Data Modelling Job Trends

Data Modelling
UK

The table below provides summary statistics and salary benchmarking for jobs requiring Data Modelling skills. It covers permanent job vacancies from the 6 months leading up to 7 July 2026, with comparisons to the same periods in the previous two years.

6 months to
7 Jul 2026
Same period 2025 Same period 2024
Rank 114 130 117
Rank change year-on-year +16 -13 -4
Permanent jobs citing Data Modelling 1,659 1,168 2,253
As % of all permanent jobs in the UK 1.70% 2.43% 2.17%
As % of the Processes & Methodologies category 2.31% 2.68% 2.64%
Number of salaries quoted 1,145 598 1,486
10th Percentile £42,500 £45,000 £41,250
25th Percentile £52,500 £53,750 £50,000
Median annual salary (50th Percentile) £69,973 £65,000 £67,500
Median % change year-on-year +7.65% -3.70% -
75th Percentile £87,500 £83,750 £87,500
90th Percentile £100,000 £105,000 £100,000
UK excluding London median annual salary £62,500 £60,000 £60,000
% change year-on-year +4.17% - +4.35%

All Process & Methodology Skills
UK

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

Permanent vacancies with a requirement for process or methodology skills 71,870 43,651 85,354
As % of all permanent jobs advertised in the UK 73.67% 90.86% 82.18%
Number of salaries quoted 49,673 24,244 60,243
10th Percentile £30,250 £28,822 £29,750
25th Percentile £41,250 £38,500 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -8.71%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,500
UK excluding London median annual salary £54,000 £50,000 £50,000
% change year-on-year +8.00% - -9.09%

Data Modelling
Job Vacancy Trend

Historical trend showing the proportion of permanent IT job postings citing Data Modelling relative to all permanent IT jobs advertised.

Data Modelling job vacancy trend in the UK

Data Modelling
Salary Trend

Salary distribution trend for jobs in the UK citing Data Modelling.

Salary distribution trend for jobs in the UK citing Data Modelling

Data Modelling
Salary Histogram

Salary distribution for jobs citing Data Modelling over the 6 months to 7 July 2026.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the UK over the 6 months to 7 July 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
England +26 1,509 £69,486 +6.90% 825
UK excluding London +2 792 £62,500 +4.17% 618
London +28 698 £80,000 +6.67% 387
Work from Home +24 536 £65,000 -1.14% 532
North of England +83 299 £62,500 +6.84% 129
South East -37 184 £60,000 -7.69% 190
Midlands +4 149 £60,000 -4.00% 102
North West +54 140 £60,500 +15.24% 71
Yorkshire +40 112 £67,500 +12.50% 32
West Midlands +2 104 £62,500 +7.30% 45
South West -82 67 £60,000 -8.41% 70
East of England -7 54 £71,000 +18.33% 38
North East -9 47 £65,000 +36.84% 27
East Midlands -13 45 £57,000 -10.24% 57
Scotland -27 24 £70,000 +11.11% 43
Wales - 12 £67,586 - 32
Northern Ireland -49 3 £60,000 - 19

Data Modelling
Co-Occurring Skills & Capabilities 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
1 140 (8.44%) Apache Airflow
2 110 (6.63%) Apache Spark
3 78 (4.70%) Apache
4 33 (1.99%) SharePoint
5 19 (1.15%) Palantir Foundry
6 16 (0.96%) SAS
7 14 (0.84%) Confluence
8 13 (0.78%) Jupyter
9 8 (0.48%) CMS
9 8 (0.48%) Microsoft Exchange
10 5 (0.30%) Oracle SOA Suite
11 4 (0.24%) Appian
11 4 (0.24%) WordPress
12 3 (0.18%) Apache Solr
12 3 (0.18%) Camunda
12 3 (0.18%) IIS
12 3 (0.18%) Oracle Application Server
13 2 (0.12%) ArcGIS
13 2 (0.12%) CICS
13 2 (0.12%) Luigi
Applications
1 78 (4.70%) Microsoft Excel
2 18 (1.08%) Microsoft Office
3 9 (0.54%) Spreadsheet
4 5 (0.30%) Microsoft PowerPoint
5 3 (0.18%) Blender
5 3 (0.18%) Maya
5 3 (0.18%) MS Visio
6 2 (0.12%) Chatbot
6 2 (0.12%) PTC Creo
6 2 (0.12%) Windchill
7 1 (0.060%) FrameMaker
7 1 (0.060%) Microsoft Project
Business Applications
1 38 (2.29%) SAP S/4HANA
2 20 (1.21%) SAP MDG
3 19 (1.15%) Dynamics CRM
4 15 (0.90%) Oracle ERP
5 12 (0.72%) Oracle Procure-to-Pay
6 11 (0.66%) NetSuite
7 10 (0.60%) Oracle EBS
8 8 (0.48%) SAP MDG-BP
9 7 (0.42%) Salesforce CRM
9 7 (0.42%) Workday HCM
10 5 (0.30%) SAP MDG-F
11 4 (0.24%) JDE EnterpriseOne
11 4 (0.24%) SAP ERP
12 3 (0.18%) FLEXCUBE
12 3 (0.18%) Misys Opics
12 3 (0.18%) Oracle Payables
12 3 (0.18%) Oracle Receivables
13 2 (0.12%) Infor M3
13 2 (0.12%) Integrated Workplace Management System
13 2 (0.12%) SAP IBP
Cloud Services
1 667 (40.20%) Azure
2 468 (28.21%) Power Platform
3 425 (25.62%) AWS
4 253 (15.25%) GCP
5 171 (10.31%) Azure Data Factory
6 156 (9.40%) Snowflake
7 139 (8.38%) dbt
8 128 (7.72%) Azure Synapse Analytics
9 101 (6.09%) Azure DevOps
10 86 (5.18%) Serverless
11 85 (5.12%) Amazon S3
12 64 (3.86%) SaaS
13 60 (3.62%) Power Automate
14 52 (3.13%) PowerApps
15 51 (3.07%) AWS Lambda
16 44 (2.65%) GitHub
17 40 (2.41%) Dynamics 365
18 37 (2.23%) Microsoft Purview
19 33 (1.99%) Microsoft 365
20 30 (1.81%) Azure Logic Apps
Communications & Networking
1 44 (2.65%) Broadband
2 4 (0.24%) BGP
2 4 (0.24%) DNS
2 4 (0.24%) IPsec
2 4 (0.24%) NGN
2 4 (0.24%) VPN
3 3 (0.18%) Internet
3 3 (0.18%) LTE
3 3 (0.18%) Network Security
4 2 (0.12%) 4G
4 2 (0.12%) 5G
4 2 (0.12%) SMS
4 2 (0.12%) Tactical Data Link
5 1 (0.060%) CTI
5 1 (0.060%) Radio Access Network
Database & Business Intelligence
1 430 (25.92%) Power BI
2 332 (20.01%) Data Warehouse
3 204 (12.30%) Data Lake
4 192 (11.57%) Metadata
5 123 (7.41%) Tableau
6 120 (7.23%) SQL Server
7 107 (6.45%) Relational Database
8 90 (5.42%) BigQuery
9 87 (5.24%) Amazon Redshift
10 86 (5.18%) PostgreSQL
11 65 (3.92%) Semantic Layer
12 64 (3.86%) Star Schema
13 63 (3.80%) Big Data
14 59 (3.56%) MySQL
15 58 (3.50%) NoSQL
16 51 (3.07%) Power Query
16 51 (3.07%) SQL Server Integration Services
17 50 (3.01%) Delta Lake
18 48 (2.89%) Azure SQL Database
19 47 (2.83%) Data Vault
Development Applications
1 105 (6.33%) Git
2 38 (2.29%) JIRA
3 33 (1.99%) MLflow
4 30 (1.81%) Jenkins
5 26 (1.57%) Claude Code
6 13 (0.78%) GitLab
7 12 (0.72%) ERwin
8 11 (0.66%) Postman
9 6 (0.36%) Toad
10 4 (0.24%) Oracle APEX
11 3 (0.18%) Eclipse
11 3 (0.18%) IntelliJ
12 2 (0.12%) Jasmine
12 2 (0.12%) Karma Test Runner
12 2 (0.12%) NUnit
12 2 (0.12%) TeamCity
12 2 (0.12%) Visual Studio
12 2 (0.12%) YouTrack
13 1 (0.060%) SQL Server Management Studio (SSMS)
13 1 (0.060%) Team Foundation Server
General
1 554 (33.39%) Social Skills
2 514 (30.98%) Finance
3 453 (27.31%) Analytical Skills
4 137 (8.26%) Public Sector
5 135 (8.14%) Inclusion and Diversity
6 70 (4.22%) Retail
7 65 (3.92%) Law
7 65 (3.92%) Marketing
8 50 (3.01%) Manufacturing
9 49 (2.95%) Influencing Skills
10 41 (2.47%) Legal
11 38 (2.29%) Financial Institution
12 34 (2.05%) Banking
13 23 (1.39%) Documentation Skills
13 23 (1.39%) Organisational Skills
14 22 (1.33%) Billing
15 19 (1.15%) Local Government
15 19 (1.15%) Presentation Skills
16 18 (1.08%) Advertising
17 15 (0.90%) Games
Job Titles
1 407 (24.53%) Data Engineer
2 363 (21.88%) Architect
3 354 (21.34%) Senior
4 256 (15.43%) Data Architect
5 209 (12.60%) Analyst
6 199 (12.00%) Developer
7 189 (11.39%) Lead
8 113 (6.81%) Senior Data Engineer
9 111 (6.69%) Data Analyst
10 78 (4.70%) Consultant
11 61 (3.68%) Senior Architect
12 54 (3.25%) Business Intelligence Developer
13 50 (3.01%) Business Analyst
13 50 (3.01%) Senior Data Architect
14 45 (2.71%) Data Modeller
15 44 (2.65%) Business Intelligence Analyst
15 44 (2.65%) Senior Developer
16 43 (2.59%) Lead Data Engineer
17 39 (2.35%) Senior Analyst
18 37 (2.23%) Data Manager
Libraries, Frameworks & Software Standards
1 135 (8.14%) REST
2 115 (6.93%) PySpark
3 108 (6.51%) Kafka
4 65 (3.92%) Node.js
5 63 (3.80%) .NET
5 63 (3.80%) React
6 60 (3.62%) JSON
6 60 (3.62%) SOAP
7 56 (3.38%) Middleware
8 49 (2.95%) Lightning Web Components
9 46 (2.77%) XML
10 41 (2.47%) CSS
10 41 (2.47%) LangChain
11 35 (2.11%) RESTful
12 33 (1.99%) PyTorch
12 33 (1.99%) TensorFlow
13 30 (1.81%) HTML
13 30 (1.81%) scikit-learn
13 30 (1.81%) Visualforce
14 28 (1.69%) AngularJS
Miscellaneous
1 162 (9.76%) Cloud Native
2 130 (7.84%) Data Structures
3 85 (5.12%) Product Ownership
4 71 (4.28%) Onboarding
5 55 (3.32%) Distributed Systems
6 39 (2.35%) Management Information System
7 38 (2.29%) Greenfield Project
7 38 (2.29%) Public Cloud
8 36 (2.17%) Self-Motivation
9 35 (2.11%) Legacy Systems
10 30 (1.81%) Analytical Mindset
11 29 (1.75%) Low-Code
12 27 (1.63%) Clustering
13 25 (1.51%) Reinsurance
14 24 (1.45%) AI Agents
15 22 (1.33%) Social Media
16 19 (1.15%) Distributed Computing
17 18 (1.08%) Replication
18 17 (1.02%) Mobile App
19 14 (0.84%) Algorithms
Operating Systems
1 18 (1.08%) Linux
2 14 (0.84%) Windows
3 2 (0.12%) Unix
4 1 (0.060%) Android
4 1 (0.060%) Apple iOS
4 1 (0.060%) Windows Server
Processes & Methodologies
1 779 (46.96%) Analytics
2 576 (34.72%) Business Intelligence
3 529 (31.89%) Data Governance
4 475 (28.63%) Data Engineering
5 471 (28.39%) AI
6 460 (27.73%) ETL
7 442 (26.64%) Data Pipeline
8 434 (26.16%) Decision-Making
9 393 (23.69%) Agile
10 389 (23.45%) Problem-Solving
11 386 (23.27%) CI/CD
12 381 (22.97%) Data Architecture
13 285 (17.18%) DevOps
14 266 (16.03%) Mentoring
15 259 (15.61%) Machine Learning
16 258 (15.55%) Roadmaps
17 239 (14.41%) Data Strategy
18 228 (13.74%) Continuous Improvement
19 184 (11.09%) Stakeholder Engagement
20 174 (10.49%) Translating Business Requirements
Programming Languages
1 871 (52.50%) SQL
2 687 (41.41%) Python
3 111 (6.69%) Data Analysis Expressions
4 104 (6.27%) Java
5 79 (4.76%) JavaScript
6 78 (4.70%) TypeScript
7 71 (4.28%) C#
8 56 (3.38%) Scala
9 46 (2.77%) Apex Code
10 42 (2.53%) T-SQL
11 25 (1.51%) R
12 23 (1.39%) PowerShell
13 21 (1.27%) PL/SQL
14 19 (1.15%) SOQL
14 19 (1.15%) SOSL
15 15 (0.90%) Bash
16 13 (0.78%) Bicep
17 10 (0.60%) C++
17 10 (0.60%) Kusto Query Language
18 8 (0.48%) PHP
Qualifications
1 196 (11.81%) Security Cleared
2 185 (11.15%) Degree
3 119 (7.17%) SC Cleared
4 67 (4.04%) Computer Science Degree
5 53 (3.19%) Azure Certification
6 34 (2.05%) DV Cleared
7 32 (1.93%) DBS Check
8 28 (1.69%) AWS Certification
8 28 (1.69%) Microsoft Certification
9 25 (1.51%) Master's Degree
10 18 (1.08%) TOGAF Certification
11 11 (0.66%) BPSS Clearance
12 9 (0.54%) ACCA
12 9 (0.54%) CIMA
12 9 (0.54%) CIPD
12 9 (0.54%) SnowPro
13 8 (0.48%) AWS Certified Solutions Architect
13 8 (0.48%) SAP Certification
14 4 (0.24%) CBAP
14 4 (0.24%) IIBA
Quality Assurance & Compliance
1 560 (33.76%) Data Quality
2 117 (7.05%) GDPR
3 54 (3.25%) Accessibility
4 53 (3.19%) QA
5 27 (1.63%) California Consumer Privacy Act
6 13 (0.78%) ISO/IEC 27001
7 7 (0.42%) GRC
8 6 (0.36%) Actionable Recommendations
8 6 (0.36%) SLA
8 6 (0.36%) Solvency II
9 5 (0.30%) MiFID
10 4 (0.24%) IFRS
10 4 (0.24%) IFRS 17
10 4 (0.24%) PERC
10 4 (0.24%) PMO
11 3 (0.18%) WCAG
12 2 (0.12%) HL7
13 1 (0.060%) ISO 20022
13 1 (0.060%) ISO 22301
13 1 (0.060%) SNOMED CT
System Software
1 85 (5.12%) Docker
2 10 (0.60%) Active Directory
3 1 (0.060%) Apache Flume
Systems Management
1 101 (6.09%) Terraform
2 59 (3.56%) Kubernetes
3 11 (0.66%) Ansible
4 9 (0.54%) Grafana
5 7 (0.42%) Single Sign-On
6 6 (0.36%) Packer
6 6 (0.36%) Prometheus
7 4 (0.24%) Hadoop YARN
8 3 (0.18%) Kibana
9 1 (0.060%) Control-M
9 1 (0.060%) QRadar
9 1 (0.060%) RSA Archer
9 1 (0.060%) SCCM
Vendors
1 341 (20.55%) Databricks
2 340 (20.49%) Microsoft
3 114 (6.87%) Oracle
4 109 (6.57%) Salesforce
5 98 (5.91%) SAP
6 56 (3.38%) Google
7 34 (2.05%) Informatica
8 28 (1.69%) Palantir
9 27 (1.63%) Cloudera
10 26 (1.57%) Foundry
11 23 (1.39%) Dell
12 18 (1.08%) ServiceNow
13 17 (1.02%) OpenAI
13 17 (1.02%) Talend
14 15 (0.90%) MuleSoft
15 11 (0.66%) Workday
16 10 (0.60%) IBM
16 10 (0.60%) Salesforce Marketing Cloud
17 8 (0.48%) HubSpot
18 7 (0.42%) Sparx