Dataset
Job market report aggregates
Release-pinned seniority, geography, and retained-description skill slices used by the Analytics Engineering Job Market Report, with explicit denominators, coverage, and caveats.
9 rows in release 2026-08-26.2.
- Figures describe an observed sample of open postings, not the whole job market.
- Permitted claim class for this release: SNAPSHOT_ONLY.
Columns
- dimension
- The aggregate slice: SENIORITY, COUNTRY, US_REGION, or SKILL. Each uses the denominator and caveat carried on its row.
- segment
- The category within the dimension, such as SENIOR, US, CA, dbt, or Snowflake.
- posting_count
- Postings in this segment. Null when the row is suppressed; otherwise an exact count within eligible_postings.
- eligible_postings
- Postings eligible for this specific metric after its stated coverage rule. This is the denominator for share_pct.
- share_pct
- Posting count as a percentage of eligible_postings. Null when the eligible sample does not clear the publication threshold.
- coverage_pct
- Share of classified open postings eligible for this metric. For skills, eligibility requires description text that source policy permits the Observatory to retain.
- is_suppressed
- True when the cell's sample is below the publication threshold. Suppressed rows are kept so the gap is visible, but their values are nulled rather than merely flagged.
- caveat
- Required interpretation note for the dimension, including its denominator and known coverage limitation.
- computed_at
- When this row was calculated, which is the release build time rather than when the underlying postings were observed. For the period observed, see earliest_observation_at and latest_observation_at in the observation window dataset.
Cite this
Analytics Engineering Observatory, release 2026-08-26.2 (August 26, 2026). https://www.analyticsengineering.com/market/data/market-report-snapshot
Release 2026-08-26.2, published August 26, 2026. Newest observation August 26, 2026.
Figures are pinned to this release, so the numbers on this page match the downloadable dataset exactly. Both change only when a new release is promoted.
