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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.

Virginia modeled job effects59,046 construction · 14,817 operations
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
Representative facility~1,500 peak · ~50 full-time
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
West Des Moines operating portfolio752 employees
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
Public revenue at scale$879 million
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
State incentive return$0.48 per $1
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.

Construction dominates the modeled job count data
CategoryDirect (jobs)Indirect (jobs)Induced (jobs)
Construction35,110 jobs9,946 jobs13,990 jobs
Operations4,373 jobs6,615 jobs3,830 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.

Ask for these local records.

Without these inputs, a project-specific verdict is incomplete. Treat missing evidence as an open question.

  1. 01Certified operations payroll, contractor hours, and construction labor hours kept separate
  2. 02Real and personal property tax, depreciation, exemptions, rebates, TIF, and clawbacks
  3. 03Verified local procurement by establishment rather than capital investment announced globally
  4. 04Road, electric, water, sewer, and public debt costs with payer, ownership, and exit terms
  5. 05A recurring public ledger with alternative-land-use, downside, decommissioning, and concentration scenarios

Sources used on this page.

  1. AuditGrade B
    Data 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.
  2. Agency dataGrade A
    QCEW 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.
  3. AuditGrade A
    Urban 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.
  4. RegulationGrade A
    Data 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.
  5. Local recordGrade B
    FY2025 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.
  6. Local recordGrade B
    FY2027 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.
  7. Local recordGrade B
    Affordable 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.
  8. Official reportGrade B
    Electricity 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.
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