Blog Series: Specialty Contractors at an Inflection Point — Part 2

Data Centers and AI: Structural Growth or Cyclical Spike?

Beyond traditional manufacturing, another force is reshaping specialty contracting demand: data center construction.

March 2, 2026
#DataCenters #AI #SpecialtyContracting #Construction
Data center and AI infrastructure construction — structural growth, margins, and labor

The Expansion of AI Infrastructure

Industry estimates from firms such as Turner & Townsend place the global data center construction market between $220 billion and $250 billion as of 2024, with forecasts exceeding $350 billion before decade's end.

The driver is technological rather than speculative. AI workloads require significantly higher power density than traditional enterprise computing. Some industry analyses estimate three-to-five-fold increases in power consumption per rack compared with earlier server generations.

That translates directly into larger:

Unlike software scaling, these systems require physical installation. Specialty contractors — particularly in electrical and mechanical trades — are central participants.

But Is It Sustainable?

Construction economists caution that megaproject categories often experience volatility. Large hyperscale campuses create short-term spikes in spending that may not repeat annually.

Furthermore, procurement structures among hyperscale clients tend to be highly competitive. Industry benchmarks from Engineering News-Record show specialty contractor gross margins typically range between 15% and 22%, but participation in megaprojects can compress margins into the low teens.

High revenue does not necessarily translate into high profitability.

Labor Constraints Complicate Growth

The Bureau of Labor Statistics reports that the median age of construction workers continues to rise, while the Associated Builders and Contractors estimates the industry must add more than half a million workers in 2025 to meet baseline demand.

As a result, contractors are expanding fabrication and modularization capacity. Research from McKinsey & Company suggests offsite construction methods can reduce labor requirements by 20–30% and accelerate schedules in certain project categories.

The growth narrative is therefore intertwined with operational adaptation.

The Bottom Line

AI-driven infrastructure expansion is generating sustained physical construction demand. But:

The opportunity is structural. The profitability depends on execution.

← Part 1 — Is There Really a Manufacturing Construction Boom?

Read Part 3 — Are Specialty Contractors Becoming Industrial Platforms? →

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