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RANK.AI / PUBLISHED METHOD

BLS OEWS State Data Scientist Workforce

Ranks states by the latest BLS estimate of employment in the exact SOC 15-2051 Data Scientists occupation, with published concentration, wage, and sampling-error context.

Version
1.0.0
Published
Jul 27, 2026
Live boards
1
Method ID
bls-oews-state-data-scientist-workforce

Where the facts come from

Source Filters
Naics

000000

Area Type

2

Industry Group

cross-industry

Ownership Code

1235

Occupation Group

detailed

How the order is produced

Direction

descending

Tie Breakers
  • bls-data-scientist-location-quotient
  • stateCode
Primary Metric

bls-data-scientist-state-employment

Transformation

none

When the method reruns

  • daily

Boards using this version

Only live, quality-gated boards appear. Each board opens on the exact published table and evidence path.

BoardPrimary measureRowsConfidenceFreshnessBoard versionCadenceEvidence
State Data Scientist Workforcestate-data-scientist-workforcebls-data-scientist-state-employment50100% current1.0.0dailyOpen board →

Complete measurement ledger

These fields are stored with the methodology version. A changed contract must publish a new version before comparable movement can resume.

Period

latest May annual BLS OEWS state release

Ranking

Direction

descending

Tie Breakers
  • bls-data-scientist-location-quotient
  • stateCode
Primary Metric

bls-data-scientist-state-employment

Transformation

none

Universe

50 U.S. states and the District of Columbia when BLS publishes an estimate for SOC 15-2051

Occupation

Code

15-2051

Title

Data Scientists

Limitations

  • OEWS values are survey estimates, not a census.
  • Self-employed workers are excluded.
  • The occupation is the exact SOC 15-2051 Data Scientists category; it is not a measure of every worker using AI.
  • BLS advises that OEWS estimates are not designed for time-series comparisons.
  • Relative standard errors are retained with the ranking inputs.

Source Filters

Naics

000000

Area Type

2

Industry Group

cross-industry

Ownership Code

1235

Occupation Group

detailed

Geography Version

us-states-dc-oews-2026-07-27

Suppression Policy

A state or wage is omitted when BLS does not publish an estimate; missing values are never imputed or treated as zero.