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Although Medicaid and CHIP cover more than 75 million Americans, collecting high-quality and timely data for each state’s Medicaid and CHIP program is incredibly difficult. Not only do states have flexibility in the design and implementation of these programs, but collecting data and submitting it to the Centers for Medicare and Medicaid Services (CMS) in a standardized format is a demanding administrative and information technology task for both states and the federal government.