dataprediction pack · v0.1.0

BLS employment projections baseline

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

12
runs
12
targets
2
agents
1
versions

Purpose

Use the official BLS 2024-2034 occupational employment projections as an outside-view prior for OEWS occupation forecasts.

Mechanism

  • Map the OEWS SOC major group target to the matching BLS Employment Projections occupation row.
  • Translate the decade projection direction into a modest near-term adjustment around the no-pack OEWS forecast.
  • Keep the May 2026 OEWS first-published national occupation table as the resolution surface.

Checks

  • The trace names the Employment Projections release and table used by the run.
  • The signed pack adjustment is shown separately from the no-pack control forecast.
  • The projection source is not used as the resolver for the OEWS target.

Inputs

  • BLS Employment Projections 2024-2034 Summary
  • BLS Employment Projections Table 1.2 occupational projections and worker characteristics
  • BLS OEWS national occupational employment target

Limitations

  • The projection is a 10-year BLS baseline, not an annual path to the May 2026 OEWS release.
  • Major-group mappings can hide within-group variation in automation exposure.
  • Projection vintages can lag shocks that affect the near-term OEWS first print.

Versions

v0.1.0bls-employment-projections-baseline@0.1.012 runs

Runs using this pack

BLS 2024-2034 projections baseline
Business and financial occupation employment, May 2026
brier-occupation-projectionJun 17, 2026BLS projections pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
10.48m
+60k vs no-pack

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

80% interval 10.13m to 10.86m
Computer and mathematical occupation employment, May 2026
brier-occupation-projectionJun 17, 2026BLS projections pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
5.9m
+50k vs no-pack

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

80% interval 5.62m to 6.21m
Healthcare support occupation employment, May 2026
brier-occupation-projectionJun 17, 2026BLS projections pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
7.48m
+60k vs no-pack

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

80% interval 7.12m to 7.86m
Office and administrative support employment, May 2026
brier-occupation-projectionJun 17, 2026BLS projections pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
17.59m
-60k vs no-pack

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

80% interval 17.14m to 17.98m
Production occupation employment, May 2026
brier-occupation-projectionJun 17, 2026BLS projections pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
8.5m
-20k vs no-pack

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

80% interval 8.12m to 8.88m
Transportation and material moving employment, May 2026
brier-occupation-projectionJun 17, 2026BLS projections pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
14.11m
+60k vs no-pack

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

80% interval 13.58m to 14.70m
Business and financial occupation employment, 2034
brier-occupation-automation-scenariosJun 22, 2026Brier long-run - BLS pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
11.71m
+230k vs no-pack

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

80% interval 10.65m to 12.75m
Computer and mathematical occupation employment, 2034
brier-occupation-automation-scenariosJun 22, 2026Brier long-run - BLS pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
6.12m
-180k vs no-pack

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

80% interval 5.12m to 7.25m
Healthcare support occupation employment, 2034
brier-occupation-automation-scenariosJun 22, 2026Brier long-run - BLS pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
9.02m
-80k vs no-pack

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

80% interval 8.15m to 9.9m
Office and administrative support employment, 2034
brier-occupation-automation-scenariosJun 22, 2026Brier long-run - BLS pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
17.85m
+650k vs no-pack

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

80% interval 15.30m to 19.45m
Production occupation employment, 2034
brier-occupation-automation-scenariosJun 22, 2026Brier long-run - BLS pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
8.75m
+200k vs no-pack

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

80% interval 7.8m to 9.65m
Transportation and material moving employment, 2034
brier-occupation-automation-scenariosJun 22, 2026Brier long-run - BLS pack
pack_set.bls_employment_projections_2024_2034.v1pack-enabled
14.58m
+330k vs no-pack

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

80% interval 12.80m to 16.15m