypes, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Assemble prototypes or integrated-technology demonstrators of new or emerging environmental technologies for aircraft.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Building a prototype demonstrator is hands-on assembly work in the shop.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Capturing or segregating waste material
staying human
This work happens in the physical world: waste material, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Capture or segregate waste material, such as aluminum swarf, machine cutting fluid, or solvents, for recycling or environmentally responsible disposal.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Collecting and separating swarf, cutting fluid and solvents is physical handling of waste on the shop floor.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Cleaning aircraft structures, parts or components, using aqueous, semi-aqueous
staying human
This work happens in the physical world: aircraft structures, parts or components, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Clean aircraft structures, parts, or components, using aqueous, semi-aqueous, aliphatic hydrocarbon, or organic solvent cleaning products or techniques to reduce carbon or other harmful emissions.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Cleaning aircraft parts with solvents is physical work in the shop.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Manuallying install structural assemblies or signal crane operators to position assemblies for joining
staying human
This work happens in the physical world: install structural assemblies, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Manually install structural assemblies or signal crane operators to position assemblies for joining.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Installing assemblies by hand, or signaling the crane operator, happens on the shop floor.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Placing and connecting control cables to electronically controlled units
staying human
This work happens in the physical world: control cables, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Place and connect control cables to electronically controlled units, using hand tools, ring locks, cotter keys, threaded connectors, turnbuckles, or related devices.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Routing and connecting control cables with hand tools is physical work inside the aircraft.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Installing mechanical linkages and actuators
staying human
This work happens in the physical world: mechanical linkages, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Install mechanical linkages and actuators, using tensiometers to verify tension of cables.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–7 allowing for uncertainty): minimal exposure, high confidence, and it moved between repeat runs, so the range is widened.
Why it sits in this group: work that happens in the physical world; someone qualified has to answer for it.
The rating behind it: Installing linkages and checking cable tension is precise hands-on work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 2/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.
Installing accessories in swaging machines
staying human
This work happens in the physical world: accessories, in a real place. Software cannot follow it there.
importance 4 · Supplemental
Source: “Install accessories in swaging machines, using hand tools.” (O*NET task statement)
How this row was scored
Exposure score: 0 out of 100 (0–4 allowing for uncertainty): minimal exposure, high confidence.
Why it sits in this group: work that happens in the physical world.
The rating behind it: Fitting accessories into a swaging machine is hands-on setup work.
The five ratings: output a model can produce 0/4 · needs a body in a room 4/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 2/4.

What this job pays, and how many people do it

Median pay: $65,380a year, the middle of the range, so half earn more and half earn less.bls-oews, 2025 · May 2025 estimates (national_M2025_dl.xlsx)
How we know this
Source: bls-oews
Reference period: May 2025 estimates (national_M2025_dl.xlsx)
Rounding: Shown as published.
People doing this job: 34,020in the US, 2025.bls-oews · May 2025 estimates (national_M2025_dl.xlsx)

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. Almost none of this job is reading one thing and writing another (the shape today's tools are built for), because the work turns on bend, which happens with people and things rather than on a screen. The rows above are the evidence rather than the reassurance: reading blueprints, illustrations or specifications to determine layouts and cutting, trimming, filing, bend or smooth parts to ensure proper fit and clearance. The parts that are changing are the paperwork and the tools around the job, not the middle of 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

Start with what does not change: cutting, trimming, filing, bend or smooth parts to ensure proper fit and clearance is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 0% of this job's task weight sits in rows the software is already learning, 0% in rows that change shape rather than disappear, and 100% in rows it is nowhere near. That is the position, measured across 27 scored tasks. It is not a forecast about you.

So the thing worth your attention is not the job going away. It is the layer around it. The routine end of the work is the part turning into software, and being the person who understands that layer is worth money.

This week: one thing

Ask the one question. Find whoever is bringing new software into your workplace (the manager, the office, whoever runs the system) and ask them what it is meant to do to the routine work, and what it is not meant to touch. Ten minutes, this week, before anyone decides it for you.

What you end up holding: a straight answer about what is actually being rolled out, and when
How long it takes: ten minutes

If there’s nobody obvious to ask, or you’d rather not ask your manager: Put the same question to your union rep, your shift lead or the person who has been there longest, in person, over a break. Same ten minutes, same answer, and you will usually get a straighter one. Write down what they say. The note is the artifact, and it tells you whether blueprints, illustrations or specifications are in scope or not. Nothing to log into, no license needed.

Over the next 90 days

Get inside the tool rollout rather than waiting for it. Over the next ninety days, ask to be in the group that tests, checks or signs off whatever new system arrives near reading blueprints, illustrations or specifications to determine layouts, sequences of operations or identities or relationships of parts. It is usually an unglamorous seat that nobody fights for, and it is the one that decides how the software is used on your job rather than to it.

Over the next 12 months

On this evidence I would not retrain out of this job, and I will say that plainly rather than hedge it. The task list here is dominated by work that stays with a person. What I would do with a year is get formally recognised for the layer around it (the systems, the compliance, the planning), so you are the one who understands the software instead of the one it is done to. Before you pay for anything, use CareerOneStop - Find local training. It is free, it is the Labor Department's own service, 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 US occupations to aircraft structure, surfaces, rigging, and systems assemblers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was millwrights: only about 11% of its durable work is work you already do. And on the numbers you do not need one. This job scores 3/100 here, with only 0% of the task list in the top band, and “read blueprints, illustrations, or specifications to determine layouts, sequences of operations, or…” is not work that hands over cleanly. None of them beats deepening what you already have.

How that was checked: this job was compared against all 830 US 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.

Millwrights
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already align, fit, assemble, connect, or install system components, using jigs, fixtures, measuring instruments…, and their equivalent is to assemble and install equipment, using hand tools and power tools. Across both published task lists that is about 11% of the durable work in that job.
Why I am not recommending it: You would be starting most of it from nothing: about 11% 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 →
Model Makers, Metal and Plastic
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already layout and mark reference points and locations for installation of parts or components…, and their equivalent is to lay out and mark reference points and dimensions on materials, using measuring instruments…. Across both published task lists that is about 10% of the durable work in that job.
Why I am not recommending it: You would be starting most of it from nothing: about 10% of the durable work in that job is work you do today, and the rest you would be learning while the bills carried on. And it is a narrow door: about 2,610 of those jobs against 34,020 of yours (OEWS May 2025), 8% as many seats.
Look at that job’s page anyway →
Electro-Mechanical and Mechatronics Technologists and Technicians
Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already align, fit, assemble, connect, or install system components, using jigs, fixtures, measuring instruments…, and their equivalent is to align, fit, or assemble components, using hand tools, power tools, fixtures, templates, or…. Across both published task lists that is about 9% of the durable work in that job.
Why I am not recommending it: Almost none of it is work you already do: about 9% 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: 0% of its task weight, across 27 scored tasks. Every row behind it is printed above with the source. Check ours; ignore theirs.
The headlines about your trade disappearing
They are usually about the technology, not the timetable. Changes to work like cutting, trimming, filing, bend or smooth parts to ensure proper fit and clearance arrive through rules, insurance and money, slowly and visibly. This page tracks the task evidence and will move when it moves.
Retraining out of a job that is holding up
On this evidence I would not spend money leaving. Spend it on the layer around the job instead: the tools, the paperwork, the planning. That is where the change actually is.
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.

You are reading the United States figures

The United Kingdom splits this work across more than one official group, of which Assemblers (vehicles and metal goods) is the closest. The pay and employment figures are not directly comparable, and we do not average them together.

Switch to the United Kingdom page →partial match

In UK official statistics this job is counted as Assemblers (vehicles and metal goods). Pay and employment stay on this page’s own group; the task list and the scores do not cross over.

Your route through this

Where to go next, and what it costs

Free, and complete

The moves above cost nothing. These are the real services that go with them: public, government-funded, and free at the point of use. Nothing on this page is behind an email address or a payment.

Anywhere in the US:
CareerOneStop - Find local training
Search what's running near you, from the Labor Department's own database, before anyone sells you a course.
Free to search; individual programs vary, and some are funded
Anywhere in the US:
American Job Center locator
An American Job Center will sit down with you for free. Find yours by ZIP code.
Free
- CareerOneStop local help hub
Anywhere in the US:
CareerOneStop - Licensed occupations finder
Check what your state actually requires before you pay for anything.
Free
Anywhere in the US:
CareerOneStop
Free

Why there is no community here

Collab365, who build this site, run paid Spaces for a small number of subjects, and none of them is built for this job. We are not going to point you at the nearest one and call it a fit.

So the free services listed on this page are the whole answer, and it is the same answer we would give a friend.

Noted, and thank you. We’ll email you if a Space for aircraft structure / surfaces / rigging / systems assemblers launches. Nothing else.

That did not look like an email address, so nothing was saved. Have another go below.

We could not save that. The fault is ours, not yours, and your address was not stored. Please try again later.

No Space for aircraft structure / surfaces / rigging / systems assemblers yet. Should there be one?

Collab365 Spaces is built by the same people as this site. We find the problems that AI and automation are creating inside one kind of work, then solve them as short courses, briefings and Blueprints. Each Space is the community too, so the research and the people doing your job are in the same place.

What a Space actually is, in full

Collab365 launches new communities where the need is real. If one for aircraft structure / surfaces / rigging / systems assemblers existed, with researched problems, courses and people in the same boat, would you want in?

Your email

We use your email address for one thing: to tell you if a Space for aircraft structure / surfaces / rigging / systems assemblers launches. We never sell it, never use it for unrelated marketing, and every email has a one-click unsubscribe. Our privacy policy has the full version.

This unlocks nothing. Every figure, every row and every step on this page is already yours, whether you fill this in or not.

No deadline on any of this. The page will still be here, and the data is refreshed on a published schedule rather than when someone wants a headline.

Questions people ask about this job

Will AI replace Aircraft Structure, Surfaces, Rigging, and Systems Assemblers?: Not as a job, but it is already doing parts of the work. Across the 27 official task statements scored for Aircraft Structure, Surfaces, Rigging, and Systems Assemblers (United States, SOC 51-2011), 0% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 3 out of 100 (range 2–7, band: minimal). 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 “Aircraft Structure, Surfaces, Rigging, and Systems Assemblers” can AI already do?: The highest-scoring tasks in release 2026-q4.1 are: “Read blueprints, illustrations, or specifications to determine layouts, sequences of operations, or identities or relationships of parts” (33/100, low); “Verify dimensions of cable assemblies or positions of fittings, using measuring instruments” (8/100, minimal); “Inspect or test installed units, parts, systems, or assemblies for fit, alignment, performance, defects, or compliance with standards, using measuring instru…” (7/100, minimal). 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 “Aircraft Structure, Surfaces, Rigging, and Systems Assemblers” stay human?: About 100% 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: “Install accessories in swaging machines, using hand tools” (0/100, minimal); “Install mechanical linkages and actuators, using tensiometers to verify tension of cables” (0/100, minimal); “Place and connect control cables to electronically controlled units, using hand tools, ring locks, cotter keys, threaded connectors, turnbuckles, or related…” (0/100, 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 “Aircraft Structure, Surfaces, Rigging, and Systems Assemblers” do about AI?: Start from the ledger rather than the headline: 0% of this job's weighted core work is exposed, and roughly 100% 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 Aircraft Structure, Surfaces, Rigging, and Systems Assemblers 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 27 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

One task scored differently between repeat runs, so its range on this page is wider. We would rather show the wobble than hide it.
The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
1 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: onet-dbProcessing: catalogue-bridge → onet-im-rt-weighting → task-scoring → score-aggregation
Task weights: onet-db (im-rt)
Scores: Rubric task_scoring_v1.0, model claude-opus-5, computed 2026-08-05.
Pay and employment: bls-oews (May 2025 estimates (national_M2025_dl.xlsx))bls-oews (May 2025 estimates (national_M2025_dl.xlsx))

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.

How we score a job Download this release Look up another job

Using these figures?

Cite this

Everything on this site is published under CC BY 4.0. Quote it, chart it, sell something built on it. Just say where it came from, and cite the dated release rather than the site, so the figure you quote stays checkable.

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.