Star Schema Job Trends in England

Star Schema
UK > England

The table below provides summary statistics and salary benchmarking for jobs advertised in England requiring Star Schema skills. It covers permanent job vacancies from the 6 months leading up to 14 October 2026, with comparisons to the same periods in the previous two years.

6 months to
14 Oct 2026
Same period 2025 Same period 2024
Rank 660 620 720
Rank change year-on-year -40 +100 -76
Permanent jobs citing Star Schema 104 13 18
As % of all permanent jobs in England 0.100% 0.030% 0.028%
As % of the Database & Business Intelligence category 1.32% 0.21% 0.18%
Number of salaries quoted 88 11 16
10th Percentile £46,750 £44,000 £36,250
25th Percentile £61,250 £50,750 £41,875
Median annual salary (50th Percentile) £80,000 £60,000 £61,250
Median % change year-on-year +33.33% -2.04% +22.50%
75th Percentile £87,500 £70,000 £72,500
90th Percentile £90,000 £81,250 £83,750
UK median annual salary £75,000 £60,000 £60,129
% change year-on-year +25.00% -0.21% +20.26%

All Database & Business Intelligence Skills
England

Star Schema falls under the Databases and Business Intelligence category. For comparison with the information above, the following table provides summary statistics for all permanent job vacancies requiring database or business intelligence skills in England.

Permanent vacancies with a requirement for database or business intelligence skills 7,853 6,199 10,193
As % of all permanent jobs advertised in England 7.52% 14.46% 16.01%
Number of salaries quoted 5,475 3,989 5,815
10th Percentile £37,500 £33,750 £38,750
25th Percentile £45,750 £43,750 £47,500
Median annual salary (50th Percentile) £60,000 £60,000 £65,000
Median % change year-on-year - -7.69% +4.00%
75th Percentile £80,000 £81,500 £90,000
90th Percentile £95,000 £110,000 £117,500
UK median annual salary £60,000 £60,000 £65,000
% change year-on-year - -7.69% +4.00%

Star Schema
Job Vacancy Trend in England

Historical trend showing the proportion of permanent IT job postings citing Star Schema relative to all permanent IT jobs advertised in England.

Star Schema job vacancy trend in England

Star Schema
Salary Trend in England

Salary distribution trend for jobs in England citing Star Schema.

Salary distribution trend for jobs in England citing Star Schema

Star Schema
Salary Histogram in England

Salary distribution for jobs citing Star Schema in England over the 6 months to 14 October 2026.

Salary histogram for Star Schema in England

Star Schema
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Star Schema within the England region over the 6 months to 14 October 2026. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
London -15 49 £85,000 +21.43% 40
North of England -40 21 £60,000 - 6
South East -24 18 £62,500 -19.35% 9
West Midlands -24 15 £80,000 +77.78% 4
Midlands -39 15 £80,000 +77.78% 4
Yorkshire -22 13 £90,000 +50.00% 4
South West -63 5 - - 4
North West - 5 £45,000 - 1
North East - 3 £45,000 - 1
East of England - 2 £62,500 - 3
Star Schema
UK

Star Schema
Co-Occurring Skills & Capabilities in England by Category

The following tables expand on the one above by listing co-occurrences grouped by category. They cover the same employment type, locality and period, with up to 20 co-occurrences shown in each category:

Application Platforms
1 7 (6.73%) Apache
2 6 (5.77%) Apache Spark
3 1 (0.96%) Apache Airflow
3 1 (0.96%) Apache Superset
3 1 (0.96%) Jupyter
Applications
1 7 (6.73%) Microsoft Excel
2 1 (0.96%) MS Visio
Business Applications
1 1 (0.96%) NetSuite
1 1 (0.96%) Oracle ERP
Cloud Services
1 79 (75.96%) Azure
2 53 (50.96%) Power Platform
3 34 (32.69%) Azure Data Factory
4 30 (28.85%) Azure Synapse Analytics
5 25 (24.04%) Azure DevOps
6 20 (19.23%) dbt
7 18 (17.31%) Snowflake
8 15 (14.42%) AWS
9 13 (12.50%) Azure Databricks
10 11 (10.58%) Amazon S3
11 10 (9.62%) Azure Cosmos DB
12 6 (5.77%) Power Automate
13 5 (4.81%) GitHub
13 5 (4.81%) PowerApps
14 4 (3.85%) Google Ads
14 4 (3.85%) Meta Ads
15 3 (2.88%) GCP
16 2 (1.92%) GitHub Copilot
16 2 (1.92%) Microsoft 365
16 2 (1.92%) SaaS
Database & Business Intelligence
1 58 (55.77%) Data Warehouse
2 53 (50.96%) Power BI
3 28 (26.92%) Metadata
4 24 (23.08%) Snowflake Schema
5 21 (20.19%) Power Query
6 19 (18.27%) Data Lake
6 19 (18.27%) Semantic Layer
6 19 (18.27%) SQL Server
7 15 (14.42%) Azure SQL Database
7 15 (14.42%) Data Vault
8 10 (9.62%) Delta Lake
9 9 (8.65%) Amazon QuickSight
9 9 (8.65%) DynamoDB
9 9 (8.65%) MongoDB
9 9 (8.65%) NoSQL
10 7 (6.73%) Relational Database
11 6 (5.77%) Metadata Repository
11 6 (5.77%) RDBMS
12 3 (2.88%) Enterprise Data Warehouse
12 3 (2.88%) Tableau
Development Applications
1 20 (19.23%) Git
2 2 (1.92%) Claude Code
2 2 (1.92%) JIRA
3 1 (0.96%) kappa
3 1 (0.96%) Visual Studio
General
1 35 (33.65%) Analytical Skills
2 33 (31.73%) Social Skills
3 27 (25.96%) Finance
4 10 (9.62%) Retail
5 9 (8.65%) Legal
6 4 (3.85%) Marketing
7 2 (1.92%) Publishing
8 1 (0.96%) Advertising
8 1 (0.96%) Inclusion and Diversity
8 1 (0.96%) Law
8 1 (0.96%) Manufacturing
8 1 (0.96%) Organisational Skills
8 1 (0.96%) Pharmaceutical
8 1 (0.96%) Presentation Skills
8 1 (0.96%) Public Sector
Job Titles
1 38 (36.54%) Senior
2 35 (33.65%) Data Engineer
3 27 (25.96%) Architect
4 26 (25.00%) Data Architect
5 17 (16.35%) Analyst
6 15 (14.42%) Developer
7 14 (13.46%) Business Intelligence Developer
8 13 (12.50%) Senior Data Engineer
8 13 (12.50%) Snowflake Architect
9 11 (10.58%) Power BI Analyst
9 11 (10.58%) Senior Architect
9 11 (10.58%) Senior Data Architect
10 10 (9.62%) Azure Engineer
10 10 (9.62%) Databricks Engineer
11 9 (8.65%) Business Intelligence Analyst
11 9 (8.65%) Lead
12 8 (7.69%) Data Analyst
13 7 (6.73%) Power BI Developer
13 7 (6.73%) SQL Analyst
13 7 (6.73%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 19 (18.27%) PySpark
2 11 (10.58%) Pandas
3 5 (4.81%) REST
4 3 (2.88%) Kafka
5 2 (1.92%) scikit-learn
6 1 (0.96%) NumPy
6 1 (0.96%) pgvector
6 1 (0.96%) PostGIS
6 1 (0.96%) Snowpark
6 1 (0.96%) TensorFlow
6 1 (0.96%) Terraform
6 1 (0.96%) YAML
Miscellaneous
1 15 (14.42%) Data Structures
2 13 (12.50%) Legacy Systems
3 10 (9.62%) Product Ownership
4 9 (8.65%) Enterprise Software
5 6 (5.77%) Cloud Native
5 6 (5.77%) Taxonomies
6 2 (1.92%) Analytical Mindset
6 2 (1.92%) Low-Code
7 1 (0.96%) AS400
7 1 (0.96%) Clustering
7 1 (0.96%) Data Fabric
7 1 (0.96%) iSeries
7 1 (0.96%) Management Information System
7 1 (0.96%) Onboarding
Operating Systems
1 9 (8.65%) Windows
Processes & Methodologies
1 98 (94.23%) Data Modelling
2 79 (75.96%) Analytics
3 77 (74.04%) Business Intelligence
4 62 (59.62%) AI
5 52 (50.00%) Data Engineering
6 48 (46.15%) ETL
7 42 (40.38%) Data Pipeline
8 39 (37.50%) Data Architecture
8 39 (37.50%) Lakehouse
9 37 (35.58%) CI/CD
10 36 (34.62%) DevOps
11 26 (25.00%) Dimensional Modelling
12 24 (23.08%) Decision-Making
13 23 (22.12%) Data Management
13 23 (22.12%) Use Case
14 22 (21.15%) Agile
14 22 (21.15%) RBAC
15 21 (20.19%) Machine Learning
15 21 (20.19%) Problem-Solving
16 20 (19.23%) Data Governance
Programming Languages
1 88 (84.62%) SQL
2 71 (68.27%) Python
3 34 (32.69%) Data Analysis Expressions
4 9 (8.65%) C#
5 7 (6.73%) T-SQL
6 3 (2.88%) R
7 2 (1.92%) PowerShell
8 1 (0.96%) Java
8 1 (0.96%) JavaScript
Qualifications
1 16 (15.38%) Degree
2 12 (11.54%) Azure Certification
3 6 (5.77%) Master's Degree
3 6 (5.77%) Microsoft Certification
4 1 (0.96%) BPSS Clearance
4 1 (0.96%) Computer Science Degree
4 1 (0.96%) CREST Certified
4 1 (0.96%) DBS Check
4 1 (0.96%) ICAEW
4 1 (0.96%) PMP
4 1 (0.96%) SC Cleared
4 1 (0.96%) Security Cleared
4 1 (0.96%) Tableau Certification
4 1 (0.96%) TOGAF Certification
Quality Assurance & Compliance
1 59 (56.73%) Data Quality
2 9 (8.65%) California Consumer Privacy Act
2 9 (8.65%) GDPR
3 2 (1.92%) QA
4 1 (0.96%) Accessibility
4 1 (0.96%) Cyber Essentials
4 1 (0.96%) Cyber Essentials PLUS
4 1 (0.96%) IASME
4 1 (0.96%) ISO 9001
4 1 (0.96%) ISO/IEC 27001
System Software
1 1 (0.96%) Docker
Vendors
1 48 (46.15%) Microsoft
2 41 (39.42%) Databricks
3 10 (9.62%) Informatica
4 9 (8.65%) Talend
5 8 (7.69%) Oracle
6 5 (4.81%) Google
7 1 (0.96%) Bloomberg
7 1 (0.96%) Cognos
7 1 (0.96%) FactSet
7 1 (0.96%) Foundry
7 1 (0.96%) Refinitiv
7 1 (0.96%) Trend Micro