Resources and Toolkits

Open Source Software Tool (OSCER) for Medicaid Work Requirements

Open-source community engagement reporting (OSCER) tool enables states to achieve work requirements compliance automatically using client and ex parte data, or otherwise provide link for manual certification or exemption application. Provides staff with case management and reporting tools, and sends results to state Medicaid agencies for issuance or disenrollment.

Implementing Medicaid Work Requirements

Implementation-oriented framework to support states with adapting to community engagement/work requirements. Features overview of “look back” period and four-step compliance flow including: checking for automatic hardship, screening for exemptions, checking for participation, and allowing for requestable hardship.

Identifying Use Cases for AI in Medicaid Delivery

Outlines cases in which generative AI can be appropriately deployed by grounding use in human-centered problem statements. Highlights practical application such as data extraction, summarization, and entity resolution to reduce caseworker burden while maintaining responsible oversight.

Advocates’ Guide to Automated Notices

Guide explaining automatic benefit notice generation process while walking through common underlying system errors (e.g. missing or incorrect information) providing insight on how back-end design decisions cause these issues. Provides strategies to improve notice process and output such as targeted questions on system logic, workarounds for caseworkers, and structural reform through data flow, boilerplate language,…