Resources and Toolkits
Risk Assessment Tools
Video outlining best practices for states to improve their risk assessment and error detection processes, including model design, review sequencing, feature engineering, review process optimization, and quick wins
SNAP Data by State
Resource to explore and compare state-by-state data on eligibility processing, payment accuracy, and policy options
NGA Statement on SNAP Payment Error Rates Data
Statement on FY25 SNAP Payment Error Rates, timing, and state cost-sharing
NCSL Statement in Response to FY 2025 SNAP Payment Error Rates
Statement on FY25 SNAP Payment Error Rates and state cost-sharing implications
State Strategies to Improve SNAP Payment Accuracy: Early Lessons from the First Year of H.R. 1 Implementation
Multi-state survey summary of state agency work to implement new payment error requirements, prepare for upcoming cost sharing provisions, and strengthen payment accuracy efforts
Reducing SNAP payment errors: what states can do now
Conversation sharing drivers and targeted interventions to reduce SNAP Payment Error Rates, drawing on six months of hands-on research with Arizona, North Carolina, and Maryland
SNAP Policy Choices That Could Cost States Billions
Common policy missteps states may take in efforts to reduce SNAP payment error rates (PERs), such as adopting change reporting, imposing asset tests, or limiting discretionary exemptions, can have unintended effects of increasing error rates. Instead, states should make informed policy choices, such as adopting simplified reporting, waiving asset tests, allowing discretionary exemptions, and implementing…
Unlocking the Potential of Payment Error Buffers Through Uncapped Benefit Analysis
Paper exploring how uncapped benefit calculations in payment error predictive models can help create space for more “buffer” and create inclusion or exclusion criteria for better targeted reviews and greater predictive power.
SNAP PER Analytics Workgroup
Workshop examining how predictive analytics and risk scoring can improve SNAP implementation and evaluation, using Conneticut as a case study.
SNAP PER Cost Share Projection: Impact of Removing the QC Tolerance Threshold
An interactive cross-state analysis tool demonstrating how removing the $58 SNAP QC tolerance threshold could increase payment error rates and related state costs.
SNAP Quality Control Error Viewer
An interactive dashboard that enables users to explore and monitor key metrics of the Supplemental Nutrition Assistance Program (SNAP) Quality Control (QC) system.
Common Missteps on the Road to Lower SNAP Payment Error Rates
Guidance on state policy chocies that tend to increase SNAP payment error rates include requiring change reporting or monthly reporting, imposing asset tests, and limiting discretionary exemptions. In contrast, states can reduce errors by simplifying reporting requirements, using BBCE, applying exemptions, and using one-month lookbacks to minimize reassessments and ensure coverage for eligible populations.
SNAP QC Error Viewer
An interactive dashboard that enables users to explore and monitor key metrics of the Supplemental Nutrition Assistance Program (SNAP) Quality Control (QC) system.
SNAP Quality Control Resources for States
Resource Hub including data visualization tools, modeling tips, and lessons gathered from States to support the work of QC data modeling nationwide.
Predictive Analytics for SNAP PER Reduction QC Data Workshop Summary
Workshop to foster collaboration and share modeling practices among state agencies in response to HR1’s new SNAP PER cost share requirements. Gathering encompassed convened a group of nearly 40 research and data analytics staff from across 15 states involved in SNAP QC data modeling.
SNAP Payment Accuracy Playbook
A free resource that focuses on strategies that states can test immediately to reduce PER and lessen the burden on frontline eligibility workers
Reducing Payment Error Rates for SNAP
Key strategies to improve accuracy and efficiency of SNAP program delivery, including evaluating intervention impacts independently, developing strong proxy metrics, watching for unintended consequences, strategically reviewing most error-prone case elements and actions, leveraging new technology for caseworkers, and improving client communication and outreach.
Implementing Benefits Eligibility + Enrollment Systems: State Responses to H.R. 1
Features interviews from seven states on adaptation journeys in response to SNAP and Medicaid on integrated eligibility and enrollment. Insights include states awaiting federal guidance, standing up work groups, putting technology road map placeholders, prioritizing SNAP PER, making changes to end-of-life systems, rethinking data sharing, and considering population impacts.
Digital Government Hub for H.R. 1 Implementation
A central resource library for state, local, tribal, and territorial governments working to implement public benefits policy and system changes created through OBBBA, featuring Medicaid work requirements and SNAP PER topic sections.
Adaptable Resources for States and Locals
Various templates for state and local governments to meet OBBBA requirements, including primers for program staff and state leadership, targeted flyers for populations (e.g. veterans, unhoused, older adults), and work requirements checklists.
