- Metric
- Annual-average direct, indirect, and induced jobs associated with average FY2021–FY2023 spending
- Scope
- Virginia; input-output model, not unique people or observed payroll
- Period
- FY2021–FY2023 annual average
- Status
- modeled
Do communities receive lasting benefits?
Data centers create permanent work and can become major taxpayers. Construction still dominates many job totals, and public value depends on incentives, infrastructure terms, local procurement, and how revenue is used.
Key facts, with scope and limits.
- Metric
- Approximate peak construction workers versus full-time on-site operations workers
- Scope
- Representative 250,000-square-foot Virginia facility
- Period
- Reported in 2024
- Status
- estimated
- Metric
- City principal-employer estimate across five Microsoft data-center complexes
- Scope
- West Des Moines, Iowa; portfolio estimate, not one building or certified payroll
- Period
- FY2025
- Status
- estimated
- Metric
- Budgeted computer-equipment tax assessed specifically in data centers
- Scope
- Loudoun County, Virginia; forecast, excludes data-center real-property tax
- Period
- Adopted FY2027 budget
- Status
- forecast
- Metric
- Modeled Virginia state tax revenue per dollar of sales-tax exemption
- Scope
- Virginia state treasury; not GDP or local fiscal return
- Period
- FY2021–FY2023 average inputs
- Status
- modeled
Construction dominates the modeled job count
Virginia’s official model reports construction and operations separately, then divides job effects into direct, indirect, and induced categories. The values are annual averages, not counts of unique people or certified payroll.
Average FY2021–FY2023 Virginia spending, reported by JLARC in 2024. Construction effects require continued buildout; operations effects recur while facilities operate.
| Category | Direct (jobs) | Indirect (jobs) | Induced (jobs) |
|---|---|---|---|
| Construction | 35,110 jobs | 9,946 jobs | 13,990 jobs |
| Operations | 4,373 jobs | 6,615 jobs | 3,830 jobs |
Use the national baseline to read the local record.
National baseline
There is no clean national payroll series for people physically working in data centers. NAICS 518210 covers more than facilities, so scoped local records and audits are more informative. They show durable benefits alongside important limits.
Local case
A single jobs announcement cannot capture community value. Build a ledger across the construction phase, an operating year, and the agreement lifetime, then show who receives each benefit and who carries each risk.
What the evidence supports.
The jobs are only temporary.
Permanent operating and contractor jobs exist. Construction usually dominates the job volume during buildout. Report permanent FTE, peak workers, job-years, and modeled indirect effects separately.
All the benefits go to the company.
Local taxes, payroll, procurement, and negotiated investments can create public value. The net result still depends on exemptions, infrastructure, depreciation, and concentration risk.
Ask for these local records.
Without these inputs, a project-specific verdict is incomplete. Treat missing evidence as an open question.
- 01Certified operations payroll, contractor hours, and construction labor hours kept separate
- 02Real and personal property tax, depreciation, exemptions, rebates, TIF, and clawbacks
- 03Verified local procurement by establishment rather than capital investment announced globally
- 04Road, electric, water, sewer, and public debt costs with payer, ownership, and exit terms
- 05A recurring public ledger with alternative-land-use, downside, decommissioning, and concentration scenarios
Sources used on this page.
- AuditGrade BData Centers in Virginia
Virginia, primarily FY2021–FY2023, with selected forecasts
Virginia-specific. Several values are stakeholder estimates or model outputs, and future utility-cost scenarios are explicitly uncertain. - Agency dataGrade AQCEW annual industry data
United States private employment in NAICS 518210
NAICS 518210 includes cloud hosting, web hosting, data processing, and other services. Its worker count cannot be narrowed to people physically assigned to data-center facilities. - AuditGrade AUrban Data Center Tax Preference
Washington urban data-center tax preference, 2022–2026
Three existing urban beneficiaries; some job values were self-reported and not fully verifiable, and some fiscal years are projections. - RegulationGrade AData Centers tax guidance
Iowa data-center sales and use tax exemption
Describes eligibility and reporting. Verified project outcomes are outside its scope, and individual annual reports are confidential. - Local recordGrade BFY2025 Annual Comprehensive Financial Report
Five Microsoft data-center complexes in West Des Moines
The principal-employer schedule provides official city context. Its portfolio estimate is not disclosed as a certified site-payroll audit. - Local recordGrade BFY2027 Fiscal Trends
County computer-equipment tax assessed specifically in data centers
This budget forecast is not an audited completed-year amount. It excludes real-property tax from data centers. - Local recordGrade BAffordable Housing Trust Fund announcement
A county affordable-housing trust funded with previously undesignated data-center tax revenue
The record shows a concrete allocation of revenue. Early program outputs cannot establish the full return or a no-project counterfactual. - Official reportGrade BElectricity Rate Designs for Large Loads: 2026 Update
55 U.S. large-load tariffs available through 2026
The survey covers 55 published large-load tariffs. It cannot show that any one design will eliminate every cross-subsidy or forecast error.
