How this translates
These analyses map to systems that ingest data, model changes, and generate outputs.
See systemsAnalyses
3Benefit Cliff Insights
PolicyHow benefit cliffs affect labor force participation in rural vs urban environments
Example findings
-Some studies observe workers approaching benefit eligibility thresholds constraining their hours or declining overtime to keep earnings below cliff cutoffs.
-When a worker simultaneously risks losing two or more benefits (e.
Administrative Burden & Workforce Participation
PolicyHow paperwork, recertification, and procedural complexity in benefit programs affect labor force participation
Example findings
-During the 2023-2024 Medicaid unwinding, approximately 69% of the 25+ million disenrollments were procedural rather than eligibility-based, suggesting that the majority of coverage losses were driven by administrative failure to complete renewal processes rather than genuine changes in eligibility.
-Experimental evidence from LA County found that one-third of SNAP applications were denied due to missed interviews, five times the number denied for ineligibility.
Why Manual Workflows Break at Scale
OperationalHow manual coordination, data entry, and approval processes tend to fail as organizations grow
Key insights
-Manual workflow failures at scale appear to be structural rather than individual.
-The cost of manual processes is often invisible because it is distributed across many small inefficiencies: re-entering data, chasing approvals, reconciling discrepancies, searching for information.