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What is a machine-readable file? A plain-English guide to health insurance price data

Health insurers publish every price they pay providers in machine-readable files. Here's what MRFs are, why they exist, and what they can tell you about the cost of care.

US Health.io · · 2 min read

If you've ever asked what a medical procedure costs and been told "it depends on your insurance," machine-readable files are the answer to depends on what? They're where insurers publish the prices they've agreed to pay for care.

The short version

A machine-readable file (MRF) is a data file that a health plan must publish under the federal Transparency in Coverage rule. It lists the negotiated rate for every covered service with every in-network provider. Plans update their files every month and post them publicly, with no login required.

Why "machine-readable"?

The rule required plans to publish in a structured format, JSON, that follows a public schema. That makes the data consistent and open to any software. It also makes the files impractical to open by hand: a single in-network file can be many gigabytes, and a large insurer publishes thousands of them every month.

What's in the files

There are three main kinds:

FileWhat it contains
In-network ratesEvery negotiated rate, by billing code and provider
Allowed amountsHistorical payments for out-of-network care
Table of contentsWhich plans use which rate files

Each rate in an in-network file is tied to a billing code, like a CPT code for a procedure, and to providers identified by their NPI. It also records details that change the price, like place of service and whether it's a professional or facility fee.

What you can learn from them

With the files processed and joined to provider data, you can answer questions like:

  • What does my plan pay for a brain MRI at each imaging center near me?
  • Is a colonoscopy cheaper at a surgery center than at the hospital?
  • How do two insurers' networks compare on price for the services my company uses most?
  • How much do prices for the same procedure vary across a state?

That's what we're building at US Health.io: searchable prices for every procedure, provider and area, drawn straight from the files insurers publish.

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Keep reading

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