Neil P. Osnato, founder of Persistence Analytics Group LLC, argues that the DOE should incorporate a stronger "Implementation-Assumption Verification" discipline into its methodology for future appliance and lighting energy-conservation standards. He emphasizes that the DOE must verify the underlying assumptions regarding consumer costs, grid impact, and product durability before establishing national standards.

Neil P. Osnato, Founder of Persistence Analytics Group LLC, argues that the DOE should incorporate an independent infrastructure-assumption verification function into its analytic-methodology review. He advocates for testing whether modeled benefits remain valid under real-world conditions and offers his company's proprietary framework to lead this verification effort.

The commenter supports the Department of Energy's review of energy conservation standards, provided the analytical framework prioritizes equity and affordability for underserved populations. They urge the DOE to consider environmental justice, job creation, and the lived experiences of low-income and rural communities in its decision-making process.

Michael Ravnitzky opposes the proposed analytic framework for setting energy conservation standards, arguing that it introduces extra-statutory requirements and methodological flaws that would paralyze the DOE's ability to implement the Energy Policy and Conservation Act (EPCA). He contends that the framework creates unworkable mathematical barriers, ignores documented market failures, and risks making future standards legally indefensible under the Administrative Procedure Act.