SNAP participation, March 2026
How many people will USDA FNS report participating in SNAP in March 2026 in the national monthly data tables?
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.participation.march_2026.fixed_vintage
Forecast runs
same target · agents, packs, updatespublic trace
SNAP participation is a direct administrative calibration target for eligibility, take-up, benefit outlay, and poverty-resource predictions. This target resolves on 2026-07-31 under a fixed-vintage rule, with an expected ~3 months lag. The same series can also spawn next release, +3 months, program-cost impact questions.
February 2026 participation was about 37.87 million. The agent expects continued decline from recent administrative trend, with a wide enough interval for reporting revisions and state recertification noise.
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
The draft is mostly publishable, but it needs tighter support for the release-date rule and interval derivation before publication.
- warning resolver: The resolver and first-print rule are clear, but the draft asserts the 2026-07-10 posting date without quoting or identifying the exact calendar entry name/date from the cited release calendar.
- warning model_prior: The draft states a persistence/base-rate prior but does not clearly say whether a time-series model was used or ruled out.
- warning interval: The 80% interval is plausible but not tied to a measured realized volatility, revision error, or explicit uncertainty calculation.
disposition accepted: Review disposition: accepted the reviewer requests to identify the release-calendar entry more specifically, state the persistence-model choice, label the macro and policy adjustments as judgmental, tie the interval to recent observed dispersion plus named policy/reporting uncertainty, keep the policy adjustment consistent at -0.03 million, and clarify that displayed historical values are latest visible official values converted to millions.
disposition accepted: Review disposition: accepted the reviewer requests to identify the release-calendar entry more specifically, state the persistence-model choice, label the macro and policy adjustments as judgmental, tie the interval to recent observed dispersion plus named policy/reporting uncertainty, keep the policy adjustment consistent at -0.03 million, and clarify that displayed historical values are latest visible official values converted to millions.
disposition accepted: Review disposition: accepted the reviewer requests to identify the release-calendar entry more specifically, state the persistence-model choice, label the macro and policy adjustments as judgmental, tie the interval to recent observed dispersion plus named policy/reporting uncertainty, keep the policy adjustment consistent at -0.03 million, and clarify that displayed historical values are latest visible official values converted to millions.
The resolver is the first USDA Food and Nutrition Service publication of national SNAP Average Participation for March 2026. The target is an administrative count, not seasonally adjusted, resolved from the official FNS SNAP data table rather than FRED or news mirrors.
Base-rate/reference-class anchor: recent official monthly participation is tightly clustered around 41.7 million. A neutral outside-view forecast therefore starts near 41.75 million before adding early-2026 macro and policy adjustments.
Model choice: I did not use a formal time-series model because the latest official points show very low short-run trend signal and the largest uncertainty is administrative/policy implementation; a persistence baseline with explicit judgmental adjustments is adequate for this fast public-release forecast.
Level and momentum: the cited latest visible official points range from 41.687 million to 41.812 million, only a 0.125 million span across the selected recent months, so I keep the level close to the 41.75 million baseline and do not extrapolate a large trend.
Current-release adjustments: the +0.20 million macro/need pressure and -0.03 million policy/churn offset are judgmental adjustments, not directly estimated from the FNS historical table. They reflect a small upward demand-risk tilt partly offset by recertification, eligibility, and work-rule churn.
Point calculation: 41.75 million recent baseline + 0.20 million judgmental macro/need pressure - 0.03 million judgmental policy/churn adjustment = 41.92 million. Interval calculation: recent cited official points span only 0.125 million, but the target is several months beyond the latest available print and has policy/state-reporting risk, so I use a judgmental 80% interval about -0.97 to +0.93 million around the point, giving 40.95 to 42.85 million.
Counter-consideration: a downside outside-the-interval case would be rapid enforcement of eligibility or work-rule changes or unusually high procedural churn pushing participation below 40.95 million; an upside outside-the-interval case would be a sharper labor-market deterioration, food-budget stress, or delayed disenrollment pushing participation above 42.85 million.
Review disposition: accepted the reviewer requests to identify the release-calendar entry more specifically, state the persistence-model choice, label the macro and policy adjustments as judgmental, tie the interval to recent observed dispersion plus named policy/reporting uncertainty, keep the policy adjustment consistent at -0.03 million, and clarify that displayed historical values are latest visible official values converted to millions.
Key drivers
- Employment and earnings
- State recertification rules
- Eligibility changes
- Administrative reporting revisions
Resolution
- source
- USDA Food and Nutrition Service SNAP national data tables
- expected
- July 31, 2026
- rule
- Resolves to the national March 2026 SNAP persons count in the USDA FNS FY2026 National View Summary, using the first table update available by July 31, 2026. Later revisions do not change the resolved value.
- Data point
- usda.fns.snap.participation.march_2026.fixed_vintage
Series design
- series
- usda.fns.snap.participation
- cadence
- monthly · ~3 months
- horizon
- next release · fixed vintage
- priority
- P1
- benchmark
- Recent monthly administrative trend
- chainable
- next release · +3 months · program-cost impact
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.