SNAP participation, Apr 2026
How many people will participate in SNAP on average in April 2026 according to USDA Food and Nutrition Service monthly data?
Trend
history + forecaststatic prototype estimate · seeded forecast value
- record
- prototype seed
- agent
- prototype seed
- distribution
- 2 runs · 201 CDF points each
- ledger fact
- usda.fns.snap.persons.april_2026
Forecast runs
same target · agents, packs, updatespublic trace
SNAP participation is a Thesis niche in the working doc: monthly, public, objective, decision-relevant, and under-forecasted compared with macro indicators. This target resolves on 2026-08-31 under a fixed-vintage rule, with an expected ~2 months lag. The same series can also spawn next release, +3 months, +12 months, threshold questions.
The forecast expects participation to flatten near 41 million. The value comes from combining administrative trend with a bottom-up eligibility/take-up prior.
Validated live Codex-backed thesis.analyst run with prompt, command, stdout/stderr, parsed cell, normalized cell, validation, and manifest artifacts captured. Prompt mode: fast. Pre-submit review artifacts captured.
public trace
Draft is mostly publication-ready, but it needs tighter fixed-vintage resolver specificity and stronger support for the interval and ratio update evidence.
- warning resolver: Resolver names the USDA FNS SNAP Data Tables and first-print rule, but does not specify the exact table/field path enough to prevent ambiguity if the page has multiple files or formats.
- warning coherence: The forecast calculation uses Nov 2024 = 43.018848 million, but that value is not included in historicalContext or the cited tool-result evidence shown in the draft.
- warning interval: The 80% interval of +/-1.4 million is plausible but only loosely tied to 'recent movements' and policy uncertainty, without a concrete volatility or error reference.
disposition accepted: Review disposition: accepted the resolver clarification by naming the exact FY2026 National View Summary monthly table and Participation Persons field, accepted adding Nov 2024 evidence before the ratio calculation, accepted making the interval width explicitly judgmental and tied to fetched realized moves, and clarified that historical values are current-table lookup values while resolution uses the first posted April 2026 print.
disposition accepted: Review disposition: accepted the resolver clarification by naming the exact FY2026 National View Summary monthly table and Participation Persons field, accepted adding Nov 2024 evidence before the ratio calculation, accepted making the interval width explicitly judgmental and tied to fetched realized moves, and clarified that historical values are current-table lookup values while resolution uses the first posted April 2026 print.
disposition accepted: Review disposition: accepted the resolver clarification by naming the exact FY2026 National View Summary monthly table and Participation Persons field, accepted adding Nov 2024 evidence before the ratio calculation, accepted making the interval width explicitly judgmental and tied to fetched realized moves, and clarified that historical values are current-table lookup values while resolution uses the first posted April 2026 print.
The target is the national SNAP FY2026 National View Summary monthly table, April 2026 row, Participation Persons field, resolved from USDA FNS SNAP Data Tables on the first public monthly print and converted from persons to millions.
Base-rate reference class: April observations in the fetched current table for 2023-2025 were 41.914 million, 41.612 million, and 42.353 million, so the simple same-month base rate is about 41.96 million before current-release adjustments.
Current-level adjustment: Nov 2025 was 40.395735 million versus Nov 2024 43.018848 million, a ratio of 0.9390. Applying that ratio to Apr 2025 42.353149 million gives 39.77 million; rounding and allowing partial stabilization gives a 39.8 million point estimate.
Counter-consideration: the sharp Oct-Nov 2025 drop may include timing, reporting, or temporary administrative noise; SNAP is also countercyclical, so a softer economy could keep April 2026 closer to 41 million than the recent downtrend implies.
Downside outside scenario: continued eligibility tightening, administrative churn, or unusually low state reporting pushes the first print below 38.4 million. Upside outside scenario: reporting rebound, disaster assistance, or weaker household income conditions lift participation above 41.2 million.
Interval sizing: the fetched April same-month 2023-2025 range is 0.741 million and the Oct-Nov 2025 move is -0.696 million, but policy and first-print reporting risk make a wider judgmental 80% half-width appropriate. I use +/-1.4 million around 39.8, about twice those recent realized moves, for an 80% interval of 38.4 to 41.2 million.
Review disposition: accepted the resolver clarification by naming the exact FY2026 National View Summary monthly table and Participation Persons field, accepted adding Nov 2024 evidence before the ratio calculation, accepted making the interval width explicitly judgmental and tied to fetched realized moves, and clarified that historical values are current-table lookup values while resolution uses the first posted April 2026 print.
Key drivers
- Unemployment and underemployment
- Recertification churn
- Benefit adequacy
- State administrative processing
Resolution
- source
- USDA Food and Nutrition Service, SNAP national monthly data
- expected
- August 31, 2026
- rule
- Resolves to the April 2026 average monthly SNAP persons count in USDA FNS national program data. If USDA updates the monthly table, the first version available by August 31, 2026 governs.
- Data point
- usda.fns.snap.persons.april_2026
Series design
- series
- usda.fns.snap.persons
- cadence
- monthly · ~2 months
- horizon
- +3 months · fixed vintage
- priority
- P0
- benchmark
- PolicyEngine eligibility/take-up prior
- chainable
- next release · +3 months · +12 months · threshold
Analyst agent · reasoning trace
static mock§
The route, resolution rule, and catalog entry are live. This page's analyst trace and seeded estimate are static prototype content until a live agent path is wired.