Dataset validation

BLS OEWS Wage CSV Sample

A validation sample for a possible occupational wage benchmark feed built from public BLS Occupational Employment and Wage Statistics records. It is source-linked labor market data infrastructure only, not compensation advice, hiring advice, legal advice, pay-equity analysis, or wage compliance certification.

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CSV /datasets/bls-oews-wage-sample.csv

release_period,area,state,occupation_code,occupation_title,employment,hourly_mean_wage,annual_mean_wage,annual_median_wage,source
2025-05,United States,US,15-1252,Software Developers,1790940,67.38,140180,132270,BLS OEWS validation sample
2025-05,California,CA,15-1252,Software Developers,249620,83.21,173080,164820,BLS OEWS table-compatible sample
2025-05,New York-Newark-Jersey City NY-NJ-PA,NY,13-1111,Management Analysts,84320,62.44,129870,116590,BLS Public Data API-compatible sample

CSV Schema

The fields are intentionally simple so buyers can inspect the shape in spreadsheets, BI tools, and lightweight data pipelines.

release_period
area
state
occupation_code
occupation_title
employment
hourly_mean_wage
annual_mean_wage
annual_median_wage
source

Monetization Hypothesis

This sample tests dataset and report-style demand before we invest in ingestion, export automation, or marketplace onboarding.

CSV/report subscription for HR analytics, compensation benchmarking, staffing, workforce planning, and location strategy teams.
API subscription for occupation, geography, industry, release-period, and wage-field watchlists.
Build only after tracked request, download, or exact-intent signals appear.

Public Sources

The full product would normalize public records into stable datasets and API endpoints only after validation gates are met.

BLS Occupational Employment and Wage Statistics
BLS Public Data API
BLS OEWS data tables