OMB Individually Reported

Plan Justification Tool

Low riskExact public inventory row

Description

(Marketplace) Identify trends/patterns within plan certification justification templates, containing free-form text data through use of natural language processing (NLP) and classification techniques.

Detailed example

Improve efficiency of the plan certification review process - by automating the initial justification review along with a rendering of a verdict and then looping the human in for the final decision.

AI / analytics pattern

Classical/Predictive Machine Learning: Models trained on data to make predictions or classifications based on identified patterns or relationships.

Automation level / stage

a) Pre-deployment – The use case is in a development or acquisition status.

Expected benefit

Build a supervised ML model using historical justification data and associated plan certification outcomes that can be recommended to CMS to build towards a more efficient review process.

Controls / human review

ATO: Not reported; PIA: Not published