Five Proposed Scottish AI Data Centres Claim Almost 2,100 On-Site Jobs, Here Is Where and Why Decisions Are on Hold

Almost 2,100 people would work on site at five proposed AI data centres in Scotland's central belt once they are running, on figures published by the developer Apatura, which is behind ten of the 24 hyperscale schemes in the Scottish planning system. The biggest single block is 567 roles at Ravenscraig in North Lanarkshire, the former steelworks site. The catch is timing. On 16 September the the Scottish Parliament backed a motion that no planning or consenting decisions on these applications should be made until national guidance is finished. At Metaintro we read developer job counts against the planning file and the hiring pages, because an on-site headcount, a construction job-year and a job supported somewhere in the economy are three very different promises. Below is where each campus sits, what kind of worker it needs, what the pay looks like and when hiring could realistically start.

Where Are the Five Proposed Data Centres, and How Many Staff Would Each Need?

Each campus comes with a power size, an on-site headcount and an annual community benefit payment. The breakdown for the five sites runs as follows:

• Ravenscraig, North Lanarkshire. A 550MW campus with 567 on-site staff and £3.3 million a year in community benefit.
• Westerhill, East Dunbartonshire. A 300MW campus with 501 staff and £1.8 million a year.
• Freeport West Lothian. A 250MW campus with 399 staff and £1.5 million a year.
• Wester Hermiston, Edinburgh. A 200MW campus with 332 staff and £1.2 million a year.
• Larbert, Falkirk. A 300MW campus with 297 staff and £1.8 million a year.

Taken together the five campuses would pay £9.6 million a year in community benefit and employ almost 2,100 people on site once running. The wider economic claim is larger still, at £2.2 billion a year of net gross value added across all five sites, which the developer puts at roughly 1.2% of Scottish GDP.

The sites share a power story. The developer's portfolio of central belt campuses is backed by over 1.6 gigawatts of confirmed grid connections, and that grid access is the real asset, because it is what a future operator would be paying for. The company that builds the campus is not necessarily the company that fills it with servers, a point that matters a great deal once you look at who would actually employ the staff.

What Would Ravenscraig Actually Involve?

Ravenscraig is the flagship. The campus would sit on 160 acres of the former steelworks site, less than 20km east of Glasgow, powered by 550 megawatts of grid connections due to come online by 2030. The steelworks closed in 1992, and the plot earmarked for the data centre has direct access to both the M74 and M8.

The numbers have moved as the plan has matured. The original 2025 unveiling put the build cost at £3.9 billion, with 2,399 long-term jobs counted across direct, indirect and induced employment. The newer study from the consultancy Glic puts capital investment at £3.7 billion and expects construction to sustain an average of 2,774 North Lanarkshire jobs over four years. The on-site figure of 567 is the one to plan around, because it is the only one that describes people working at the campus itself.

The planning clock is further along here than at most sites. The project page lists the grid offer as accepted in June 2025, two public consultations held at New College Lanarkshire's Motherwell Campus in October 2025, and a formal planning application submitted in the third quarter of 2026. That application now sits in the queue the Holyrood vote has paused.

What Does the Larbert Planning File Say About Real Jobs?

Larbert is the best documented site, and its economic study is the clearest guide to what every one of these headline numbers means. The campus would occupy about 55 acres at Glenbervie Business Park on Bellsdyke Road, on land owned by the agency Scottish Enterprise that is allocated for business and industry use.

The layers of employment in the Larbert study are worth reading slowly:

• Construction. An estimated 10,340 job-years across Scotland, made up of 6,034 direct job-years and 4,306 indirect and induced.
• Construction in Falkirk itself. Just 1,829 job-years, split between 1,191 direct and 638 indirect and induced.
• Operation across Scotland. Some 1,382 long-term jobs supported, of which 515 would be in the Falkirk area.
• On the site. Only 297 people physically based at Larbert, with the other 218 Falkirk roles supported through local suppliers and spending.

A job-year is one full-time job lasting one year, so 10,340 job-years does not mean 10,340 vacancies. Spread over a four year build, the study puts it at around 2,585 full-time jobs a year across Scotland.

The June planning release used rounder language. It promised more than 5,000 jobs per year during construction and more than 1,300 long-term skilled jobs during operation, of which more than 500 would be local.

At Larbert the gap between jobs supported and people on site runs from 1,382 across Scotland to 297 at the campus, and only the second number describes a place you could go to work.

Who Would Employ the On-Site Staff, and What Would They Do?

Most of them would not work for a data centre company. At Larbert, only 101 of the 297 on-site roles are expected to be IT technicians and other staff employed directly by the eventual data centre user or users. The rest sit in facilities management, maintenance and security, and the study assumes those services would be subcontracted rather than employed by the developer.

That shapes how you would apply. A security officer, cleaner, mechanical fitter or building services engineer would most likely be hired by a facilities contractor holding the site contract, not by the tech firm whose servers fill the halls. Contract terms, pay reviews and progression would follow that contractor. It is the same pattern seen in other big infrastructure hiring, where the name on the building and the name on the payslip differ.

The on-site trades list is broad. The Larbert workforce would extend beyond computer-based roles to engineers, electricians, maintenance workers, security staff and building services. The enormous electrical and cooling systems that keep servers running around the clock are what need the engineers and technicians, so a background in high voltage, HVAC or industrial maintenance is the most transferable skill set here.

The staffing figure itself is an assumption. The 101 user jobs rest on an employment density of 440 square metres for each worker, not a staffing plan from a named operator, and the evidence range in the study runs from around 180 sq m in a colocation centre to 1,400 sq m in a lightly staffed dark site. Until a tenant signs, nobody knows exactly how many server technicians a campus would need.

What Would a Data Centre Job in Scotland Pay?

The published figures are averages across all on-site roles, so treat them as a range guide rather than an offer. The Larbert study puts the average salary at almost £60,000 for the 297 on-site positions. The June planning release gave a slightly lower predicted average annual salary of £56,000 for the more than 500 local jobs.

An average that blends IT technicians, electrical engineers and security guards hides a wide spread. Specialist engineering roles would sit above it and entry level facilities roles below it. What the figure does tell you is that the developer expects on-site roles at Larbert to be well paid, which is why the on-site count matters more to local families than the larger supported totals.

Training money is also written into the plans. Westerhill projects contributions to the UK Apprenticeship Levy of up to £432,000 annually, and Wester Hermiston projects up to £272,000 annually. Both pages promise new training opportunities through partnerships with colleges and universities, though neither names a programme or an intake date yet.

Why Has Holyrood Put Every Decision on Hold?

Because the chamber wanted rules before approvals. The motion, lodged by the Scottish Greens on 14 September 2026, originally called for a straightforward moratorium on hyperscale planning applications. It was amended heavily before the vote.

The version that passed calls on the Scottish Government to report back on national planning guidance by the end of the current calendar year and to publish it in full within 12 months, and states that no decisions on planning or consenting should be made until that is done. It passed by 80 for and 26 against, with 15 abstentions and 8 not voting. The same text asks the government to define what a hyperscale data centre is and to consider community benefit schemes and tax changes so local areas share the gains.

The motion is not a ban, and Scotland has more than 20 large facilities proposed that now wait on the same guidance. Bella Caledonia called it a time-limited concession rather than the freeze campaigners asked for, and it pauses the decision clock instead of changing the law.

Two binding planning directions sit alongside it. Every new data centre above 50 megawatts now needs a full Environmental Impact Assessment at the planning stage. An earlier direction requires councils to notify ministers of any such application within seven days of validation. Wester Hermiston was already singled out, as one of two locations where ministers issued an EIA direction before the general rule arrived.

Holyrood's motion pauses the decision clock until national guidance is published within 12 months, so any hiring plan tied to these campuses has moved with it.

How Do the Developer's Timelines Compare With the Pause?

They were written before it, and they now look optimistic. Westerhill's own project page planned a planning decision in the third or fourth quarter of 2026, construction from 2027, completion in 2028 and full operation in 2029, and it already warned that the dates were estimates and subject to change. The campus pairs a 300MW data centre with a 500MW battery storage system connecting to the Lambhill substation, on regeneration land north-east of Bishopbriggs.

Larbert aimed higher still. Its release scheduled first power and operations for 2028, drawing on a strong grid link to the nearby Denny substation. The application reached a pre-determination hearing at Larbert High School on the same Wednesday as the Holyrood vote, where councillors heard evidence on two large data centre buildings and a substation, and no decision was due that night. Residents raised noise, emissions, energy use, traffic and the site's closeness to homes, a care home and Forth Valley Royal Hospital.

The practical reading for anyone hoping to work on one of these builds is that a year of guidance, followed by council decisions, possible appeals and then a multi year construction phase, pushes the on-site jobs toward the end of the decade at the earliest. That is not a reason to ignore them. It is a reason to spend the waiting time getting qualified.

What Hiring Is Happening Right Now?

A small amount, and it is at the developer's head office, not on the sites. The company careers page lists openings for a Grid and Power Engineer, a Policy and Administration Officer for its grid team, a Project Manager for data centres and an Executive Assistant supporting its legal and technical leadership. It also invites speculative approaches from professionals when no vacancy fits.

Those roles are the development side of the business, the people who secure grid connections, manage consultants and steer applications through planning. For engineers with power systems experience they are real openings today, which is more than the campuses themselves can offer.

The wider Scottish market has a comparison point. The Lanarkshire AI Growth Zone at Airdrie, a separate project from another developer, promises approximately 3,400 jobs in total across construction, operations and the wider supply chain, with skills programmes and apprenticeships aimed at local residents. A freedom of information request by Action to Protect Rural Scotland found that under a tenth of the UK Government's 3,400-job estimate for the Airdrie site related to work inside the data centre itself. That is exactly why an on-site count per campus is the more useful number for job seekers, and why the same scepticism applies across every scheme on the table.

How Many People Does a Data Centre Need Once It Is Built?

Far fewer than it needs while it is being built. A review by Virginia's legislative auditors found that a typical 250,000 sq ft data centre could have around 1,500 workers on site at peak construction but around 50 full-time workers once operating, about half of them contractors. The Scottish campuses are much larger, so their operating teams are larger too, but the shape is the same, with a construction surge followed by a lean permanent crew.

Industry projections are more bullish and more contested. The trade body techUK estimates UK data centres support around 43,500 jobs across the economy and projects 40,200 additional direct operational roles by 2035 under faster expansion. The think tank Verdant has argued that actual direct employment at UK sites points to significantly fewer jobs. US research from Brookings found an overall effect of around 100 to 200 jobs in a typical county after a first large data centre arrived.

For a sense of how similar promises have played out elsewhere, our look at AI data centres creating jobs shows the same split between construction trades and a smaller operating crew, and the Loughton data centre plan is a closer UK comparison.

What This Means for Job Seekers, and What Should You Do Next?

Our take is that the almost 2,100 on-site figure is more honest than most in this debate, because it counts people at the campuses rather than jobs supported somewhere in the economy. It is still a proposal from one developer, it rests on assumptions about tenants nobody has named, and every site is waiting on guidance that could take up to a year. Treat it as a map of where skilled work may appear later in the decade, not as a hiring event.

The workers best placed to benefit are the ones already in adjacent trades. Electricians, HVAC engineers, building services technicians and security professionals in North Lanarkshire, Falkirk, East Dunbartonshire, West Lothian and west Edinburgh would be the core of the operating crews, and the construction phase would pull in far more of the same trades first. Here is how we would use the wait:

• Electricians and engineers. Build experience on high voltage, standby power and cooling plant now, since those are the systems these campuses run on. Commercial and industrial work counts for more here than domestic.
• Facilities and security staff. Watch the facilities management firms that run large sites in the central belt, because the site contracts would most likely go to one of them rather than to the developer.
• IT technicians. The smallest on-site group would work for the eventual tenant, so hands-on server, cabling and hardware experience at any existing data centre is the credential to chase.
• Power systems engineers. The development side is hiring today, so the head office openings are the one route that does not depend on the planning pause.

The one thing not to do is plan around the biggest supported totals. The on-site count at your nearest campus, and the date a council actually decides the application, are the two numbers that will tell you whether a job is coming.

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People Also Asked

Q: How many jobs would Apatura's Scottish data centres create?

A: The five campuses would employ almost 2,100 people on site once running, led by 567 at Ravenscraig. Wider totals that include supply chain and spending effects are much larger, but those are supported jobs rather than roles at the campuses.

Q: Has Scotland banned new AI data centres?

A: No. The Scottish Parliament agreed that no planning or consenting decisions should be made until national guidance is published within 12 months, which pauses decisions without banning the developments.

Q: What jobs does a data centre need once it is operating?

A: IT technicians work for the tenant, while engineers, electricians, maintenance workers and security staff run the power, cooling and building systems. At Larbert only 101 of the 297 on-site roles would be employed directly by the data centre user.

Ready to explore what a Scottish data centre build could mean for your trade? Metaintro brings together 50M jobs so you can compare electrical, engineering and facilities roles in the central belt with openings across the UK in one place. Create a free profile and set alerts for data centre, electrician and building services roles so you hear first when these campuses start recruiting.