Every Industry Eventually Learns a Shared Language. Data Centers Are Next.

One question has stayed with me since my last column on data center disclosure: How do standards emerge in an industry where every project is different?

It is an important question because nothing about today’s data center market looks standardized. Every project is different. Every community asks different questions. Every developer tells a slightly different story.

Yet history suggests that industries almost never begin with standards. They grow into them. 

The reason is straightforward. As industries mature, inconsistent information becomes expensive. Investors, lenders, insurers, regulators and customers all reach the same conclusion. Comparing projects is easier when everyone speaks the same language. 

The pattern repeats itself across industries.

Finance eventually adopted Generally Accepted Accounting Principles (GAAP) because investors needed confidence that financial statements meant the same thing from one company to the next. The standards did not make companies identical. They made companies comparable.

Real estate followed a similar path. Residential appraisers do not prepare a different report for every lender. Standardized appraisal forms such as the Uniform Residential Appraisal Report, also known as Form 1004, became common because investors buying mortgages needed comparable information. The form did not standardize houses. It standardized how houses were described.

Green building tells the same story. LEED began as a voluntary certification developed by the U.S. Green Building Council. Developers pursued certification because tenants, investors and lenders increasingly viewed it as a credible signal of quality and performance. Only later did many municipalities incorporate LEED into procurement requirements, incentives and public policy.

Today, many data center developers proudly advertise LEED certification, Energy Star certification and corporate sustainability reports. Those certifications matter because they provide confidence that a facility has been designed and operated according to recognized standards. They have become valuable because the market rewards information that can be understood and compared.

Manufacturers reached the same conclusion with Environmental Product Declarations. Architects and owners wanted a consistent way to compare construction materials. The market rewarded transparency, and suppliers responded with standardized disclosures.

The lesson is not that these industries eventually agreed on everything. It is that they became too interconnected and too capital intensive to operate without a common language.

Comparing companies without GAAP is expensive. Comparing buildings without recognized certification systems is expensive. Comparing construction materials without standardized disclosures is expensive. Eventually, the cost of remaining illegible exceeds the cost of becoming comparable.

The data center industry is approaching that same point. Yet there is an important distinction: The industry already has standards for evaluating buildings — what it lacks is a common way to evaluate projects before they are built.

A LEED certification tells us something meaningful about a building’s environmental performance. An Energy Star rating provides insight into operational efficiency. A sustainability report communicates corporate priorities. None of those tools explains where the power will come from, who pays for grid upgrades, where cooling water will be sourced, how public incentives are structured, what long-term community benefits are expected, or whether local ratepayers bear any of the costs.

Those questions increasingly determine whether projects receive permits, attract investment and earn public trust. Still, every developer answers them differently. Utilities, regulators, investors and communities are often left assembling the story from engineering reports, environmental studies, utility filings and public presentations that were never designed to work together.

The consequences are becoming harder to ignore. Lenders price uncertainty into financing decisions. Insurers evaluate risks that could have been explained more clearly. Regulators spend valuable time reconciling inconsistent information, while communities often fill the remaining gaps with assumptions.

No one benefits from these outcomes.

The next competitive advantage in data center development will not simply be another megawatt of capacity or another acre of powered land. It will be the ability to explain a project’s impacts through a common language that investors, regulators, utilities and communities can all understand.

That does not require every data center to look the same. Different workloads require different designs. Different markets have different constraints. Different customers will continue to demand different solutions.

What the market increasingly needs is not standardized projects. It is standardized disclosure.

Markets rarely reward sameness. They reward clarity.

I believe that is where this industry is headed. As more capital enters the market and more communities demand answers, developers who explain their projects clearly will earn trust faster, move through approvals more efficiently and reduce uncertainty for everyone involved.

Consistent disclosure will stop being a competitive disadvantage. It will become a competitive advantage. That is how markets mature. They do not eliminate differences. They create a common language for understanding them.

Suhail Y Tayeb is clinical assistant professor at New York University’s Schack Institute of Real Estate and director of the Center for the Sustainable Built Environment.