Government dataForecast cell on a published government data point.

Business and financial occupation employment, May 2026

How many people will BLS first publish as employed in SOC 13-0000 Business and Financial Operations Occupations in the May 2026 national OEWS release?

current forecast · 80% CI10.42m
10.05m10.42m10.80m
history:2023 est.: 9.8m2024 est.: 10.00m2025 est.: 10.30m

Trend

history + forecast
9,64010,08010,52010,9602023 est.2025 est.May 202710.42m
historyforecast path80% interval

Occupation automation exposure source synthesis · 2026-06-17T14:25:00-04:00

recorded in Thesis LogOpen log →
record
June 17, 2026
agent
Occupation automation exposure source synthesis
distribution
3 runs · 201 CDF points each
model
Codex recorded source-context synthesis
ledger fact
bls.oews.national_occupation_employment.soc_13_0000.may_2026.first_print

Forecast runs

same target · agents, packs, updates
3
runs
3
agents
2
models
3
pack sets

Pack visualizer

1 pack
selected pack

BLS employment projections baseline

data

Adds BLS 2024-2034 occupational employment projections as a long-run baseline for OEWS occupation forecasts.

Open pack page →
version
0.1.0
pack id
bls-employment-projections-baseline
pack set
BLS 2024-2034 projections baseline
agents
brier-occupation-projection
used by
BLS projections pack
BLS-implied 2026 baseline
BLS Employment ProjectionsBLS 2024-2034 projection release, OEWS-compatible interpolationAug 28, 2025

Derived near-term annual baseline: apply BLS 2024-2034 projected growth rate to the latest OEWS level.

unreported
9.99mpoint 10.35m10.92m
public trace
BLS-implied annual comparator

BLS does not publish an official May 2026 OEWS forecast. This baseline keeps the annual OEWS resolver but uses the BLS 2024-2034 major-group growth rate as the outside-view annual path.

bls.employment_projections.lookup bls.employment_projections.lookup({ table: "1.2", window: "2024-2034", occupation: "13-0000" })
result { employment_2024_thousands: 11262, projected_2034_thousands: 11848.9, projected_growth_percent: +5.2, annualized_growth_percent: +0.5 }

Latest OEWS context 10.30m * (1 + 0.5%) = 10.35m; delta versus Brier no-pack -70k.

forecast 10.35m · point
10.35m
-70k
Occupation synthesis - no projection pack
Occupation automation exposure source synthesisCodex recorded source-context synthesisJun 17, 2026

Control run with OEWS history and task-automation context, before adding BLS Employment Projections as a prior.

Occupation automation control
9.99m80% 10.05m to 10.80m10.92m
public trace
Recorded agent run · May 2026 OEWS first print

This group is a clean white-collar exposure target: analysts, compliance staff, accountants, and related roles face both AI substitution pressure and productivity-driven demand growth. This target resolves on 2027-05-14 under a first-print rule, with an expected ~12 months lag. The same series can also spawn next annual release, +12 months, threshold questions.

bls.oews.lookup bls.oews.lookup({ table: "national", occupation: "13-0000", releases: ["May 2023", "May 2024", "May 2025"] })
result Rounded national OEWS employment in thousands from source-context synthesis; replace with exact BLS table extraction once the OEWS download integration is wired into the ledger.
bls.oews.source bls.oews.source({ release: "May 2026", geography: "national", occupation: "13-0000" })
result Target registered in the Thesis ledger before forecasting; resolution uses the first-published BLS national OEWS occupation employment table.
automation_exposure.map automation_exposure.map({ soc_major_group: "13-0000", lens: "task_automation_literature" })
result { exposure: 'high-complementarity', routine_task_share: 'medium', near_term_direction: 'modest_growth' }

Professional services and finance hiring should keep this group growing, but the forecast discounts simple trend extrapolation because analyst, bookkeeping, and compliance workflows are exactly where generative AI can absorb task volume without an immediate headcount increase.

forecast 10.42m · 80% [10.05m, 10.80m]
10.42m
baseline
BLS projections pack
brier-occupation-projectionCodex recorded source-context synthesisJun 17, 2026

Pack-enabled run using BLS 2024-2034 occupational projections as a long-run prior.

BLS 2024-2034 projections baseline
9.99m80% 10.13m to 10.86m10.92m
public trace
BLS Employment Projections pack

This run treats BLS Employment Projections as an outside-view prior, not as the resolver. The target still resolves against the first-published May 2026 OEWS national occupation employment table.

bls.employment_projections.lookup bls.employment_projections.lookup({ table: "1.2", window: "2024-2034", target: "bls.oews.national_occupation_employment.soc_13_0000.may_2026.first_print" })
result { bls_projection_window: '2024-2034', occupation_group: '13-0000', long_run_signal: 'above-average white-collar growth', pack_adjustment_thousands: +60 }
brier.pack.apply brier.pack.apply({ packs: ["bls-employment-projections-baseline@0.1.0"], role: "outside_view_prior" })
result { admitted: 1, mode: 'with_packs', control_point_thousands: 10420, pack_adjustment_thousands: +60, packed_point_thousands: 10480, resolver_unchanged: 'BLS OEWS first print' }

Control forecast 10.42m + BLS projections pack adjustment +60k = 10.48m.

The BLS projection baseline nudges the center higher because business and financial occupations remain a positive-growth group over the decade, but the pack only modestly affects a May 2026 first-print OEWS target.

forecast 10.48m · 80% [10.13m, 10.86m]
10.48m
+60k

Key drivers

  • Professional and business-services hiring
  • Finance and compliance demand
  • AI-assisted analyst productivity
  • Business formation and reporting burden

Resolution

source
U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics
expected
May 14, 2027
rule
Resolves to the first-published national OEWS employment estimate for SOC 13-0000 Business and Financial Operations Occupations in the BLS May 2026 National Occupational Employment and Wage Estimates table, divided by 1,000 and rounded to the nearest thousand workers. Later revisions or table corrections do not change the resolved value unless BLS replaces the first table on the same publication date.
Data point
bls.oews.national_occupation_employment.soc_13_0000.may_2026.first_print

Series design

series
bls.oews.national_occupation_employment.soc_13_0000
cadence
annual · ~12 months
horizon
May 2026 OEWS first print · first print
priority
P1
benchmark
May 2025 OEWS national table plus payroll, openings, and automation-exposure priors
chainable
next annual release · +12 months · threshold
run
Occupation automation exposure source synthesis · Codex recorded source-context synthesis · June 17, 2026

Analyst agent · reasoning trace

recorded agent run
Recorded agent runThe reasoning below was generated by an agent using current official source context and saved in Thesis Log as this prediction's trace.
recorded trace replay

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recorded source check: bls.oews.lookuphidden
recorded source check: bls.oews.sourcehidden
recorded source check: automation_exposure.maphidden

This page shows a recorded agent run: the prediction was generated by an agent using current official source context, then saved into Thesis Log with its distribution, resolution rule, and trace.

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