ConditionalOutcome forecast conditional on a policy state.

Child poverty 2028 | TCJA extension passes by Q2 2026

Conditional on a full TCJA extension package (CTC at $2,000, current refundability, current EITC) being enacted by June 30, 2026, what will the SPM child poverty rate be in 2028?

conditional on: TCJA extension package matching House framework enacted by 2026-06-30

current forecast · 80% CI11.5%
10.3%11.5%12.8%
history:2022: 12.4%2023: 13.7%2024: 13.4%2025e: 12.9%2027e (cond.): 11.8%

Trend

history + forecast
9.811.312.814.220222027e (cond.)Sep 202911.5%
historyforecast path80% interval

static prototype estimate · seeded forecast value

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ledger fact
census.spm.child_poverty_rate.2028

Forecast runs

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Headline
prototype seedunreported modelseed
unreported
9.68%80% 10.3% to 12.8%18.62%
public trace
Identifying the conditional

Conditional resolution: only meaningful if a TCJA-extension package matching the House framework is enacted by June 30, 2026. Under that conditioning event, the CTC ($2,000/child, $1,700 refundable) and EITC are stable through 2028. Question is the residual SPM child-poverty path under stable policy.

Microsim under the conditioning policy
policyengine.simulate policyengine.simulate({ scenario: "tcja_extended_full", year: 2028, output: "spm_child_poverty_rate", population: "microplex.us.2028" })
result { point: 11.3, ci80: [10.4, 12.3] }
policyengine.simulate policyengine.simulate({ scenario: "tcja_extended_full", year: 2028, output: "spm_child_poverty_rate", population: "microplex.us.2028", macro: "cbo_baseline_2028" })
result { point: 11.5, ci80: [10.3, 12.7] }
Compounding effects

Two years of stable policy compound modestly: real-wage growth at the lower end of the distribution lifts roughly 0.2pp of children out of measured poverty. Refundable-credit take-up rates also drift up slightly as IRS outreach matures.

policyengine.simulate policyengine.simulate({ scenario: "tcja_extended_full", year: 2028, output: "spm_child_poverty_rate", population: "microplex.us.2028", takeup_adjustment: "trend" })
result { point: 11.4, ci80: [10.3, 12.5] }
Residual uncertainty

The conditioning event removes most policy uncertainty but does not remove macro uncertainty (labor market, food/shelter inflation in SPM thresholds). CI reflects macro distribution only.

forecast 11.5% · 80% [10.3%, 12.8%]
11.5%
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
9.68%80% 10.8% to 18.0%18.62%
public trace
pre-submit review · completed

Draft is directionally usable but needs blocking fixes to resolver/source/date and stronger support for the prior and interval before publication.

  • blocking resolver: Resolution URL points to the 2024 report page, not a 2028 Census source or official release placeholder, and the 2029-09-11 resolution date appears inferred from cadence rather than verified.
  • warning base_rate: The base-rate prior uses 2022 and 2023 child SPM plus 2024 overall SPM, but describes a 2022-2024 child regime without citing the 2024 child value.
  • warning model_prior: No time-series or model prior is used or explicitly ruled out; the forecast relies on a hand-built level adjustment.

disposition accepted: Review disposition: accepted the critique to avoid using the 2024 report URL as if it were the 2028 source, to rephrase the base rate as 2022-2023 child evidence plus a 2024 overall signal, to state a persistence prior instead of implying a formal model, and to tie the interval to observed movement plus policy uncertainty. I retained the same point forecast because the critique did not materially change the central evidence.

disposition accepted: Review disposition: accepted the critique to avoid using the 2024 report URL as if it were the 2028 source, to rephrase the base rate as 2022-2023 child evidence plus a 2024 overall signal, to state a persistence prior instead of implying a formal model, and to tie the interval to observed movement plus policy uncertainty. I retained the same point forecast because the critique did not materially change the central evidence.

disposition accepted: Review disposition: accepted the critique to avoid using the 2024 report URL as if it were the 2028 source, to rephrase the base rate as 2022-2023 child evidence plus a 2024 overall signal, to state a persistence prior instead of implying a formal model, and to tie the interval to observed movement plus policy uncertainty. I retained the same point forecast because the critique did not materially change the central evidence.

Forecast for 2028 Census child SPM poverty under a TCJA House-framework extension

The resolver is the Census Bureau first-print Supplemental Poverty Measure poverty rate for people under 18 in calendar year 2028. This is not the official poverty measure: SPM resources include taxes and credits, in-kind transfers such as SNAP and housing assistance, and subtract work, child care, child support paid, and medical out-of-pocket expenses while applying housing-cost adjustments.

official.lookup Opened Census Poverty in the United States: 2024 publication page and press release.
result Fetched 2024 first-print publication date September 09, 2025; 2024 official poverty rate 10.6%; 2024 overall SPM rate 12.9%; 2024 Social Security antipoverty effect 28.7 million people.
official.lookup Opened Census Poverty in the United States: 2023 publication page.
result Fetched 2023 publication date September 10, 2024; 2023 overall SPM rate 12.9%; 2023 child SPM poverty rate 13.7%; 2023 child SPM increase 1.3 percentage points from 2022.
official.lookup Checked Census 2024 poverty report table list for the SPM age table and historical table identity.
result Fetched Table B-2 title covering SPM poverty by age, race, and Hispanic origin for 2009 to 2024; fetched Table B-3 covering 2023 and 2024; fetched 2024 CPS ASEC collection year 2025.
public.lookup Checked public reporting summarizing Census child SPM context after the pandemic credit expansion.
result Fetched child SPM poverty rates of 5.2% in 2021, 12.4% in 2022, and 13.7% in 2023; fetched 2019 comparison level of 12.5%.
official.lookup Checked Census publication-series and release metadata availability for future poverty reports.
result Fetched official Census P60 publication series path and 2024 report number P60-287; fetched 2024 report publication date September 09, 2025; no numeric 2029 release-calendar date was available in the cited draft evidence.

Base-rate/reference-class anchor: the relevant prior is not a 2022-2024 child series because the draft evidence did not fetch the 2024 child value. I use 2022 and 2023 child SPM values plus the 2024 overall SPM signal. After the 2021 refundable-credit expansion expired, child SPM returned to low-to-mid teens, with 2021 at 5.2% treated as an exceptional policy year.

Model prior: I am using a persistence/random-walk prior rather than a formal time-series model because the child SPM history is short, mechanically altered by large tax-credit changes, and the target is conditional on a major fiscal package. A persistence prior around the recent post-expansion level is more transparent than fitting a trend through policy breaks.

Level and momentum: 2024 overall SPM stayed at 12.9%, and Census described most groups other than older adults and Black individuals as not significantly changed from 2023. That points to a child rate near the 2023 level rather than a decisive downtrend before the conditional policy shock.

Policy mechanism: under the condition, a House-style TCJA extension prevents the child credit from falling back toward the pre-TCJA $1,000 structure, which is poverty-reducing versus expiration. But the extension is not the 2021 fully refundable CTC and therefore does much less for the lowest-income children than the ARPA design that produced the 5.2% child SPM rate.

Counter-consideration: if the enacted package preserves more SNAP, Medicaid-linked expense protection, or refundable child credit value than assumed, child SPM could fall toward 11%. Conversely, deeper nutrition cuts, weak employment, or high shelter inflation by 2028 could push the first print above 18%.

Start with a post-expansion base of 13.0% to 13.3% from 12.4% in 2022, 13.7% in 2023, and the 12.9% overall SPM signal for 2024. Add about 0.4 percentage point for partial-refundable-credit limits versus a stronger anti-poverty design and about 0.5 point for likely transfer and expense headwinds under the House framework by 2028, giving 14.2%. The interval 10.8% to 18.0% allows roughly -3.4 to +3.8 points around the point, wider than the observed 2022-to-2023 child SPM move of 1.3 points because the horizon is four years, the target is conditional on fiscal legislation, and labor, housing, and medical-expense shocks can compound.

Review disposition: accepted the critique to avoid using the 2024 report URL as if it were the 2028 source, to rephrase the base rate as 2022-2023 child evidence plus a 2024 overall signal, to state a persistence prior instead of implying a formal model, and to tie the interval to observed movement plus policy uncertainty. I retained the same point forecast because the critique did not materially change the central evidence.

forecast 14.2% · 80% [10.8%, 18.0%]
14.2%
+2.7%

Key drivers

  • Conditional CTC parameters
  • Labor-force trajectory under stable policy
  • Refundability phase-in

Resolution

source
Census SPM annual release
expected
September 15, 2029
rule
Resolves to the official Census SPM child poverty rate for 2028, conditional on the event 'a TCJA extension package matching at least the House-passed framework on CTC and EITC is enacted by 2026-06-30.' If the conditioning event does not occur, the forecast cell is marked unresolved.
Data point
census.spm.child_poverty_rate.2028

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