Simple Healthcare today announced the publication of its core data processing methodology in a peer-reviewed healthcare economics journal, establishing an independently validated foundation for the company’s commercial rate benchmarking products. The methodology addresses one of the most significant practical barriers to using federal price transparency data: the extreme heterogeneity and noise present in raw machine-readable files that, without rigorous processing, render the data unreliable for market analysis purposes. The peer review process, conducted over six months with reviewers drawn from academic health economics and applied data science backgrounds, confirmed the validity of Simple Healthcare’s approach to ghost rate exclusion, format normalization, and distributional benchmarking.
The methodology publication addresses a problem that has limited the credibility of MRF-derived analytics since the data first became available. Machine-readable files vary enormously in schema adherence, rate completeness, billing code formatting, and payer identification conventions — differences that compound when files from hundreds of hospitals and dozens of payers are combined into a single analytical dataset. Without a documented, validated processing approach, analytical conclusions drawn from this data are subject to legitimate challenge on data quality grounds. The peer-reviewed methodology gives Simple Healthcare’s clients a defensible evidentiary basis for using the company’s benchmarks in consequential decisions including contract negotiations, network design, and reference pricing program development.
“Publishing our methods in a peer-reviewed setting is a deliberate choice,” said Simple Healthcare’s research leadership. “Our clients use this data to make decisions that matter — millions of dollars in contract negotiations, network configurations that affect patient access, pricing strategies that shape market competition. They deserve to know that the numbers they’re relying on have been validated by independent experts, not just by us. Peer review is the appropriate standard for methodology of this consequence.” The full methodology paper is available to institutional clients and qualified researchers on request, and a technical summary is available through Simple Healthcare’s resource library.