The Age published an analysis on 15 April 2026 arguing that Australia's data centre sector creates just one permanent operational job for every $3.1 million in capital investment. The calculation divides $26 billion in forecast investment by 8,300 net new operational workers. It is a number designed to make data centres look like a poor deal for Australia. It is also a number that excludes the majority of the employment these facilities actually generate.
At a Glance
The $3.1M per job figure counts only permanent on-site operational staff, excluding construction, supply chain, and multiplier employment entirely
Data centre construction generates approximately 15 jobs for every 1 operational role, implying roughly 124,500 construction job-years through the current build cycle
International employment multipliers range from 2.3x to 7.5x per direct data centre job, supported by PwC, IMPLAN, and Oxford Economics modelling
Australia's current mining investment pipeline runs at approximately $5.8 million per new direct job. Nobody headlines mining at $5.8 million per job and asks whether the employment case stacks up
Data centres generate $12.6 billion in gross value added per TWh of energy consumed, the highest of any Australian industry sector
2,700+ data centre and AI infrastructure roles are currently open across Australia, with 4 in 10 in recognised shortage categories
Deloitte Access Economics modelled 14,300 additional jobs per year and $134 billion in GDP over 25 years from Australia becoming a digital infrastructure hub
Capital investment in data centres is private money, not taxpayer funds. The $52 billion pipeline is commercially financed.
The scrutiny is welcome and the sector should be held to account on employment, energy, water, and community impact. But the framework applied in The Age's analysis, if used consistently, would produce similarly unflattering numbers for every piece of enabling infrastructure in Australia. It measures only a fraction of the workforce data centres actually support.
The Calculation and What It Excludes
The $3.1 million figure comes from the Mandala Partners report Empowering Australia's Digital Future, commissioned by Data Centres Australia. That same report contains data the article's calculation does not account for.
Construction employment is excluded entirely. The Mandala report states that the construction phase requires approximately 15 jobs for every 1 permanent operational job. The 8,300 new operational roles forecast by 2030 therefore imply roughly 124,500 construction job-years over the build-out period. These are electricians, concreters, riggers, HVAC installers, plumbers, steel fixers, and project managers working across the more than $100 billion in committed data centre and AI infrastructure investment this decade. None of them appear in the denominator.
To put that in context: Infrastructure Australia's 2025 Infrastructure Market Capacity Report projects the construction workforce shortfall will hit 300,000 by mid-2027. Five sectors are already fighting for the same tradespeople. Data centre construction is absorbing capacity that the broader economy needs, precisely because the demand for these workers is real and large.
Employment multipliers are excluded. Every major economic study on data centres finds that each direct job supports multiple additional jobs across the broader economy through supply chain spending, operational procurement, and induced consumer activity. The range is well documented:
Study | Multiplier | Total Jobs per Direct DC Job | Methodology |
7.5x | 7.5 total jobs | IMPLAN national model | |
5.9x | 5.9 total jobs (6.6x GDP multiplier) | Oxford Economics input-output | |
4.1x | 4.1 total jobs | IMPLAN input-output | |
2.3x | 2.3 total jobs | IMPLAN state-level |
Even at the most conservative end of that range, 17,900 operational jobs become 41,170 total ongoing jobs. The implied investment per total job drops from $3.1 million to $1.35 million. At the PwC multiplier of 7.5x, it falls to approximately $193,000 per job. The denominator in The Age's calculation is missing the majority of the employment it claims to measure.
Supply chain employment is excluded. Data centres sustain extensive ongoing employment across specialist trades and services that never appear in on-site permanent headcount: security services, cleaning, catering, fibre and connectivity providers, cooling system specialists, electrical contractors, hardware servicing, renewable energy PPA project developers, and grid infrastructure workers. Copenhagen Economics documented this taxonomy across Google's European data centres, and Data Centres Australia's NSW Parliamentary submission identified the equivalent Australian supply chain categories: energy and grid infrastructure companies, cooling system specialists, hardware servicing firms, specialist construction companies, maintenance providers, security companies, and renewable energy project developers underwritten by data centre PPAs.
None of these workers are counted in the 8,300.
The Comparison: Mining at $5.8 Million Per Job
Apply the same methodology The Age used for data centres to Australia's mining investment pipeline and the result is instructive.
The AREEA Resources and Energy Workforce Forecast 2025-2030 documents $129.5 billion in 96 pending mining projects forecast to create 22,279 new direct jobs. Dividing those figures produces approximately $5.8 million per new direct job.
Investment per new direct job across capital-intensive sectors:
Sector | Investment per Direct Job | Source |
Semiconductor fabrication | $10M+ | Industry benchmarks |
Mining (Australian pipeline) | ~$5.8M | Calculated from AREEA 2025 data |
Data centres (operational only) | ~$3.1M | The Age / Mandala Partners |
Data centres (with 2.3x multiplier) | ~$1.35M | Calculated from Vista/IMPLAN |
Port infrastructure | $2-5M | Industry benchmarks |
Economic Value
The more rigorous measure is economic output per unit of resource consumed. According to Mandala Partners' November 2025 analysis Data Centres as Enabling Infrastructure, the technology sector including data centres generates $12.6 billion in gross value added per TWh of energy consumed. That is the highest of any major Australian industry sector.
Gross value added per TWh of energy consumed:
Sector | GVA per TWh | Comparison to Data Centres |
Technology / Data Centres | $12.6 billion | Baseline |
Mining | $9.1 billion | 28% lower |
Manufacturing | $8.8 billion | 30% lower |
Data centres consume approximately 2% of Australia's electricity. They generate the highest economic value per unit of energy of any sector in the country.
Deloitte Access Economics modelled the broader economic impact in March 2026. If Australia establishes itself as a digital infrastructure hub with at least 3.1 GW of high-quality compute infrastructure, the result is an estimated $134 billion in additional GDP over 25 years and an average of 14,300 additional jobs per year across the broader economy. The Department of Industry, Science and Resources' 2024 Developing a National AI Capability Plan, cited in the CEFC and Baringa's December 2025 report, estimated that AI and automation enabled by data centre infrastructure could contribute up to $600 billion to GDP by 2030.
The Australian Bureau of Statistics confirmed the enabling dynamic in February 2026, stating that "broader productivity effects are therefore expected to arise indirectly, depending on the extent to which downstream industries adopt cloud computing, artificial intelligence, and data-driven technologies enabled by data-centre infrastructure."
The scale of investment is already registering in national statistics. The ABS reported that capital expenditure in the Information, Media and Telecommunications sector doubled to $2.8 billion in the September 2025 quarter. Expected spend for 2025-26 was $19.2 billion, up 51.7% on the previous year. CBA economists noted this investment surge as a contributor to the strongest rise in business investment since early 2021.
The Vista Site Selection comparative study using IMPLAN modelling for Ohio provides the most direct comparison available. A data centre project generates nearly three times the total job impact of a comparable manufacturing facility (9,691 vs 3,712 total jobs), more than double the GDP contribution ($1 billion vs $477 million), and higher annual peak tax revenue ($84 million vs $62 million). The study found that data centres bring larger economic effects than the average manufacturing project.
The Jobs Shortages Are Real
The labour market signal for data centre employment is unambiguous. As we documented in our 2026 Hiring Landscape analysis, approximately 2,700 data centre and AI infrastructure roles are currently open across Australia. Four in ten data centre roles are in recognised shortage categories due to lack of electronic equipment trade workers, electricians, computer network engineers, and information security professionals.
Data centre workforce composition (Mandala Partners, October 2024):
Role Category | Share of Workforce |
ICT professionals (network engineers, security specialists) | 30% |
Executives and managers | 17% |
Business operations and other professionals | 11% |
Technical trades (electricians, HVAC technicians) | 11% |
Other roles | 31% |
The article quoted Tom Sulston of Digital Rights Watch claiming the tech industry is "laying off workers at a rate of knots: Atlassian, WiseTech, Telstra." This conflates software company restructuring with infrastructure investment. Atlassian and WiseTech are making workforce rebalancing decisions unrelated to data centre construction. As we analysed in Telstra's Data Centre Disconnect, Telstra is specifically shedding legacy enterprise integration roles while its infrastructure arm pivots to connectivity-first strategy supporting hyperscale. Telstra has cut 3,900 roles since mid-2024. Meanwhile, AirTrunk, NEXTDC, and CDC are expanding hyperscale footprints and hiring. The net direction is growth, not contraction.
Deloitte's March 2026 analysis found data centre job postings for core roles surged 64% in the United States between 2023 and 2025. The Microsoft Datacentre Academy, a 16-week programme at TAFE NSW Meadowbank and now Victoria University in Footscray, already had a waiting list from its first cohort. These are training pipelines being built because employer demand outstrips supply, not because the industry needs to manufacture a jobs narrative.
The article also cited Stela Solar of Stone & Chalk claiming "the majority of roles created by data centres are in facilities management: electricians, HVAC technicians, clerical staff, admin workers." The Mandala workforce composition data does not support this. ICT professionals, including computer and network engineers and security specialists, represent 30% of the data centre workforce, the single largest category. Characterising the workforce as predominantly facilities management is factually inaccurate.
The framing also raises a question worth asking: electricians and HVAC technicians are skilled, well-paid roles with long-term career progression. Dismissing them as lesser jobs says more about the critic's assumptions than about the workforce. The Microsoft Datacentre Academy is specifically designed to create accessible career pathways for people without four-year degrees, including women, Indigenous Australians, and career changers. These are skilled, well-paid roles with long-term career progression in a sector that barely existed at this scale five years ago. Dismissing them as inferior to "tech jobs" says more about the critic's assumptions than about the workforce itself.
Industry Investment in Workforce Development
The data centre sector is not waiting for government to solve its workforce challenges. Multiple operators have launched training programmes that are producing qualified workers now.
AirTrunk launched a four-year apprenticeship programme in May 2024 with 30 mechanical and electrical apprentices across its Australian platform. Apprentices gain formal industry qualifications through TAFE in their respective disciplines, covering the full lifecycle from design and construction through to operations and asset renewal.
The Microsoft Datacentre Academy at TAFE NSW offers two 16-week courses: Datacentre Essentials (for Datacentre Technician roles) and Critical Environment Essentials (for Critical Environment Technician roles). The programme has expanded to Victoria University in Footscray, making it a multi-state workforce pipeline. Similar academies are operating internationally: Microsoft's Wisconsin partnership with Gateway Technical College aims to train more than 1,000 students in five years.
These are industry-funded initiatives creating accessible career pathways in a sector with documented labour shortages. They represent private investment in human capital, not a taxpayer burden.
Regional Economic Development
Data centres are not confined to metropolitan Sydney. CDC has opened its first Victorian campus in Brooklyn with two state-of-the-art facilities operational and a third in planning, plus a second campus in Laverton North. The Victorian Government stated that between the two sites, thousands of construction and ongoing jobs will be generated and more than $4 billion will be injected into the Victorian economy.
As Renew Economy documented, large-scale data centre projects in regional areas create jobs, foster local talent development, and stimulate economic growth. They bridge the digital divide between urban and rural communities, ensure regional Australia is not left behind in the digital age, and enhance national resilience by distributing critical infrastructure across a wider geographic area.
The Brookings Institution's February 2026 analysis acknowledged that data centres can contribute to local economic development and recommended a "community-first AI infrastructure" model. Brookings cited Microsoft's Wisconsin ecosystem as an example where data centre development has been accompanied by investments in workforce development, R&D partnerships, manufacturing, and tech startups. The opportunity for Australian regions to negotiate similar ecosystem benefits is real, and the NSW Parliamentary Inquiry will test whether the framework being developed captures it.
The Sovereignty Question
The article focused exclusively on whether data centres create enough jobs. It did not ask what happens if Australia does not build them.
If Australia does not build domestic data centre capacity, AI workloads run on infrastructure in the United States, Singapore, or Japan. Australian companies pay foreign operators for compute, exporting capital. Australian data is processed under foreign jurisdictions. No construction jobs are created here. No operational jobs. No supply chain employment. No grid infrastructure investment. No training pipeline. No $12.6 billion in GVA per TWh for the Australian economy. AI still happens. Australia just imports it, along with the values, biases, and priorities of whoever built it.
As Data Centres Australia CEO Belinda Dennett put it: "We're not going to stop it by not building the infrastructure here. I think if we build the infrastructure here, we are capturing more of that value chain, creating more of the jobs here."
This is not a theoretical risk. As we analysed in our coverage of Anthropic opening in Sydney, the company launched with a Transaction Principal role focused on compute infrastructure deals, signalling that AI labs are evaluating direct partnerships with Australian data centre operators. OpenAI has committed to a $7 billion facility with NEXTDC. Microsoft has invested A$5 billion. AWS has committed AUD $20 billion by 2029. These commitments are contingent on Australia being a viable place to build and operate. That viability is not guaranteed. Google has already paused its $20 billion data centre hub plans due to tax concerns.
The $52 billion in planned investment flowing into Australia is private capital, not taxpayer money. CBRE rates Australia as one of the most attractive markets for data centre investment worldwide, citing rising AI-driven demand, resilient pricing, and a globally competitive cost base. There is an estimated supply gap of 0.7 to 1.7 GW by 2028. The capital is here because the commercial case is here. The question is whether Australia retains it.
The NSW Parliamentary Inquiry into data centres, which received 123 submissions and will hold public hearings on 1, 8, and 22 May 2026, will examine these trade-offs in detail. As we documented in our independent analysis of those submissions, there is broad consensus that data centres are critical infrastructure and that Australia is the world's second-largest investment destination for the sector. The debate is about conditions, not whether to build.
The Right Framework
Capital intensity per on-site role is not the metric Australia uses to assess enabling infrastructure, and for good reason. Applied evenly, it would produce uncomfortable numbers across every capital-intensive sector. The question is what economic value the infrastructure creates, what employment it generates across its full lifecycle, and what Australia loses if it is not built here.
The data on that question is clear. Data centres generate the highest GVA per TWh of any Australian industry. They create 15 construction jobs for every operational role. They support employment multipliers of 2.3x to 7.5x. They have invested $3.1 billion in grid infrastructure since 2020, with $7.2 billion more forecast to 2030 and $1.1 billion in water infrastructure by 2030. They underwrite renewable energy projects offsetting 70% of energy use through PPAs and large generation certificates. The sector is investing in apprenticeships, training academies, and accessible career pathways. And the $52 billion in planned investment flowing into Australia is private capital, not taxpayer money.
Legitimate concerns about energy consumption, water use, and community impact deserve serious attention. They are being addressed through the NSW consultation paper's five principles, the federal government's expectations framework, and through operator investment in grid and water infrastructure. An employment framework that counts only permanent on-site staff while setting aside construction, supply chain, multiplier employment, and the digital economy those facilities enable will always understate the contribution. It would do so for any capital-intensive sector, not just data centres.
The Big Numbers
Metric | Figure | Source |
Current operational data centre jobs (Australia) | 9,600 FTE | Mandala Partners, October 2024 |
Projected operational jobs by 2030 | 17,900 FTE | Mandala Partners, October 2024 |
Construction jobs per operational role | ~15:1 ratio | Mandala Partners, October 2024 |
Estimated construction job-years (2024-2030) | ~124,500 | Calculated from Mandala data |
Currently open DC/AI infrastructure roles | 2,700+ | CertifiedStrategic.com, April 2026 |
Employment multiplier range (international) | 2.3x to 7.5x | Vista/IMPLAN, PwC |
Investment per job (Swan calculation, operational only) | $3.1 million | The Age, April 2026 |
Investment per job (with conservative 2.3x multiplier) | ~$1.35 million | Calculated from Vista/IMPLAN |
Investment per job (with PwC 7.5x multiplier) | ~$193,000 | Calculated from PwC |
Mining pipeline cost per new direct job | ~$5.8 million | Calculated from AREEA 2025 data |
GVA per TWh (data centres/technology) | $12.6 billion | Mandala Partners, November 2025 |
GVA per TWh (mining) | $9.1 billion | Mandala Partners, November 2025 |
GVA per TWh (manufacturing) | $8.8 billion | Mandala Partners, November 2025 |
GDP impact of hub status (25-year) | $134 billion | Deloitte Access Economics, March 2026 |
Additional jobs per year from hub status | 14,300 | Deloitte Access Economics, March 2026 |
ABS capex (IMT sector, Sep 2025 quarter) | $2.8 billion | Australian Bureau of Statistics |
Total planned data centre investment (Australia) | $52 billion + | Deloitte Access Economics, March 2026 |
NSW investment proposals | $136 billion | NSW Investment Delivery Authority |
Grid infrastructure investment since 2020 | $3.1 billion | Mandala Partners, November 2025 |
Forecast grid investment to 2030 | $7.2 billion | Mandala Partners, November 2025 |
Renewable energy offset | 70% via PPAs/LGCs | Data Centres Australia |
DC total jobs vs manufacturing (Ohio comparison) | 9,691 vs 3,712 | Vista Site Selection/IMPLAN, 2025 |
DC GDP impact vs manufacturing (Ohio comparison) | $1 billion vs $477 million | Vista Site Selection/IMPLAN, 2025 |
CDC Victorian economic injection | $4 billion+ | Victorian Government, February 2026 |
AirTrunk apprentices (first cohort) | 30 | AirTrunk, 2024 |