thesisPrototype

Government data

US business and financial operations employment, July 2026

What will BLS first report for employed people in business and financial operations occupations in July 2026, not seasonally adjusted, in millions?

Overdue · was due Aug 7, 2026

The resolver's last attempt to fetch data it needs for this target (its source, a check against the source, or an archive record of it) did not return usable data.

resolver: URLError urlopen error Errno 111 Connection refused

SOURCE_UNREACHABLE · resolver status as of Oct 19, 2026

Forecast

9.7M
9.4M–10M
80% prediction interval
gpt-5.6-solRun record ↗

Cumulative probability

Chance that the outcome is at or below each value.

0%25%50%75%100%8.8M9.7M10.5MForecast value

Shaded band: 80% interval (9.4M–10M). Dashed line: point estimate (9.7M).

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

Analysis

§July 2026 business and financial operations employment forecast

The resolver is the first July 2026 print in BLS CPS Table A-19 for Business and financial operations occupations, total age 16 years and over, not seasonally adjusted. Table values are thousands and are converted to millions by multiplying by 0.001.

▸ Reported tool use: official.lookupmodel report
Fetch the latest BLS CPS Employment Situation Table A-19 values for the exact NSA occupational row.
↳ BLS Table A-19 reports 9,720 thousand in June 2026 and 10,205 thousand in June 2025, equal to 9.720 million and 10.205 million.
▸ Reported tool use: official.lookupmodel report
Fetch an earlier exact-row observation from BLS CPS occupational tables.
↳ BLS Table A-44 reports 9,857 thousand people in Business and financial operations occupations in April 2026, equal to 9.857 million.
▸ Reported tool use: official.lookupmodel report
Fetch the BLS annual occupation reference value.
↳ The BLS Women in the Labor Force occupation table reports 9,945 thousand employed in Business and financial operations occupations for the 2024 annual average, equal to 9.945 million.
▸ Reported tool use: official.lookupmodel report
Verify the July 2026 Employment Situation publication date on official BLS calendars.
↳ The BLS 2026 release schedule and CPS calendar both list the July 2026 Employment Situation for August 7, 2026 at 8:30 a.m. ET; the registered expected window ends August 6, one day too early.

The reference class and base rate are persistence around the latest exact-series level, with substantial CPS sampling noise. The official observations show a lower June 2026 level than June 2025, while the 2024 annual average was 9.945 million.

Level effect: anchor at June's 9.720 million. Momentum effect: the observed sequence from 10.205 to 9.857 to 9.720 is negative. One-off effect: noisy CPS occupational allocation argues against extrapolating the full decline. Policy mechanism: no discrete policy change was identified, so only a small judgmental negative adjustment is applied.

Prior/update/interval: persistence model prior = 9.720 million; historical sample = 10.205, 9.857, and 9.720 million. Successive observed changes are -0.348 and -0.137 million, giving RMS sigma = sqrt((0.348^2 + 0.137^2)/2) = 0.264 million. Apply a -0.030 million momentum adjustment and no separate one-off or policy adjustment, yielding 9.690 million. The 80% half-width is approximately 1.28*sigma = 1.28*0.264 = 0.338 million, rounded to 0.34, implying 9.35 to 10.03 million. A longer consistent monthly or June-to-July exact-row sample was unavailable in the fetched pre-resolution evidence, so this thin, irregular two-change proxy is retained as a judgmental uncertainty estimate rather than presented as a robust seasonal-volatility estimate.

Upside risk is a rebound in sampled professional hiring or July occupational reclassification, which would land above 10.03 million. Downside risk is continued labor-market weakness combined with adverse CPS sampling, which would land below 9.35 million and outside the interval.

Review disposition: Accepted the interval critique by explicitly identifying the sample's irregularity and defending it as a judgmental proxy because a longer consistent sample was unavailable. Accepted the suggestion to soften the unsupported financial-activities claim and retained the official-calendar discrepancy.

Key drivers

  • June 2026 level persistence
  • recent downward occupational-employment observations
  • CPS occupational sampling volatility
  • July seasonal composition

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. Bureau of Labor Statistics Employment Situation, Table A-19
Resolution date
August 7, 2026· outcome not recorded
Resolution rule
Resolve to the first value published by BLS for July 2026 in CPS Employment Situation Table A-19, row 'Business and financial operations occupations,' Total age 16 years and over, not seasonally adjusted, reported in thousands and multiplied by 0.001 to millions. Use the first official print without later revisions. The official BLS calendar schedules the July release for August 7, 2026; this conflicts with the registered sourceBinding window ending August 6 but does not change the target.
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-5.6-sol · fast · v2.2.0

pre-submit review · completed

The draft is broadly publishable, with the main weakness being that the interval is based on only two irregular historical changes rather than a clearer realized-volatility sample.

  • warning interval: The 80% interval uses an RMS sigma from only two non-monthly changes: June 2025 to April 2026 and April 2026 to June 2026, which is a thin and irregular volatility basis for a July CPS occupational target.
  • info optional_suggestion: Quantify the cited financial-activities weakness or soften it to a qualitative minor adjustment.
  • info optional_suggestion: Keep the explicit note that the official August 7, 2026 BLS release date conflicts with the registered expectedReleaseWindow ending August 6.

disposition accepted: Review disposition: Accepted the interval critique by explicitly identifying the sample's irregularity and defending it as a judgmental proxy because a longer consistent sample was unavailable. Accepted the suggestion to soften the unsupported financial-activities claim and retained the official-calendar discrepancy.

disposition not applicable: Review disposition: Accepted the interval critique by explicitly identifying the sample's irregularity and defending it as a judgmental proxy because a longer consistent sample was unavailable. Accepted the suggestion to soften the unsupported financial-activities claim and retained the official-calendar discrepancy.

disposition not applicable: Review disposition: Accepted the interval critique by explicitly identifying the sample's irregularity and defending it as a judgmental proxy because a longer consistent sample was unavailable. Accepted the suggestion to soften the unsupported financial-activities claim and retained the official-calendar discrepancy.

Activity artifacts

Complete original trace

§July 2026 business and financial operations employment forecast

The resolver is the first July 2026 print in BLS CPS Table A-19 for Business and financial operations occupations, total age 16 years and over, not seasonally adjusted. Table values are thousands and are converted to millions by multiplying by 0.001.

▸ Reported tool use: official.lookupmodel report
Fetch the latest BLS CPS Employment Situation Table A-19 values for the exact NSA occupational row.
↳ BLS Table A-19 reports 9,720 thousand in June 2026 and 10,205 thousand in June 2025, equal to 9.720 million and 10.205 million.
▸ Reported tool use: official.lookupmodel report
Fetch an earlier exact-row observation from BLS CPS occupational tables.
↳ BLS Table A-44 reports 9,857 thousand people in Business and financial operations occupations in April 2026, equal to 9.857 million.
▸ Reported tool use: official.lookupmodel report
Fetch the BLS annual occupation reference value.
↳ The BLS Women in the Labor Force occupation table reports 9,945 thousand employed in Business and financial operations occupations for the 2024 annual average, equal to 9.945 million.
▸ Reported tool use: official.lookupmodel report
Verify the July 2026 Employment Situation publication date on official BLS calendars.
↳ The BLS 2026 release schedule and CPS calendar both list the July 2026 Employment Situation for August 7, 2026 at 8:30 a.m. ET; the registered expected window ends August 6, one day too early.

The reference class and base rate are persistence around the latest exact-series level, with substantial CPS sampling noise. The official observations show a lower June 2026 level than June 2025, while the 2024 annual average was 9.945 million.

Level effect: anchor at June's 9.720 million. Momentum effect: the observed sequence from 10.205 to 9.857 to 9.720 is negative. One-off effect: noisy CPS occupational allocation argues against extrapolating the full decline. Policy mechanism: no discrete policy change was identified, so only a small judgmental negative adjustment is applied.

Prior/update/interval: persistence model prior = 9.720 million; historical sample = 10.205, 9.857, and 9.720 million. Successive observed changes are -0.348 and -0.137 million, giving RMS sigma = sqrt((0.348^2 + 0.137^2)/2) = 0.264 million. Apply a -0.030 million momentum adjustment and no separate one-off or policy adjustment, yielding 9.690 million. The 80% half-width is approximately 1.28*sigma = 1.28*0.264 = 0.338 million, rounded to 0.34, implying 9.35 to 10.03 million. A longer consistent monthly or June-to-July exact-row sample was unavailable in the fetched pre-resolution evidence, so this thin, irregular two-change proxy is retained as a judgmental uncertainty estimate rather than presented as a robust seasonal-volatility estimate.

Upside risk is a rebound in sampled professional hiring or July occupational reclassification, which would land above 10.03 million. Downside risk is continued labor-market weakness combined with adverse CPS sampling, which would land below 9.35 million and outside the interval.

Review disposition: Accepted the interval critique by explicitly identifying the sample's irregularity and defending it as a judgmental proxy because a longer consistent sample was unavailable. Accepted the suggestion to soften the unsupported financial-activities claim and retained the official-calendar discrepancy.

calibrated forecast · 80% CI
9.7M[9.4M · 10M]
Target metadata

Data point: bls.cps.employed_people_by_occupation.business_financial_operations.july_2026.first_print

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