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US dataswitch to UK

Security and Fire Alarm Systems Installers

mounting and fastening control panels, examining systems to locate problems and testing backup batteries, keypad programming. If that's your week, this page is about your job.

The honest answer

AI changes the edges of this job, not the middle: mounting and fastening control panels is work software can't reach.

Your move: what you can actually do about this ↓

What shifts is preparing documents, such as invoices or warranties. This page scores what today's tools actually do, not headlines.

Your week, as this page understands it

Install, program, maintain, and repair security and fire alarm wiring and equipment. Ensure that work is in accordance with relevant codes. The job title says “security” or “fire alarm systems installers”: officially one job, two names. The real job is the part underneath: mounting and fastening control panels. 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 security and fire alarm systems installers is not one task. It is 16 scored ones, and they are nowhere near equally exposed. The most durable of them, on this evidence, is mounting and fastening control panels, and the ledger below shows exactly why.

Where the work sits, by task weight

shifting to AI
12%
changing shape
6%
staying human
82%

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

Whole-job exposure score 18 out of 100 (1523 allowing for uncertainty): minimal exposure, across 16 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 security and fire alarm systems installers 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.

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.

Shifting to AI

3 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.

  • Ordering replacement parts

    This is reading one thing and writing another: replacement parts in, a record out. That is the shape today's tools are built for.

    importance 4 · Core
    Source:Order replacement parts.” (O*NET task statement)
    How this row was scored

    Exposure score: 75 out of 100 (7179 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: Ordering replacement parts is routine catalog and paperwork that software handles easily.

    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.

  • Preparing documents, such as invoices or warranties

    This is reading one thing and writing another: documents in, a record out. That is the shape today's tools are built for.

    importance 4 · Supplemental
    Source:Prepare documents, such as invoices or warranties.” (O*NET task statement)
    How this row was scored

    Exposure score: 93 out of 100 (8997 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: Invoices and warranties are standard documents built from job details, which software produces reliably.

    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.

  • Providing customers with cost estimates for equipment installation

    This is reading one thing and writing another: customers in, a record out. That is the shape today's tools are built for.

    importance 4 · Supplemental
    Source:Provide customers with cost estimates for equipment installation.” (O*NET task statement)
    How this row was scored

    Exposure score: 64 out of 100 (6068 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: Cost estimates come from price lists and standard labor times, so software can produce them quickly for the customer.

    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.

Changing shape

1 task

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.

  • Keeping informed of new products and developments

    The software now makes the first pass at informed of new products, but the deciding part still needs a person. So the job becomes checking and deciding rather than producing.

    importance 4 · Core
    Source:Keep informed of new products and developments.” (O*NET task statement)
    How this row was scored

    Exposure score: 56 out of 100 (4963 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: Reading up on new products is quick for software, though getting the feel of new hardware means handling it.

    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 0/4 · how much data exists 3/4.

Staying human

12 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.

  • Mounting and fastening control panels

    This work happens in the physical world: control panels, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Mount and fasten control panels, door and window contacts, sensors, or video cameras, and attach electrical and telephone wiring to connect components.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 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: Mounting panels, sensors and cameras and wiring them up is physical work at the property.

    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.

  • Testing and repairing circuits and sensors

    This work happens in the physical world: circuits, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Test and repair circuits and sensors, following wiring and system specifications.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 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: Testing and repairing circuits and sensors needs hands on the equipment.

    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.

  • Demonstrating systems for customers and explaining details

    This work happens in the physical world: systems, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Demonstrate systems for customers and explain details, such as the causes and consequences of false alarms.” (O*NET task statement)
    How this row was scored

    Exposure score: 7 out of 100 (311 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 value is that a specific person does it.

    The rating behind it: Showing a customer how their system works means being at their property with them, walking through it.

    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 2/4 · how much data exists 3/4.

  • Examining systems to locate problems

    This work happens in the physical world: systems, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Examine systems to locate problems, such as loose connections or broken insulation.” (O*NET task statement)
    How this row was scored

    Exposure score: 8 out of 100 (115 allowing for uncertainty): minimal exposure, medium confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Spotting loose connections or damaged insulation means looking at and touching the real installation.

    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.

  • Feeding cables through access holes

    This work happens in the physical world: cables, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Feed cables through access holes, roof spaces, or cavity walls to reach fixture outlets, positioning and terminating cables, wires, or strapping.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Feeding cables through roof spaces and cavity walls is physical work only a person can do.

    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.

  • Testing backup batteries, keypad programming, sirens or other security features to ensure proper functioning or to diagnose malfunctions

    This work happens in the physical world: backup batteries, keypad programming, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Test backup batteries, keypad programming, sirens, or other security features to ensure proper functioning or to diagnose malfunctions.” (O*NET task statement)
    How this row was scored

    Exposure score: 10 out of 100 (614 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: Testing batteries, sirens and keypads requires being on site pressing buttons and listening.

    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 3/4.

Show the other 6 tasks
  • Inspecting installation sites and studying work orders

    staying human

    This work happens in the physical world: installation sites, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Inspect installation sites and study work orders, building plans, and installation manuals to determine materials requirements and installation procedures.” (O*NET task statement)
    How this row was scored

    Exposure score: 29 out of 100 (2236 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; work that happens in the physical world.

    The rating behind it: Studying work orders, plans and manuals is document work, but sizing up the actual site needs a visit.

    The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 0/4 · how much data exists 3/4.

  • Consulting with clients to assess risks and to determine security requirements

    staying human

    This work happens in the physical world: clients, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Consult with clients to assess risks and to determine security requirements.” (O*NET task statement)
    How this row was scored

    Exposure score: 20 out of 100 (1327 allowing for uncertainty): low exposure, medium confidence.

    Why it sits in this group: the same decision, made over and over; work that happens in the physical world; the value is that a specific person does it.

    The rating behind it: Working out a customer security needs means walking the property with them and earning their confidence.

    The five ratings: output a model can produce 2/4 · needs a body in a room 2/4 · needs an accountable person 0/4 · needs to be trusted in the moment 2/4 · how much data exists 3/4.

  • Adjusting sensitivity of units, based on room structures and manufacturers' recommendations, using programming keypads

    staying human

    This work happens in the physical world: sensitivity of units, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Adjust sensitivity of units, based on room structures and manufacturers' recommendations, using programming keypads.” (O*NET task statement)
    How this row was scored

    Exposure score: 8 out of 100 (412 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 sensitivity to suit a particular room means being in it with the keypad.

    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.

  • Installing, maintaining or repairing security systems, alarm devices or related equipment

    staying human

    This work happens in the physical world: security systems, alarm devices or related equipment, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Install, maintain, or repair security systems, alarm devices, or related equipment, following blueprints of electrical layouts and building plans.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 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: Installing and repairing alarm equipment is hands-on work with tools in a building.

    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.

  • Drilling holes for wiring in wall studs

    staying human

    This work happens in the physical world: holes, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Drill holes for wiring in wall studs, joists, ceilings, or floors.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Drilling holes through studs, joists and floors is physical work with 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.

  • Mounting raceways and conduits and fasten wires to wood framing

    staying human

    This work happens in the physical world: raceways, in a real place. Software cannot follow it there.

    importance 4 · Core
    Source:Mount raceways and conduits and fasten wires to wood framing, using staplers.” (O*NET task statement)
    How this row was scored

    Exposure score: 0 out of 100 (04 allowing for uncertainty): minimal exposure, high confidence.

    Why it sits in this group: work that happens in the physical world.

    The rating behind it: Mounting raceways and conduit and stapling wires is manual work at the building.

    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
$60,070a 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
86,340in 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. Most of what is shifting here is reading one thing and writing another: replacement parts in, a record out. The rows above are exactly that shape: preparing documents, such as invoices or warranties and ordering replacement parts. What it cannot do is be there in the room, and that is still where control panels get done. 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: mounting and fastening control panels is the middle of this job, and the evidence on this page says it stays with a person.

So, given all that: 12% of this job's task weight sits in rows the software is already learning, 6% in rows that change shape rather than disappear, and 82% in rows it is nowhere near. That is the position, measured across 16 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. Preparing documents, such as invoices or warranties 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 replacement parts, 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 control panels 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 keeping informed of new products and developments. 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 security and fire alarm systems installers (nearest by the work that AI is not taking, not by job title), and none of them survived. The closest was helpers--electricians: only about 6% of its durable work is work you already do and it pays 29.0% less. And on the numbers you do not need one. This job scores 18/100 here, with only 12% of the task list in the top band, and “mount and fasten control panels, door and window contacts, sensors, or video…” 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.

  • Helpers--Electricians

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already examine systems to locate problems, and their equivalent is to examine electrical units for loose connections and broken insulation and tighten connections, using…. Across both published task lists that is about 6% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 6% of the durable side of that job. That is a different job, not a next step. It is a pay cut, in those words: $42,670 against your $60,070, 29.0% less (OEWS May 2025 (both)). Retraining to earn less is a decision, not advice.

    Look at that job’s page anyway →

  • Signal and Track Switch Repairers

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already test and repair circuits and sensors, following wiring and system specifications, and their equivalent is to test and repair track circuits. Across both published task lists that is about 5% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 5% of the durable side of that job. That is a different job, not a next step. And it is a narrow door: about 8,720 of those jobs against 86,340 of yours (OEWS May 2025), 10% as many seats.

    Look at that job’s page anyway →

  • Elevator and Escalator Installers and Repairers

    Why it looked obvious: It came up as a near neighbour on the work AI is not taking: you already mount and fasten control panels, door and window contacts, sensors, or video cameras…, and their equivalent is to connect electrical wiring to control panels and electric motors. Across both published task lists that is about 2% of the durable work in that job.

    Why I am not recommending it: Almost none of it is work you already do: about 2% 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: 12% of its task weight, across 16 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 mounting and fastening control panels 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 Electricians and electrical fitters 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 Electricians and electrical fitters, Electrical service and maintenance mechanics and repairers and Security system installers and repairers. 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.

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.

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

Nothing Collab365 runs is built for security / fire alarm systems installers, 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 12% of the work on this page is already inside what they can do.

Try The AI Authority free

7 days free, no card needed. Explore up to 2 Spaces before you choose a plan: you pick a plan later, not now.

The AI Authority is a general community about working with AI, not a course for security / fire alarm systems installers. 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.

Noted, and thank you. We’ll email you if a Space for security / fire alarm systems installers launches. Nothing else.

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

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No Space for security / fire alarm systems installers 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 security / fire alarm systems installers existed, with researched problems, courses and people in the same boat, would you want in?

We use your email address for one thing: to tell you if a Space for security / fire alarm systems installers 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 Security and Fire Alarm Systems Installers?
Not as a job, but it is already doing parts of the work. Across the 16 official task statements scored for Security and Fire Alarm Systems Installers (United States, SOC 49-2098), 12% of the importance-weighted core work is made of tasks today's AI could already do most of. The overall exposure score is 18 out of 100 (range 15–23, 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 “Security and Fire Alarm Systems Installers” can AI already do?
The highest-scoring tasks in release 2026-q4.1 are: “Prepare documents, such as invoices or warranties” (93/100, very high); “Order replacement parts” (75/100, high); “Provide customers with cost estimates for equipment installation” (64/100, 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 “Security and Fire Alarm Systems Installers” stay human?
About 82% 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: “Feed cables through access holes, roof spaces, or cavity walls to reach fixture outlets, positioning and terminating cables, wires, or strapping” (0/100, minimal); “Mount raceways and conduits and fasten wires to wood framing, using staplers” (0/100, minimal); “Drill holes for wiring in wall studs, joists, ceilings, or floors” (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 “Security and Fire Alarm Systems Installers” do about AI?
Start from the ledger rather than the headline: 12% of this job's weighted core work is exposed, and roughly 82% 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 Security and Fire Alarm Systems Installers 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 16 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

Worth knowing about these figures

  • The match between this job and its counterpart in the other country is partial, so the two pages count slightly different groups of people.
  • 2 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 2026-08-04.
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.

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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}
}

Data as of release 2026-q4.1, published . 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.