Government data

Continued claims, week ending Sep. 5, 2026

What will the U.S. Department of Labor Employment and Training Administration first-print seasonally adjusted insured unemployment, continued claims series CCSA, be for week ending 2026-09-05, in millions?

Forecast

1.8M
1.7M–1.8M
80% prediction interval
gpt-5.5Run record ↗

Cumulative probability

Chance that the outcome is at or below each value.

0%25%50%75%100%1.7M1.8M1.9MForecast value

Shaded band: 80% interval (1.7M–1.8M). Dashed line: point estimate (1.8M).

Derived from the point estimate and 80% interval; the agent did not report a full distribution.

Observed outcomeinside 80% interval
actual
1.7M
forecast
1.8M with 80% interval [1.7M, 1.8M]
error
-0M · absolute 0M
cdf score
CRPS 0.024 · PIT 0.11
source
dol_eta Unemployment Insurance Weekly Claims (advance)

DOL ETA UI Weekly Claims news release, advance seasonally adjusted figure for the week ending 2026-09-05, read from FRED CCSA (advance vintage) as the cell's resolver names.

Analysis

§Forecast CCSA for week ending 2026-09-05

Framing and exact resolver: the target is DOL ETA continued claims, also called seasonally adjusted insured unemployment, for week ending 2026-09-05. The resolving variant is CCSA, seasonally adjusted, advance first print, not the not-seasonally-adjusted count, insured unemployment rate, four-week average, current revised FRED value, or a later ALFRED vintage. The cell unit is the registered targetUnit millions.

▸ Reported tool use: local.target.lookupmodel report
Read the registered target file and generated ledger target entry for continued-claims-week-2026-09-05.
↳ Fetched target fields: catalogSlug continued-claims-week-2026-09-05; dataPointId dol.eta.continued_claims.sa.week_2026-09-05.first_print; unit millions; sourceSeriesId CCSA; transform factor 0.000001; expectedReleaseWindow start 2026-09-17 end 2026-09-21; registeredAtUtc 2026-08-29T00:37:16Z; targetContentHash b665b98ad6cd565d23ce2c9701de4b4fbd8fea1034a3ee54ddc96d1c0c16df2d.
▸ Reported tool use: release.calendar.lookupmodel report
Fetched the public release calendar for FRED release id 180, Unemployment Insurance Weekly Claims Report, for calendar year 2026.
↳ The release calendar lists Unemployment Insurance Weekly Claims Report on Thursday 2026-09-03 at 7:30 AM Central, Thursday 2026-09-10 at 7:30 AM Central, Thursday 2026-09-17 at 7:30 AM Central, and Thursday 2026-09-24 at 7:30 AM Central. The 2026-09-17 release is the one that reports continued claims for week ending 2026-09-05; the ledger-bound resolutionDate is 2026-09-21, so this is a concrete date discrepancy rather than an inferred cadence.
▸ Reported tool use: official.lookupmodel report
Fetched public mirrors of DOL/ETA UI Weekly Claims release excerpts for July 2026 first-print continued-claims history; these mirrors are evidence aids, while the registered ALFRED CCSA advance vintage remains the mechanical resolver.
↳ DOL-release mirror excerpts reported seasonally adjusted insured unemployment first prints: week ending 2026-06-27 was 1,814,000 in the July 9, 2026 release; week ending 2026-07-04 was 1,805,000 in the July 16, 2026 release; week ending 2026-07-11 was 1,796,000 in the July 23, 2026 release; week ending 2026-07-18 was 1,782,000 in the July 30, 2026 release.
▸ Reported tool use: official.lookupmodel report
Fetched public mirrors of DOL/ETA UI Weekly Claims release excerpts for August 2026 first-print continued-claims history; these mirrors are evidence aids, while the registered ALFRED CCSA advance vintage remains the mechanical resolver.
↳ DOL-release mirror excerpts reported seasonally adjusted insured unemployment first prints: week ending 2026-07-25 was 1,801,000 in the August 6, 2026 release; week ending 2026-08-01 was 1,777,000 in the August 13, 2026 release; week ending 2026-08-08 was 1,799,000 in the August 20, 2026 release; week ending 2026-08-15 was 1,778,000 in the August 27, 2026 release.
▸ Reported tool use: fred.alfred.lookupmodel report
Checked FRED/ALFRED CCSA pages as the mechanical series binding and current-history cross-check, not as a substitute for DOL first-print history.
↳ FRED/ALFRED identify CCSA as Continued Claims (Insured Unemployment), source U.S. Employment and Training Administration, release Unemployment Insurance Weekly Claims Report, units Number, seasonally adjusted, weekly ending Saturday. The pages showed latest observation 2026-08-15 at 1,778,000, updated 2026-08-27 7:34 AM CDT, and nearby current-vintage rows including 2026-08-08 at 1,796,000, 2026-08-01 at 1,781,000, 2026-07-25 at 1,799,000, and 2026-07-18 at 1,777,000.

Base rate / reference class: the recent first-print CCSA reference class has eight weekly values from 1.814 million on 2026-06-27 to 1.778 million on 2026-08-15. The sample mean is about 1.794 million, the range is 1.777 to 1.814 million, and the latest value is 0.016 million below the sample mean. The average one-week first-print change is -0.0051 million, but signs alternate enough that persistence around the latest 1.778 million remains the main base rate.

Prior/update/interval: prior is last-first-print persistence at 1.778 million from week ending 2026-08-15; historical sample is the eight fetched first-print CCSA values 1.814, 1.805, 1.796, 1.782, 1.801, 1.777, 1.799, 1.778 million; adjustment components are level 1.778, momentum 3*(-0.0051) = -0.015 million over the three missing weeks, one-off/current initial-claims stability +0.007 million as a small judgmental offset because initial claims through week ending 2026-08-22 stayed near 203,000 rather than confirming a sharper continued-claims slide, and policy-mechanism effect 0.000, giving point 1.778 - 0.015 + 0.007 = 1.770. Interval method uses successive weekly first-print changes of -0.009, -0.009, -0.014, +0.019, -0.024, +0.022, -0.021 million; weekly sigma = 0.0184 million, horizon sigma = 0.0184*sqrt(3) = 0.0319 million, and half-width = 1.28*sigma = 0.0408 million. Final 80% interval = 1.770 +/- 0.0408 = [1.729, 1.811]. This is a short eight-observation first-print sample, so the three-week horizon and holiday seasonal-adjustment risk are handled by using the horizon-scaled dispersion rather than a narrower one-week band.

Counter-consideration: upside risk would land above the interval if the late-August and Labor Day-adjacent weeks reveal a layoff shock, delayed eligibility processing, or a rise in benefit duration that pushes CCSA more than about 41,000 above 1.770 million. Downside risk would land outside the interval below 1.729 million if the July low-firing environment is joined by faster exits from insured unemployment, shorter claim durations, or seasonal factors that overcorrect September continued claims downward.

Review disposition: accepted the critique to recast the +0.007 million initial-claims adjustment as a small judgmental offset rather than unsupported precision, and accepted the provenance clarification that primarynewssource.org pages are public mirrors of DOL release text, not resolving sources. I kept the registered 2026-09-21 resolutionDate while noting the fetched 2026-09-17 planned release date discrepancy.

Key drivers

  • Latest first-print CCSA was 1.778 million
  • Recent first-print continued claims are range-bound near 1.78 to 1.81 million
  • Short-run momentum is mildly negative but noisy
  • Initial claims through week ending 2026-08-22 remain near 203 thousand
  • Three-week horizon and Labor Day seasonal adjustment risk widen the interval

Tool evidence

This run has no captured tool responses. “Reported tool use” in the analysis is the model’s account, not an archived tool response.

Sources and resolution

Official source
U.S. Department of Labor Unemployment Insurance Weekly Claims release, preserved through ALFRED CCSA advance vintage
Resolved
September 29, 2026
Resolution rule
Resolve from ALFRED graph CSV series CCSA for observation_date 2026-09-05, using the advance vintage first available for the official U.S. Department of Labor ETA Unemployment Insurance Weekly Claims first print that reports seasonally adjusted insured unemployment for week ending 2026-09-05. Transform by multiplying CCSA persons by 0.000001 to millions and round to 0.001 million for display. Use the first print only and ignore later revisions or benchmark updates. The FRED release calendar fetched this run lists the relevant Unemployment Insurance Weekly Claims Report on Thursday 2026-09-17 at 7:30 AM Central; the registered ledger target keeps resolutionDate 2026-09-21, the window end, so I preserve the target contract and state this discrepancy.

Forecast history

Select a version to read its estimate and analysis.

Forecast versions, estimates, and intervals
VersionDateEstimate80% intervalCRPS
gpt-5.5 · selectedAug 29, 20261.8M1.7M–1.8M0.024
persistence.last_printAug 29, 20261.8MPoint projection0.037
Run details

The analysis is the model’s written report. Tool-use descriptions in that report are model claims; the activity artifacts contain the execution record.

thesis.analyst · gpt-5.5 · fast · v2.5.11

pre-submit review · completed

The draft is publishable with no blocking issues; the main weakness is that one update component and some cited evidence provenance should be tightened.

  • warning update: The +0.0074 million adjustment for initial-claims stability is numerically precise but not explained by a stated coefficient, model, or historical relationship.
  • warning leakage: The cited evidence list includes primarynewssource.org mirror pages for DOL releases, while the reasoning describes these as official-release excerpts.
  • info optional_suggestion: Mention that the 2026-09-21 resolutionDate is the registered window end despite the cited 2026-09-17 planned release date.
  • info optional_suggestion: Consider saying the interval is based on a very short eight-observation first-print sample, so holiday seasonal-adjustment risk is handled judgmentally.

disposition accepted: Review disposition: accepted the critique to recast the +0.007 million initial-claims adjustment as a small judgmental offset rather than unsupported precision, and accepted the provenance clarification that primarynewssource.org pages are public mirrors of DOL release text, not resolving sources. I kept the registered 2026-09-21 resolutionDate while noting the fetched 2026-09-17 planned release date discrepancy.

disposition accepted: Review disposition: accepted the critique to recast the +0.007 million initial-claims adjustment as a small judgmental offset rather than unsupported precision, and accepted the provenance clarification that primarynewssource.org pages are public mirrors of DOL release text, not resolving sources. I kept the registered 2026-09-21 resolutionDate while noting the fetched 2026-09-17 planned release date discrepancy.

disposition not applicable: Review disposition: accepted the critique to recast the +0.007 million initial-claims adjustment as a small judgmental offset rather than unsupported precision, and accepted the provenance clarification that primarynewssource.org pages are public mirrors of DOL release text, not resolving sources. I kept the registered 2026-09-21 resolutionDate while noting the fetched 2026-09-17 planned release date discrepancy.

disposition not applicable: Review disposition: accepted the critique to recast the +0.007 million initial-claims adjustment as a small judgmental offset rather than unsupported precision, and accepted the provenance clarification that primarynewssource.org pages are public mirrors of DOL release text, not resolving sources. I kept the registered 2026-09-21 resolutionDate while noting the fetched 2026-09-17 planned release date discrepancy.

Activity artifacts

Complete original trace

§Forecast CCSA for week ending 2026-09-05

Framing and exact resolver: the target is DOL ETA continued claims, also called seasonally adjusted insured unemployment, for week ending 2026-09-05. The resolving variant is CCSA, seasonally adjusted, advance first print, not the not-seasonally-adjusted count, insured unemployment rate, four-week average, current revised FRED value, or a later ALFRED vintage. The cell unit is the registered targetUnit millions.

▸ Reported tool use: local.target.lookupmodel report
Read the registered target file and generated ledger target entry for continued-claims-week-2026-09-05.
↳ Fetched target fields: catalogSlug continued-claims-week-2026-09-05; dataPointId dol.eta.continued_claims.sa.week_2026-09-05.first_print; unit millions; sourceSeriesId CCSA; transform factor 0.000001; expectedReleaseWindow start 2026-09-17 end 2026-09-21; registeredAtUtc 2026-08-29T00:37:16Z; targetContentHash b665b98ad6cd565d23ce2c9701de4b4fbd8fea1034a3ee54ddc96d1c0c16df2d.
▸ Reported tool use: release.calendar.lookupmodel report
Fetched the public release calendar for FRED release id 180, Unemployment Insurance Weekly Claims Report, for calendar year 2026.
↳ The release calendar lists Unemployment Insurance Weekly Claims Report on Thursday 2026-09-03 at 7:30 AM Central, Thursday 2026-09-10 at 7:30 AM Central, Thursday 2026-09-17 at 7:30 AM Central, and Thursday 2026-09-24 at 7:30 AM Central. The 2026-09-17 release is the one that reports continued claims for week ending 2026-09-05; the ledger-bound resolutionDate is 2026-09-21, so this is a concrete date discrepancy rather than an inferred cadence.
▸ Reported tool use: official.lookupmodel report
Fetched public mirrors of DOL/ETA UI Weekly Claims release excerpts for July 2026 first-print continued-claims history; these mirrors are evidence aids, while the registered ALFRED CCSA advance vintage remains the mechanical resolver.
↳ DOL-release mirror excerpts reported seasonally adjusted insured unemployment first prints: week ending 2026-06-27 was 1,814,000 in the July 9, 2026 release; week ending 2026-07-04 was 1,805,000 in the July 16, 2026 release; week ending 2026-07-11 was 1,796,000 in the July 23, 2026 release; week ending 2026-07-18 was 1,782,000 in the July 30, 2026 release.
▸ Reported tool use: official.lookupmodel report
Fetched public mirrors of DOL/ETA UI Weekly Claims release excerpts for August 2026 first-print continued-claims history; these mirrors are evidence aids, while the registered ALFRED CCSA advance vintage remains the mechanical resolver.
↳ DOL-release mirror excerpts reported seasonally adjusted insured unemployment first prints: week ending 2026-07-25 was 1,801,000 in the August 6, 2026 release; week ending 2026-08-01 was 1,777,000 in the August 13, 2026 release; week ending 2026-08-08 was 1,799,000 in the August 20, 2026 release; week ending 2026-08-15 was 1,778,000 in the August 27, 2026 release.
▸ Reported tool use: fred.alfred.lookupmodel report
Checked FRED/ALFRED CCSA pages as the mechanical series binding and current-history cross-check, not as a substitute for DOL first-print history.
↳ FRED/ALFRED identify CCSA as Continued Claims (Insured Unemployment), source U.S. Employment and Training Administration, release Unemployment Insurance Weekly Claims Report, units Number, seasonally adjusted, weekly ending Saturday. The pages showed latest observation 2026-08-15 at 1,778,000, updated 2026-08-27 7:34 AM CDT, and nearby current-vintage rows including 2026-08-08 at 1,796,000, 2026-08-01 at 1,781,000, 2026-07-25 at 1,799,000, and 2026-07-18 at 1,777,000.

Base rate / reference class: the recent first-print CCSA reference class has eight weekly values from 1.814 million on 2026-06-27 to 1.778 million on 2026-08-15. The sample mean is about 1.794 million, the range is 1.777 to 1.814 million, and the latest value is 0.016 million below the sample mean. The average one-week first-print change is -0.0051 million, but signs alternate enough that persistence around the latest 1.778 million remains the main base rate.

Prior/update/interval: prior is last-first-print persistence at 1.778 million from week ending 2026-08-15; historical sample is the eight fetched first-print CCSA values 1.814, 1.805, 1.796, 1.782, 1.801, 1.777, 1.799, 1.778 million; adjustment components are level 1.778, momentum 3*(-0.0051) = -0.015 million over the three missing weeks, one-off/current initial-claims stability +0.007 million as a small judgmental offset because initial claims through week ending 2026-08-22 stayed near 203,000 rather than confirming a sharper continued-claims slide, and policy-mechanism effect 0.000, giving point 1.778 - 0.015 + 0.007 = 1.770. Interval method uses successive weekly first-print changes of -0.009, -0.009, -0.014, +0.019, -0.024, +0.022, -0.021 million; weekly sigma = 0.0184 million, horizon sigma = 0.0184*sqrt(3) = 0.0319 million, and half-width = 1.28*sigma = 0.0408 million. Final 80% interval = 1.770 +/- 0.0408 = [1.729, 1.811]. This is a short eight-observation first-print sample, so the three-week horizon and holiday seasonal-adjustment risk are handled by using the horizon-scaled dispersion rather than a narrower one-week band.

Counter-consideration: upside risk would land above the interval if the late-August and Labor Day-adjacent weeks reveal a layoff shock, delayed eligibility processing, or a rise in benefit duration that pushes CCSA more than about 41,000 above 1.770 million. Downside risk would land outside the interval below 1.729 million if the July low-firing environment is joined by faster exits from insured unemployment, shorter claim durations, or seasonal factors that overcorrect September continued claims downward.

Review disposition: accepted the critique to recast the +0.007 million initial-claims adjustment as a small judgmental offset rather than unsupported precision, and accepted the provenance clarification that primarynewssource.org pages are public mirrors of DOL release text, not resolving sources. I kept the registered 2026-09-21 resolutionDate while noting the fetched 2026-09-17 planned release date discrepancy.

calibrated forecast · 80% CI
1.8M[1.7M · 1.8M]
Target metadata

Data point: dol.eta.continued_claims.sa.week_2026-09-05.first_print

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