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ENGINEER VIEW Skar Technologies

Research by Skar Technologies

See the systems
behind the market.

Power. Infrastructure. Industry. Technology.
We examine the systems that shape markets—and what their constraints mean for decisions.

Evidence. Systems. Consequence.

Explore the publication

A closer look.

From electricity demand to enterprise AI, examine what is changing and what has to work.

MV–001Market View

Capital · Energy · Technology

Three signals. One systems test.

Private credit, AI infrastructure, and public-market valuation examined through the structures beneath the headline.
August 2026

Put the numbers in context.

Selected evidence from our research. Each figure retains its measurement period and source; these are dated observations and forecasts.

Derived forecast1.7%

Forecast growth in U.S. electricity consumption in 2026, calculated from EIA’s rounded annual totals

EIA · 11 August 2026
Historical estimate4.4%

Estimated U.S. electricity used by data centers in 2023

DOE / LBNL · December 2024
Reported change+41%

Reported increase in U.S. distribution-transformer demand since 2019

U.S. DOE · March 2026
Survey range17–20%

U.S. businesses reporting AI use, Dec. 2025–May 2026

U.S. Census Bureau · May 2026

Evidence before interpretation.

Start with the evidence. Understand the system. Test the assumptions. Our research makes that reasoning visible, so you can assess the conclusion for yourself.

Our research standard