Six structural forces that filter announced capacity.
The Six Forces Framework is the firm's analytical methodology for assessing the structural risks that filter announced data center capacity as it moves toward energization. Each force is significant in isolation; the framework's contribution is the discipline of applying all six consistently to every project, and modeling how they compound.
Interconnection & Energy Infrastructure
The structural constraint on the electrical interconnection queue and the broader energy infrastructure required to bring announced capacity to commercial operation. The U.S. queue held approximately 2,300 GW of active capacity at end of 2024, with 408 GW holding executed interconnection agreements. Historical completion rates run near 13 percent; median interconnection-to-commercial-operation timelines now exceed four years. Behind-the-meter pathways have grown roughly twenty-fold to approximately 48 GW announced, against a 13 to 22 GW realization estimate.
Permitting, Entitlement & Policy Complexity
Major infrastructure permitting timelines run four to seven years on average; transmission permitting runs three to ten years depending on jurisdiction. Environmental impact review has extended significantly. Policy instability adds further risk: tax incentive structures, environmental regulations, energy policy, trade policies affecting equipment procurement, and data sovereignty regulations are all subject to change across the political cycles a long-duration program will traverse.
Community & Social Opposition
Emerged over the past three years as a binding constraint in markets that historically welcomed the industry. Concerns center on water use, noise, visual impact, traffic, property values, electricity rate pressure on residential ratepayers, and tax incentive sustainability. Breaking announcements into smaller pieces to avoid full disclosure of cumulative impact has accelerated backlash and is triggering more restrictive zoning, moratoria, and rejections in Virginia, Texas, Georgia, and parts of Florida.
Capital & Financing Uncertainty
Construction debt prices at 6.5 to 8 percent in current rate environments; capitalized interest over the three-to-five-year predevelopment and construction period adds 15 to 25 percent to total project cost. Off-balance-sheet joint venture structures with infrastructure fund and private credit partners are now standard for the largest hyperscale campuses. Within Force 4 sit the firm's deepest analytical moves: the Two Capital Stacks and the Three Capital Pools.
Supply Chain Constraints
Large power transformer lead times have extended to 24 to 36 months; large generator delivery runs 12 to 18 months. Switchgear, UPS systems, and chiller plants face similar extensions. High-voltage transformers, certain switchgear configurations, liquid cooling equipment, and the GPU and accelerator components themselves have become structural bottlenecks, as concurrent demand from data center, utility, electrification, and broader infrastructure programs competes for the same manufacturing capacity.
Technology & Obsolescence
AI compute architecture is evolving faster than the development cycle of the physical infrastructure designed to house it. NVIDIA's product cadence (Hopper 2022, Blackwell 2024, Rubin 2026, Rubin Ultra 2027) creates a refresh requirement every two to four years. Rack power densities have moved from 20 to 30 kW two years ago to 100-plus kW today, with 200 to 500 kW per rack on near-term roadmaps. Facility decisions made today are locked into infrastructure with a twenty-to-thirty-year useful life.
Documented in the methodology suite
The framework is documented principally in The Great Data Center Reckoning (analytical foundation) and the Six Forces Assessment Technical Specification (operational implementation). The Shield Assessment Report is the principal customer-facing deliverable of a Six Forces Assessment engagement. See the Shield deliverable →