Dimensional Modelling Contracts

Dimensional Modelling
UK

The table below provides summary statistics for contract job vacancies requiring Dimensional Modelling skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited Dimensional Modelling over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 468 529 624
Rank change year-on-year +61 +95 +119
Contract jobs citing Dimensional Modelling 52 53 94
As % of all contract jobs advertised in the UK 0.18% 0.12% 0.16%
As % of the Processes & Methodologies category 0.20% 0.14% 0.18%
Number of daily rates quoted 41 33 68
10th Percentile £413 £415 £443
25th Percentile £450 £475 £513
Median daily rate (50th Percentile) £525 £525 £563
Median % change year-on-year - -6.67% -2.17%
75th Percentile £575 £650 £650
90th Percentile £645 £690 £700
UK excluding London median daily rate £463 £500 £525
% change year-on-year -7.50% -4.76% -4.55%
Number of hourly rates quoted 0 0 2
10th Percentile - - £71.00
25th Percentile - - £72.50
Median hourly rate - - £75.00
75th Percentile - - £77.50
90th Percentile - - £79.00
UK excluding London median hourly rate - - -

All Process and Methodology Skills
UK

Dimensional Modelling falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills.

Contract vacancies with a requirement for process or methodology skills 26,594 37,597 53,655
As % of all contract IT jobs advertised in the UK 90.84% 86.31% 89.91%
Number of daily rates quoted 17,149 24,227 37,238
10th Percentile £308 £300 £325
25th Percentile £413 £413 £438
Median daily rate (50th Percentile) £520 £525 £550
Median % change year-on-year -0.95% -4.55% +4.76%
75th Percentile £630 £638 £650
90th Percentile £743 £750 £750
UK excluding London median daily rate £483 £500 £500
% change year-on-year -3.50% - +5.26%
Number of hourly rates quoted 1,071 2,443 1,746
10th Percentile £14.41 £12.75 £11.00
25th Percentile £18.21 £16.00 £16.25
Median hourly rate £29.00 £35.65 £37.30
Median % change year-on-year -18.65% -4.42% +49.20%
75th Percentile £60.38 £59.98 £65.00
90th Percentile £75.00 £72.50 £75.00
UK excluding London median hourly rate £27.50 £37.34 £36.00
% change year-on-year -26.35% +3.72% +80.00%

Dimensional Modelling
Job Vacancy Trend

Job postings citing Dimensional Modelling as a proportion of all IT jobs advertised.

Job vacancy trend for Dimensional Modelling in the UK

Dimensional Modelling
Contractor Daily Rate Trend

3-month moving average daily rate quoted in jobs citing Dimensional Modelling.

Daily rate trend for Dimensional Modelling in the UK

Dimensional Modelling
Daily Rate Histogram

Daily rate distribution for jobs citing Dimensional Modelling over the 6 months to 1 May 2025.

Daily rate histogram for Dimensional Modelling in the UK

Dimensional Modelling
Contractor Hourly Rate Trend

3-month moving average hourly rates quoted in jobs citing Dimensional Modelling.

Hourly rate trend for Dimensional Modelling in the UK

Dimensional Modelling
Top 12 Contract Locations

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Dimensional Modelling within the UK over the 6 months to 1 May 2025. 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
Contract
IT Job Ads
Median
Daily Rate
Past 6 Months
Median Daily Rate
% Change
on Same Period
Last Year
Live
Jobs
England +58 48 £525 - 79
London +34 29 £525 - 51
Work from Home +44 16 £488 -2.50% 53
UK excluding London +62 14 £463 -7.50% 37
South East +46 6 £525 +23.53% 16
North of England +20 4 £450 -10.00% 10
Yorkshire - 3 £475 - 2
Midlands +19 2 £450 -35.71% 1
West Midlands +11 2 £450 -35.71%
North West +15 1 £400 -20.00% 8
Scotland +11 1 £575 - 2
South West - 1 £425 - 7

Dimensional Modelling
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 5 (9.62%) Apache
2 4 (7.69%) Apache Spark
3 3 (5.77%) Apache Airflow
4 1 (1.92%) Oracle Application Server
Applications
1 1 (1.92%) MS Visio
Business Applications
1 3 (5.77%) Sparx Enterprise Architect
Cloud Services
1 24 (46.15%) Azure
2 21 (40.38%) Power Platform
3 17 (32.69%) Azure Synapse Analytics
4 15 (28.85%) AWS
5 10 (19.23%) Azure Data Factory
6 9 (17.31%) Snowflake
7 7 (13.46%) Microsoft Purview
8 6 (11.54%) dbt
8 6 (11.54%) GitHub
8 6 (11.54%) GitHub Actions
9 5 (9.62%) GCP
10 3 (5.77%) Amazon CloudWatch
10 3 (5.77%) Amazon S3
10 3 (5.77%) AWS Lambda
10 3 (5.77%) Serverless
11 1 (1.92%) Azure DevOps
11 1 (1.92%) Dynamics 365
11 1 (1.92%) Fivetran
11 1 (1.92%) WhatsApp
Database & Business Intelligence
1 31 (59.62%) Data Warehouse
2 21 (40.38%) Power BI
3 13 (25.00%) Data Lake
4 9 (17.31%) Star Schema
5 7 (13.46%) Metadata
5 7 (13.46%) Snowflake Schema
6 6 (11.54%) NoSQL
7 5 (9.62%) Big Data
7 5 (9.62%) Relational Database
7 5 (9.62%) Tableau
8 4 (7.69%) InfluxDB
9 3 (5.77%) Amazon RDS
9 3 (5.77%) BigQuery
9 3 (5.77%) Flink
9 3 (5.77%) Oracle Database
9 3 (5.77%) SQL Server Reporting Services
10 2 (3.85%) Data Mining
10 2 (3.85%) Oracle BI EE
10 2 (3.85%) RDBMS
10 2 (3.85%) SQL Server
Development Applications
1 6 (11.54%) ERwin
2 3 (5.77%) ER Studio
3 1 (1.92%) Git
3 1 (1.92%) JIRA
General
1 9 (17.31%) Finance
2 7 (13.46%) Social Skills
3 5 (9.62%) Public Sector
4 4 (7.69%) Analytical Skills
5 3 (5.77%) Legal
5 3 (5.77%) Local Government
6 1 (1.92%) Banking
6 1 (1.92%) Documentation Skills
6 1 (1.92%) Organisational Skills
6 1 (1.92%) Telecoms
Job Titles
1 17 (32.69%) Data Engineer
2 12 (23.08%) Analyst
3 10 (19.23%) Architect
4 9 (17.31%) Lead
5 7 (13.46%) Data Analyst
5 7 (13.46%) Data Modeller
6 6 (11.54%) Azure Data Engineer
6 6 (11.54%) Azure Engineer
6 6 (11.54%) Data Architect
6 6 (11.54%) Lead Data Engineer
6 6 (11.54%) Senior
7 4 (7.69%) Developer
8 3 (5.77%) AWS Data Engineer
8 3 (5.77%) AWS Engineer
8 3 (5.77%) Business Analyst
8 3 (5.77%) Data Business Analyst
8 3 (5.77%) Senior Architect
8 3 (5.77%) Senior Data Architect
8 3 (5.77%) Technical Architect
9 2 (3.85%) Microsoft Technical Architect
Libraries, Frameworks & Software Standards
1 11 (21.15%) PySpark
2 6 (11.54%) Jinja
3 4 (7.69%) JSON
4 1 (1.92%) Great Expectations
Miscellaneous
1 5 (9.62%) Data Structures
2 2 (3.85%) Replication
2 2 (3.85%) Taxonomies
3 1 (1.92%) IoT
3 1 (1.92%) Onboarding
3 1 (1.92%) Product Ownership
3 1 (1.92%) Smart City
3 1 (1.92%) Virtual Team
Processes & Methodologies
1 34 (65.38%) Data Modelling
2 27 (51.92%) Analytics
2 27 (51.92%) Business Intelligence
3 24 (46.15%) ETL
4 19 (36.54%) Visualisation
5 17 (32.69%) Data Pipeline
6 16 (30.77%) CI/CD
6 16 (30.77%) Data Engineering
7 15 (28.85%) Data Governance
8 14 (26.92%) Data Architecture
9 11 (21.15%) Agile
9 11 (21.15%) Data Integration
9 11 (21.15%) Data Science
10 10 (19.23%) Decision-Making
11 9 (17.31%) Dashboard Development
12 7 (13.46%) Data Transformation
12 7 (13.46%) DevOps
12 7 (13.46%) Kimball Methodology
12 7 (13.46%) Migration
12 7 (13.46%) Translating Business Requirements
Programming Languages
1 43 (82.69%) SQL
2 27 (51.92%) Python
3 4 (7.69%) T-SQL
4 3 (5.77%) C#
4 3 (5.77%) Data Analysis Expressions
4 3 (5.77%) PowerShell
5 1 (1.92%) JavaScript
5 1 (1.92%) R
Qualifications
1 12 (23.08%) Security Cleared
2 11 (21.15%) SC Cleared
3 3 (5.77%) AWS Certification
3 3 (5.77%) AWS Certified Solutions Architect
4 1 (1.92%) Degree
Quality Assurance & Compliance
1 17 (32.69%) Data Quality
2 10 (19.23%) Accessibility
3 2 (3.85%) GDPR
4 1 (1.92%) QA
System Software
1 4 (7.69%) Docker
Systems Management
1 2 (3.85%) Terraform
Vendors
1 9 (17.31%) Databricks
2 7 (13.46%) Microsoft
2 7 (13.46%) Oracle
3 4 (7.69%) Sparx
4 3 (5.77%) Google
4 3 (5.77%) Talend
5 2 (3.85%) IBM
5 2 (3.85%) Informatica
5 2 (3.85%) Workday
6 1 (1.92%) Ab Initio
6 1 (1.92%) Cognos
6 1 (1.92%) IDERA