Government dataForecast cell on a published government data point.

Business and financial occupation employment, 2034

What will BLS first publish as 2034 employment for SOC 13-0000 Business and Financial Operations Occupations in the National Employment Matrix?

current forecast · 80% CI11.48m
10.35m11.48m12.80m
history:2024 BLS base: 11.26m2034 BLS projection: 11.85m

Trend

history + forecast
9,95811,04012,11013,1902024 BLS base2034 BLS projectionSep 203511.48m
historyforecast path80% interval

brier-occupation-automation-scenarios · 2026-06-21T22:15:00-04:00

recorded in Thesis LogOpen log →
record
June 21, 2026
agent
brier-occupation-automation-scenarios
distribution
3 runs · 201 CDF points each
model
Codex recorded source-context synthesis
ledger fact
bls.employment_projections.national_occupation_employment.soc_13_0000.2034.actual_first_print

Forecast runs

same target · agents, packs, updates
3
runs
2
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-automation-scenarios
used by
Brier long-run - BLS pack
BLS published projection
BLS Employment ProjectionsBLS 2024-2034 projection releaseAug 28, 2025

BLS 2024-2034 Table 1.2 point projection recorded as a baseline forecast on the same 2034 target.

unreported
10.15mpoint 11.85m13.00m
public trace
BLS published baseline

BLS publishes a point projection, not a full public uncertainty distribution. Thesis records it with an effectively point-mass display interval so it can sit beside the Brier distributions and later be scored on the same target.

bls.employment_projections.lookup bls.employment_projections.lookup({ table: "1.2", window: "2024-2034", occupation: "13-0000" })
result { occupation_group: '13-0000', employment_2024_thousands: 11262, projected_2034_thousands: 11848.9, change_thousands: +586.9, change_percent: +5.2 }

BLS projected 11.85m in 2034, a +586.9k change from 11.26m in 2024 (+5.2%).

forecast 11.85m · point
11.85m
+369k
Brier long-run - no BLS pack
brier-occupation-automation-scenariosCodex recorded source-context synthesisJun 21, 2026update 1/2

Brier occupation scenario without admitting the BLS 2024-2034 projection baseline as a pack.

Occupation automation control
10.15m80% 10.35m to 12.80m13.00m
public trace
Recorded agent run · 2034 base-year employment

This is the apples-to-apples long-run target for analyst, compliance, accounting, and finance work: Brier and BLS are both forecasting the same 2034 BLS occupation employment surface. This target resolves on 2035-09-15 under a first-print rule, with an expected ~9 years lag. The same series can also spawn next projection vintage, detailed SOC rows, threshold questions.

bls.employment_projections.lookup bls.employment_projections.lookup({ table: "1.2", window: "2024-2034", occupation: "13-0000" })
result { occupation_group: '13-0000', employment_2024_thousands: 11262, projected_2034_thousands: 11848.9, change_thousands: +586.9, change_percent: +5.2 }
automation_exposure.map automation_exposure.map({ soc_major_group: "13-0000", horizon: "2034", lens: "task_automation_literature" })
result { exposure: 'high_complementarity_and_substitution', bls_2034_projection_thousands: 11848.9, brier_no_pack_delta_vs_bls_thousands: -368.9 }
brier.target.check brier.target.check({ target: "bls.employment_projections.national_occupation_employment.soc_13_0000.2034.actual_first_print", comparator: "bls_2024_2034_projection" })
result { apples_to_apples: true, same_soc_group: true, same_unit: 'thousands', same_resolution_surface: 'future BLS National Employment Matrix 2034 base-year employment' }

The no-pack forecast is below the BLS projection because Brier puts more weight on task absorption in back-office analysis, bookkeeping-adjacent work, claims workflows, and compliance review. Demand still grows, but headcount growth is muted relative to the official projection baseline.

forecast 11.48m · 80% [10.35m, 12.80m]
11.48m
baseline
Brier long-run - BLS pack
brier-occupation-automation-scenariosCodex recorded source-context synthesisJun 21, 2026update 2/2

Same 2034 target after admitting the official BLS 2024-2034 projection as a baseline pack.

BLS 2024-2034 projections baseline
10.15m80% 10.65m to 12.75m13.00m
public trace
BLS projection pack on the 2034 target

This run is apples-to-apples with the published BLS projection: same SOC major group, same employment-in-thousands unit, and same future BLS National Employment Matrix 2034 base-year resolver.

bls.employment_projections.lookup bls.employment_projections.lookup({ table: "1.2", window: "2024-2034", occupation: "13-0000" })
result { occupation_group: '13-0000', employment_2024_thousands: 11262, projected_2034_thousands: 11848.9, change_thousands: +586.9, change_percent: +5.2 }
brier.pack.apply brier.pack.apply({ packs: ["bls-employment-projections-baseline@0.1.0"], role: "same_target_baseline" })
result { admitted: 1, mode: 'with_packs', no_pack_point_thousands: 11480, pack_adjustment_thousands: +230, packed_point_thousands: 11710, packed_delta_vs_bls_projection_thousands: -138.89999999999964 }

No-pack Brier 11.48m + BLS pack adjustment +230k = 11.71m.

The BLS pack moves the forecast back toward the official 2024-2034 projection, because the BLS matrix still expects broad demand growth for business operations, human resources, logistics, and management analysis despite task-level automation pressure.

forecast 11.71m · 80% [10.65m, 12.75m]
11.71m
+230k

Key drivers

  • Professional-services labor demand
  • Finance and compliance workload
  • AI-assisted analyst productivity
  • Automation of bookkeeping and claims workflows

Resolution

source
U.S. Bureau of Labor Statistics, Employment Projections
expected
September 15, 2035
rule
Resolves to the first BLS Employment Projections/National Employment Matrix table that uses 2034 as the base year, for SOC 13-0000 Business and Financial Operations Occupations, measured as employment in thousands. The published 2024-2034 projection is only a comparison forecast; the resolved value is the first official 2034 base-year employment estimate in that later BLS projection vintage or successor table.
Data point
bls.employment_projections.national_occupation_employment.soc_13_0000.2034.actual_first_print

Series design

series
bls.employment_projections.national_occupation_employment.soc_13_0000
cadence
annual · ~9 years
horizon
2034 base-year employment · first print
priority
P1
benchmark
BLS Employment Projections Table 1.2, 2024-2034, plus task-automation scenarios
chainable
next projection vintage · detailed SOC rows · threshold
run
brier-occupation-automation-scenarios · Codex recorded source-context synthesis · June 21, 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

§

recorded source check: bls.employment_projections.lookuphidden
recorded source check: automation_exposure.maphidden
recorded source check: brier.target.checkhidden

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.

More government data forecasts