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 22 June 2026, with comparisons to the same periods in the previous two years.

6 months to
22 Jun 2026
Same period 2025 Same period 2024
Rank 105 126 112
Rank change year-on-year +21 -14 +2
Permanent jobs citing Data Modelling 1,624 1,159 2,454
As % of all permanent jobs in the UK 1.72% 2.57% 2.24%
As % of the Processes & Methodologies category 2.35% 2.78% 2.75%
Number of salaries quoted 1,103 577 1,555
10th Percentile £42,699 £43,400 £41,250
25th Percentile £52,500 £53,750 £50,000
Median annual salary (50th Percentile) £70,000 £65,000 £67,500
Median % change year-on-year +7.69% -3.70% -
75th Percentile £87,500 £83,750 £87,500
90th Percentile £100,000 £105,000 £100,000
UK excluding London median annual salary £62,750 £60,000 £60,000
% change year-on-year +4.58% - +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 69,167 41,647 89,300
As % of all permanent jobs advertised in the UK 73.14% 92.28% 81.67%
Number of salaries quoted 47,650 22,422 63,265
10th Percentile £30,000 £28,750 £29,750
25th Percentile £41,250 £38,750 £40,000
Median annual salary (50th Percentile) £60,000 £57,500 £55,000
Median % change year-on-year +4.35% +4.55% -9.54%
75th Percentile £78,750 £77,500 £72,500
90th Percentile £100,000 £100,000 £92,145
UK excluding London median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - -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 22 June 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 22 June 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 +30 1,472 £69,973 +4.44% 504
UK excluding London +2 774 £62,750 +4.58% 380
London +30 684 £80,000 +6.67% 259
Work from Home +35 517 £67,500 +3.85% 263
North of England +87 300 £65,000 +13.04% 82
South East -31 181 £60,000 -7.69% 144
Midlands -4 141 £60,000 -4.00% 72
North West +59 134 £62,500 +19.05% 51
Yorkshire +43 124 £68,510 +14.18% 19
West Midlands +9 101 £60,715 +2.04% 44
South West -95 57 £58,750 -2.08% 38
East of England 0 56 £71,000 +6.77% 14
North East -17 42 £65,000 +36.84% 13
East Midlands -22 38 £55,000 -13.39% 28
Scotland -22 27 £70,000 +11.55% 15
Wales - 9 £67,586 - 12
Northern Ireland -36 3 £60,000 - 8

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
1 144 (8.87%) Apache Airflow
2 106 (6.53%) Apache Spark
3 78 (4.80%) Apache
4 35 (2.16%) SharePoint
5 21 (1.29%) Palantir Foundry
6 16 (0.99%) Confluence
6 16 (0.99%) SAS
7 12 (0.74%) Jupyter
8 9 (0.55%) CMS
9 8 (0.49%) Microsoft Exchange
10 6 (0.37%) Appian
11 4 (0.25%) Oracle SOA Suite
11 4 (0.25%) 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%) CICS
13 2 (0.12%) Luigi
13 2 (0.12%) Oracle Workflow
Applications
1 69 (4.25%) Microsoft Excel
2 17 (1.05%) Microsoft Office
3 9 (0.55%) Spreadsheet
4 4 (0.25%) 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 (0.062%) FrameMaker
7 1 (0.062%) Microsoft Project
Business Applications
1 37 (2.28%) SAP S/4HANA
2 19 (1.17%) SAP MDG
3 15 (0.92%) Dynamics CRM
4 13 (0.80%) Oracle ERP
5 12 (0.74%) Oracle Procure-to-Pay
6 11 (0.68%) NetSuite
7 9 (0.55%) Salesforce CRM
8 8 (0.49%) Oracle EBS
8 8 (0.49%) SAP MDG-BP
9 7 (0.43%) Workday HCM
10 5 (0.31%) SAP MDG-F
11 4 (0.25%) SAP ERP
12 3 (0.18%) FLEXCUBE
12 3 (0.18%) JDE EnterpriseOne
12 3 (0.18%) Misys Opics
13 2 (0.12%) Infor M3
13 2 (0.12%) Integrated Workplace Management System
13 2 (0.12%) Oracle Payables
13 2 (0.12%) Oracle Receivables
13 2 (0.12%) SAP IBP
Cloud Services
1 675 (41.56%) Azure
2 445 (27.40%) Power Platform
3 424 (26.11%) AWS
4 245 (15.09%) GCP
5 171 (10.53%) Azure Data Factory
6 151 (9.30%) Snowflake
7 136 (8.37%) dbt
8 131 (8.07%) Azure Synapse Analytics
9 104 (6.40%) Azure DevOps
10 90 (5.54%) Serverless
11 82 (5.05%) Amazon S3
12 67 (4.13%) SaaS
13 60 (3.69%) Power Automate
14 52 (3.20%) AWS Lambda
15 50 (3.08%) PowerApps
16 48 (2.96%) GitHub
17 34 (2.09%) Dynamics 365
17 34 (2.09%) Microsoft 365
18 33 (2.03%) Microsoft Purview
19 29 (1.79%) Salesforce Service Cloud
Communications & Networking
1 44 (2.71%) Broadband
2 4 (0.25%) NGN
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%) BGP
4 2 (0.12%) DNS
4 2 (0.12%) IPsec
4 2 (0.12%) SMS
4 2 (0.12%) Tactical Data Link
4 2 (0.12%) VPN
5 1 (0.062%) CTI
5 1 (0.062%) HTTP
5 1 (0.062%) Radio Access Network
Database & Business Intelligence
1 409 (25.18%) Power BI
2 317 (19.52%) Data Warehouse
3 192 (11.82%) Data Lake
3 192 (11.82%) Metadata
4 118 (7.27%) SQL Server
4 118 (7.27%) Tableau
5 107 (6.59%) Relational Database
6 90 (5.54%) BigQuery
7 87 (5.36%) Amazon Redshift
8 84 (5.17%) PostgreSQL
9 67 (4.13%) NoSQL
10 60 (3.69%) Semantic Layer
11 59 (3.63%) Star Schema
12 54 (3.33%) Azure SQL Database
13 53 (3.26%) Big Data
14 49 (3.02%) MySQL
15 48 (2.96%) Delta Lake
16 47 (2.89%) Power Query
16 47 (2.89%) SQL Server Integration Services
17 46 (2.83%) Looker
Development Applications
1 111 (6.83%) Git
2 43 (2.65%) JIRA
3 36 (2.22%) MLflow
4 31 (1.91%) Jenkins
5 19 (1.17%) Claude Code
6 15 (0.92%) GitLab
7 13 (0.80%) ERwin
7 13 (0.80%) Postman
8 6 (0.37%) Toad
9 4 (0.25%) Oracle APEX
10 3 (0.18%) Eclipse
10 3 (0.18%) IntelliJ
10 3 (0.18%) JUnit
11 2 (0.12%) Maven
11 2 (0.12%) NUnit
11 2 (0.12%) PowerDesigner
11 2 (0.12%) Selenium
11 2 (0.12%) TeamCity
11 2 (0.12%) TestNG
11 2 (0.12%) Visual Studio
General
1 547 (33.68%) Social Skills
2 501 (30.85%) Finance
3 448 (27.59%) Analytical Skills
4 143 (8.81%) Inclusion and Diversity
5 132 (8.13%) Public Sector
6 70 (4.31%) Law
7 69 (4.25%) Marketing
8 65 (4.00%) Retail
9 46 (2.83%) Influencing Skills
10 42 (2.59%) Financial Institution
10 42 (2.59%) Legal
11 41 (2.52%) Banking
12 40 (2.46%) Manufacturing
13 25 (1.54%) Documentation Skills
13 25 (1.54%) Organisational Skills
14 23 (1.42%) Billing
15 18 (1.11%) Local Government
16 17 (1.05%) Advertising
17 15 (0.92%) Games
17 15 (0.92%) Presentation Skills
Job Titles
1 393 (24.20%) Data Engineer
2 362 (22.29%) Architect
3 338 (20.81%) Senior
4 247 (15.21%) Data Architect
5 207 (12.75%) Analyst
6 193 (11.88%) Developer
7 190 (11.70%) Lead
8 116 (7.14%) Data Analyst
9 108 (6.65%) Senior Data Engineer
10 75 (4.62%) Consultant
11 54 (3.33%) Business Intelligence Developer
11 54 (3.33%) Senior Architect
12 51 (3.14%) Business Analyst
13 45 (2.77%) Lead Data Engineer
14 43 (2.65%) Data Modeller
14 43 (2.65%) Senior Data Architect
15 41 (2.52%) Senior Analyst
15 41 (2.52%) Senior Developer
16 37 (2.28%) Data Manager
16 37 (2.28%) Solutions Architect
Libraries, Frameworks & Software Standards
1 145 (8.93%) REST
2 112 (6.90%) PySpark
3 109 (6.71%) Kafka
4 64 (3.94%) .NET
4 64 (3.94%) SOAP
5 62 (3.82%) React
6 61 (3.76%) JSON
6 61 (3.76%) Node.js
7 58 (3.57%) Middleware
8 49 (3.02%) Lightning Web Components
9 47 (2.89%) XML
10 46 (2.83%) CSS
11 42 (2.59%) LangChain
12 40 (2.46%) RESTful
13 36 (2.22%) PyTorch
13 36 (2.22%) TensorFlow
14 33 (2.03%) HTML
14 33 (2.03%) scikit-learn
15 31 (1.91%) Visualforce
16 26 (1.60%) Oracle Fusion
Miscellaneous
1 156 (9.61%) Cloud Native
2 141 (8.68%) Data Structures
3 91 (5.60%) Product Ownership
4 61 (3.76%) Onboarding
5 56 (3.45%) Distributed Systems
6 41 (2.52%) Legacy Systems
6 41 (2.52%) Management Information System
7 38 (2.34%) Greenfield Project
7 38 (2.34%) Self-Motivation
8 36 (2.22%) Public Cloud
9 32 (1.97%) Analytical Mindset
9 32 (1.97%) Low-Code
10 28 (1.72%) Reinsurance
11 27 (1.66%) Clustering
12 23 (1.42%) AI Agents
13 22 (1.35%) Social Media
14 17 (1.05%) Replication
15 14 (0.86%) Algorithms
15 14 (0.86%) e-Learning
16 13 (0.80%) Taxonomies
Operating Systems
1 16 (0.99%) Linux
2 13 (0.80%) Windows
3 4 (0.25%) Unix
4 1 (0.062%) Android
4 1 (0.062%) Apple iOS
4 1 (0.062%) Windows Server
Processes & Methodologies
1 754 (46.43%) Analytics
2 556 (34.24%) Business Intelligence
3 519 (31.96%) Data Governance
4 475 (29.25%) Data Engineering
5 450 (27.71%) ETL
6 439 (27.03%) AI
7 431 (26.54%) Data Pipeline
8 409 (25.18%) Decision-Making
9 399 (24.57%) Agile
10 386 (23.77%) CI/CD
11 385 (23.71%) Problem-Solving
12 376 (23.15%) Data Architecture
13 288 (17.73%) DevOps
14 257 (15.83%) Mentoring
15 255 (15.70%) Machine Learning
16 239 (14.72%) Roadmaps
17 219 (13.49%) Continuous Improvement
18 217 (13.36%) Data Strategy
19 173 (10.65%) Translating Business Requirements
20 172 (10.59%) Stakeholder Engagement
Programming Languages
1 854 (52.59%) SQL
2 685 (42.18%) Python
3 114 (7.02%) Java
4 106 (6.53%) Data Analysis Expressions
5 86 (5.30%) JavaScript
6 77 (4.74%) TypeScript
7 69 (4.25%) C#
8 55 (3.39%) Scala
9 46 (2.83%) Apex Code
10 40 (2.46%) T-SQL
11 27 (1.66%) R
12 24 (1.48%) PowerShell
13 20 (1.23%) PL/SQL
14 19 (1.17%) Bash
14 19 (1.17%) SOQL
14 19 (1.17%) SOSL
15 11 (0.68%) Bicep
16 9 (0.55%) C++
17 8 (0.49%) Go
17 8 (0.49%) Kusto Query Language
Qualifications
1 187 (11.51%) Degree
2 184 (11.33%) Security Cleared
3 117 (7.20%) SC Cleared
4 74 (4.56%) Computer Science Degree
5 56 (3.45%) Azure Certification
6 34 (2.09%) AWS Certification
7 33 (2.03%) Microsoft Certification
8 30 (1.85%) DBS Check
8 30 (1.85%) DV Cleared
9 27 (1.66%) Master's Degree
10 19 (1.17%) TOGAF Certification
11 13 (0.80%) AWS Certified Solutions Architect
12 11 (0.68%) ACCA
12 11 (0.68%) CIMA
13 9 (0.55%) BPSS Clearance
14 8 (0.49%) SnowPro
15 7 (0.43%) SAP Certification
16 6 (0.37%) CIPD
16 6 (0.37%) PMI Certification
17 5 (0.31%) PMP
Quality Assurance & Compliance
1 547 (33.68%) Data Quality
2 116 (7.14%) GDPR
3 53 (3.26%) QA
4 50 (3.08%) Accessibility
5 27 (1.66%) California Consumer Privacy Act
6 13 (0.80%) ISO/IEC 27001
7 8 (0.49%) SLA
8 7 (0.43%) GRC
8 7 (0.43%) Solvency II
9 6 (0.37%) Actionable Recommendations
10 5 (0.31%) IFRS
10 5 (0.31%) IFRS 17
10 5 (0.31%) MiFID
11 4 (0.25%) PERC
11 4 (0.25%) PMO
12 3 (0.18%) WCAG
13 2 (0.12%) HL7
14 1 (0.062%) ISO 20022
14 1 (0.062%) PCI DSS
14 1 (0.062%) SNOMED CT
System Software
1 86 (5.30%) Docker
2 10 (0.62%) Active Directory
3 1 (0.062%) Apache Flume
Systems Management
1 97 (5.97%) Terraform
2 67 (4.13%) Kubernetes
3 11 (0.68%) Grafana
4 9 (0.55%) Ansible
4 9 (0.55%) Single Sign-On
5 8 (0.49%) Prometheus
6 5 (0.31%) Packer
7 3 (0.18%) Control-M
7 3 (0.18%) Kibana
8 2 (0.12%) Hadoop YARN
9 1 (0.062%) QRadar
9 1 (0.062%) RSA Archer
9 1 (0.062%) SCCM
Vendors
1 340 (20.94%) Databricks
2 325 (20.01%) Microsoft
3 116 (7.14%) Salesforce
4 109 (6.71%) Oracle
5 94 (5.79%) SAP
6 53 (3.26%) Google
7 40 (2.46%) Informatica
8 30 (1.85%) Foundry
8 30 (1.85%) Palantir
9 27 (1.66%) Cloudera
10 23 (1.42%) Dell
11 21 (1.29%) OpenAI
12 18 (1.11%) MuleSoft
12 18 (1.11%) ServiceNow
13 16 (0.99%) Talend
14 10 (0.62%) Salesforce Marketing Cloud
14 10 (0.62%) Workday
15 9 (0.55%) Cisco
16 8 (0.49%) IBM
16 8 (0.49%) UiPath