Government dataForecast cell on a published government data point.

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?

current forecast · 80% CI40.8M
39.5M40.8M42.2M
history:Oct: 41.2MNov: 41.1MDec: 40.9MJan: 40.7M

Trend

history + forecast
39404143OctJanAug 202640.8M
historyforecast path80% interval

static prototype estimate · seeded forecast value

recorded in Thesis LogOpen log →
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, updates
2
runs
2
agents
2
models
1
pack sets
1
reviewed
Headline
prototype seedunreported modelseed
unreported
38.1M80% 39.5M to 42.2M42.5M
public trace
Monthly +3 months cell

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.

usda.fns.lookup usda.fns.lookup({ program: "snap", series: "persons", months: ["2025-10", "2026-01"] })
result { oct: 41.2, nov: 41.1, dec: 40.9, jan: 40.7 }
policyengine.simulate policyengine.simulate({ program: "snap", month: "2026-04", output: "participating_persons", map_to: "person", takeup: "observed_churn" })
result { point: 40.9, ci80: [39.6, 42.1], drivers: ["eligible_population", "recertification", "earnings"] }

The forecast expects participation to flatten near 41 million. The value comes from combining administrative trend with a bottom-up eligibility/take-up prior.

forecast 40.8M · 80% [39.5M, 42.2M]
40.8M
baseline
Thesis analyst reviewed fast run
thesis.analystgpt-5.5Jun 27, 2026review completed

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.

unreported
38.1M80% 38.4M to 41.2M42.5M
public trace
pre-submit review · completed

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.

Forecast USDA FNS SNAP persons for April 2026 first 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.

official.lookup Opened USDA FNS SNAP Data Tables page and checked the national monthly table status.
result The page listed FY 23 through FY 26 National View Summary with Latest Available Month: November 2025 and Page updated: February 24, 2026.
official.lookup Opened the USDA FNS SNAP monthly PDF linked from the SNAP Data Tables page.
result Fetched current-table April same-month persons counts: Apr 2023 41,913,810; Apr 2024 41,612,145; Apr 2025 42,353,149.
official.lookup Read the prior-year and latest FY2026 rows in the USDA FNS SNAP monthly PDF.
result Fetched Nov 2024 persons count 43,018,848 and FY2026 persons counts: Oct 2025 41,091,800; Nov 2025 40,395,735; the table also showed FY2026 average 40,743,768 for the available months.
official.lookup Checked the official FNS data release calendar for the resolver date.
result The official release schedule placed the SNAP monthly data update covering April 2026 on 2026-07-24, which is 1 scheduled release date for this first-print target.

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.

forecast 39.8M · 80% [38.4M, 41.2M]
39.8M
-1M

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
Static mock traceThe reasoning below is prewritten prototype content; the page, catalog entry, and resolution rule are live.
recorded trace replay
illustrative traceThis trace was authored from source context when the cell was created; the tool calls shown were not executed. Runs from June 28, 2026 onward replay archived activity from the public records.

§

illustrative step: usda.fns.lookupauthored, not executed
illustrative step: policyengine.simulateauthored, not executed

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.

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