Annual Teacher Census for Scotland: Staff Demographics and Workload Trends

Annual census results providing data on teaching and education staff in Scotland. The dataset likely contains information on staff ethnicity, subjects taught, class contact time, and workforce trends. It is produced by the Scottish Government and designated as National Statistics.

Use Cases

• Analyze teacher workforce demographics and diversity based on ethnicity data mentioned in the description.
• Model subject-specific teacher supply and demand based on subjects taught information.
• Study teacher workload and resource allocation based on class contact time metrics.
• Track long-term trends in the education workforce based on the annual census time series.

Strengths

• Designated as National Statistics, indicating adherence to official quality standards.
• Provides annual time-series data, enabling trend analysis.
• Covers a wide range of staff attributes including ethnicity, subjects, and contact time.

Limitations

• Column-level documentation is absent; field semantics must be inferred after download.
• Row count is unknown, which may limit suitability assessment for large-scale modeling.

Provenance

Source

Scottish Government

Collection Method

Annual teacher census.

Time Range

Annual time series (specific years not provided).

Freshness

Last updated 2026-07-08 13:32:00.742501; freshness should be verified.

Geography

Scotland