What to Expect with Claims Data

A previous query defined the different nuances encompassed under the term “data quality” to help shed light on the myriad factors that can impact the output from the Colorado All Payer Claims Database (CO APCD). This piece will outline some baseline expectations for users who are new to claims data. Claims Data Read more

By Stephanie Spriggs, ago

Defining Data Quality in the CO APCD

Claims data is very different than other types of data typically encountered by actuaries, accountants, analysts, and researchers. If not prepared for the unique challenges it presents, it is easy to conclude that something is wrong with a data set. The phrase “data quality” is frequently used as a catch-all Read more

By Stephanie Spriggs, ago

Non-Claims Data in the CO APCD

Non-Claims Data in the CO APCD The Colorado All Payer Claims Database (CO APCD) contains medical, dental, vision, and pharmacy claims from the majority of insured individuals in the state. However, claims data highlights only a portion of how the health care system functions. There are numerous other non-claims components Read more

By CIVHC, ago

In-Warehouse Quality Checks and Data Processing

Once payer-submitted data has successfully passed the extensive initial validation and quality tests performed by CIVHC and data manager Human Services Research Institute (HSRI) and NORC at the University of Chicago, the data are ready to be ingested into the warehouse. Previous queries have detailed the process for the monthly submission and intake Read more

By Sarah Ford, ago
Link to infographic describing phasegate steps

Phasegate

In fiscal year 2023-2024, CIVHC’s Data Operations team implemented a new project management process, PhaseGate, to ensure projects moving through CIVHC’s teams are successful. The process divides development into distinct stages, or phases, separated by decision points, known as gates. The PhaseGate process is effective because it helps teams break Read more

By Sarah Ford, ago