ConditionalOutcome forecast conditional on a policy state.

Child poverty 2026 | $3,000 fully refundable CTC

Conditional on a $3,000 fully refundable Child Tax Credit being in effect for tax year 2026, what will the Supplemental Poverty Measure child poverty rate be for calendar year 2026?

conditional on: $3,000 fully refundable Child Tax Credit in effect for tax year 2026

current forecast · 80% CI7.2%
5.8%7.2%9.0%
history:2021: 5.2%2022: 12.4%2023: 13.7%2024: 13.4%Policy sim: 7.0%

Trend

history + forecast
3.87.611.315.12021Policy simSep 20277.2%
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
census.spm.child_poverty_rate.2026

Forecast runs

same target · agents, packs, updates
2
runs
2
agents
2
models
1
pack sets
1
reviewed
Headline
prototype seedunreported modelseed
unreported
5.20%80% 5.8% to 9.0%12.50%
public trace
Identifying the conditional

This cell asks what the observed SPM child poverty rate would be if the $3,000 fully refundable CTC policy is actually in force for TY2026. Policy uncertainty is removed; macro and measurement uncertainty remain.

PolicyEngine anti-poverty effect
policyengine.simulate policyengine.simulate({ reform: "ctc_3000_fully_refundable", year: 2026, output: "spm_child_poverty_rate", map_to: "person" })
result { point: 6.9, ci80: [5.9, 8.3], poverty_reduction_pp_vs_current_law: -5.1 }
census.lookup census.lookup({ series: "spm_child_poverty_rate", years: [2021, 2024], note: "expanded CTC anchor" })
result { ctc_expansion_anchor_2021: 5.2, post_expansion_range: [12.4, 13.7] }
Forecast

The 2021 expanded-CTC anchor prevents over-shrinking toward current-law poverty, while the 2026 macro path and take-up uncertainty keep the interval above the raw simulation lower tail.

forecast 7.2% · 80% [5.8%, 9.0%]
7.2%
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
5.20%80% 5.7% to 12.0%12.50%
public trace
pre-submit review · completed

Draft is directionally coherent but needs a verified Census resolver/release date and a more defensible interval basis before publication.

  • blocking resolver: Resolution date is inferred from prior September publication patterns rather than verified from an official Census calendar, release placeholder, or policy-state rule.
  • warning resolver: resolutionSourceUrl points to the generic Census publications index rather than the exact publication page, table page, or release placeholder.
  • warning model_prior: The draft gives a recent-history base rate but does not explicitly use or rule out a time-series/model prior.

disposition accepted: Review disposition: accepted the critiques to clarify the first-print resolver, identify Table B-2 as the likely target table, state why a simple time-series prior is not used, justify the interval from volatility plus policy-effect uncertainty, and label the 2024 value as overall SPM context. The exact 2027 Census publication URL was not available in the public evidence fetched, so the rule specifies using the first posted Census page or successor table.

disposition accepted: Review disposition: accepted the critiques to clarify the first-print resolver, identify Table B-2 as the likely target table, state why a simple time-series prior is not used, justify the interval from volatility plus policy-effect uncertainty, and label the 2024 value as overall SPM context. The exact 2027 Census publication URL was not available in the public evidence fetched, so the rule specifies using the first posted Census page or successor table.

disposition accepted: Review disposition: accepted the critiques to clarify the first-print resolver, identify Table B-2 as the likely target table, state why a simple time-series prior is not used, justify the interval from volatility plus policy-effect uncertainty, and label the 2024 value as overall SPM context. The exact 2027 Census publication URL was not available in the public evidence fetched, so the rule specifies using the first posted Census page or successor table.

Forecast for 2026 child SPM poverty conditional on a refundable $3,000 CTC

The resolver is the Census Bureau first print for the Supplemental Poverty Measure poverty rate among people under age 18 for calendar year 2026. This is not the official poverty measure: SPM resources include taxes, refundable credits, transfers and noncash benefits, and subtract medical, work, and child-care expenses while adjusting thresholds for housing costs.

official.lookup Opened Census Poverty in the United States: 2021 publication page.
result Fetched 2021 child SPM poverty rate 5.2 percent, 2020 child SPM 9.7 percent, refundable tax credits moving 9.6 million people out of SPM poverty, and stimulus payments moving 8.9 million people out.
official.lookup Opened Census Poverty in the United States: 2022 publication page.
result Fetched 2022 child SPM poverty rate 12.4 percent, up from 5.2 percent in 2021; overall SPM rate 12.4 percent; refundable tax credits moved 6.4 million people out of SPM poverty, down from 9.6 million in 2021.
official.lookup Opened Census Poverty in the United States: 2023 publication page.
result Fetched 2023 overall SPM rate 12.9 percent and 2023 child SPM poverty rate 13.7 percent, an increase of 1.3 percentage points from 2022.
official.lookup Opened Census Poverty in the United States: 2024 publication page and SPM table list.
result Fetched publication date September 09, 2025; report number P60-287; 2024 overall SPM rate 12.9 percent; official poverty rate 10.6 percent; Table B-2 is the age, race, and Hispanic origin SPM table for 2009 to 2024.
official.lookup Checked Census first-print publication pages for recent poverty reports.
result Fetched first-print publication dates September 13, 2022 for 2021, September 12, 2023 for 2022, September 10, 2024 for 2023, and September 09, 2025 for 2024; the exact 2027 first-print URL was not yet posted in the fetched public evidence.

Base-rate/reference class: without the 2021 expanded credit and stimulus environment, recent child SPM poverty sits around 12.4 to 13.7 percent. I use 13.4 percent as the current-policy outside-view anchor before adding the conditional $3,000 fully refundable CTC.

Time-series prior: I do not extrapolate a simple linear trend because the child SPM series has large policy discontinuities from pandemic stimulus, expanded refundable credits, and their expiration; a persistence prior around the recent non-expanded-CTC level is more defensible.

Policy mechanism: a fully refundable $3,000 CTC would count in SPM tax-credit resources for eligible families and would matter most for children in low-earnings households who receive little or no current-law nonrefundable credit. It should not mechanically recreate the 2021 5.2 percent rate because the 2021 outcome also reflected larger under-age-6 credits, stimulus payments, and pandemic-era safety-net conditions.

Anchor 13.4 percent. Subtract 4.7 percentage points for the $3,000 fully refundable CTC, smaller than the 7.2 point 2021-to-2022 child SPM reversal because this condition excludes stimulus and the $3,600 young-child amount. Point = 13.4 - 4.7 = 8.7. For the 80% interval, combine about 1.3 points of recent annual child-SPM movement, roughly 1.5-2.0 points of policy-effect uncertainty, and macro/SPM modeling risk, giving an asymmetric judgmental interval of 5.7 to 12.0.

Counter-consideration: an outcome near 5.7 percent or lower could happen if wage growth is broad, housing and food burdens ease, and refundable-credit take-up is near-complete. An outcome near 12.0 percent or higher could happen if unemployment rises, rent or medical out-of-pocket costs lift SPM needs, or filing and implementation frictions limit receipt among low-income families.

Review disposition: accepted the critiques to clarify the first-print resolver, identify Table B-2 as the likely target table, state why a simple time-series prior is not used, justify the interval from volatility plus policy-effect uncertainty, and label the 2024 value as overall SPM context. The exact 2027 Census publication URL was not available in the public evidence fetched, so the rule specifies using the first posted Census page or successor table.

forecast 8.7% · 80% [5.7%, 12.0%]
8.7%
+1.5%

Key drivers

  • Refundable CTC take-up
  • Macro labor-market path
  • SPM poverty thresholds
  • Tax-unit to SPM-unit mapping

Resolution

source
U.S. Census Bureau, SPM annual release
expected
September 15, 2027
rule
Resolves to the official Census SPM child poverty rate for calendar year 2026, conditional on a materially equivalent $3,000 fully refundable CTC being in effect for TY2026. If the policy is not in effect, the forecast cell is marked unresolved.
Data point
census.spm.child_poverty_rate.2026

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.

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illustrative step: policyengine.simulateauthored, not executed
illustrative step: census.lookupauthored, not executed

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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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