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

6 months to
26 Jun 2026
Same period 2025 Same period 2024
Rank 105 128 111
Rank change year-on-year +23 -17 0
Permanent jobs citing Data Modelling 1,636 1,164 2,401
As % of all permanent jobs in the UK 1.72% 2.56% 2.26%
As % of the Processes & Methodologies category 2.35% 2.78% 2.75%
Number of salaries quoted 1,124 586 1,529
10th Percentile £43,497 £43,000 £41,250
25th Percentile £52,500 £53,563 £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 69,702 41,872 87,252
As % of all permanent jobs advertised in the UK 73.38% 92.19% 82.13%
Number of salaries quoted 48,070 22,602 61,776
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 £92,500
UK excluding London median annual salary £52,681 £50,000 £50,000
% change year-on-year +5.36% - -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 26 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 26 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 +25 1,482 £69,973 +7.65% 555
UK excluding London +10 776 £62,500 +4.17% 394
London +30 690 £80,000 +6.67% 290
Work from Home +29 522 £67,500 +3.85% 281
North of England +91 297 £65,000 +13.04% 92
South East -35 181 £60,000 -7.69% 144
Midlands +2 144 £60,000 -4.00% 77
North West +56 137 £60,500 +15.24% 57
Yorkshire +32 116 £68,005 +13.34% 22
West Midlands +9 103 £62,500 +8.70% 44
South West -84 58 £60,000 - 36
East of England -3 56 £71,000 +15.45% 18
North East -8 44 £65,000 +36.84% 15
East Midlands -21 40 £55,000 -13.39% 32
Scotland -26 26 £70,000 +11.55% 19
Wales - 11 £67,586 - 11
Northern Ireland -36 3 £60,000 - 3

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
1 143 (8.74%) Apache Airflow
2 109 (6.66%) Apache Spark
3 79 (4.83%) Apache
4 34 (2.08%) SharePoint
5 20 (1.22%) Palantir Foundry
6 16 (0.98%) SAS
7 15 (0.92%) Confluence
8 13 (0.79%) Jupyter
9 8 (0.49%) CMS
9 8 (0.49%) Microsoft Exchange
10 6 (0.37%) Appian
11 4 (0.24%) Oracle SOA Suite
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 70 (4.28%) Microsoft Excel
2 18 (1.10%) Microsoft Office
3 9 (0.55%) Spreadsheet
4 5 (0.31%) 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 (0.061%) FrameMaker
7 1 (0.061%) Microsoft Project
Business Applications
1 38 (2.32%) SAP S/4HANA
2 20 (1.22%) SAP MDG
3 18 (1.10%) Dynamics CRM
4 13 (0.79%) NetSuite
4 13 (0.79%) Oracle ERP
5 12 (0.73%) Oracle Procure-to-Pay
6 8 (0.49%) Oracle EBS
6 8 (0.49%) Salesforce CRM
6 8 (0.49%) SAP MDG-BP
7 7 (0.43%) Workday HCM
8 5 (0.31%) SAP MDG-F
9 4 (0.24%) SAP ERP
10 3 (0.18%) FLEXCUBE
10 3 (0.18%) JDE EnterpriseOne
10 3 (0.18%) Misys Opics
11 2 (0.12%) Infor M3
11 2 (0.12%) Oracle Payables
11 2 (0.12%) Oracle Receivables
11 2 (0.12%) SAP IBP
11 2 (0.12%) Unit4 Business World
Cloud Services
1 675 (41.26%) Azure
2 454 (27.75%) Power Platform
3 425 (25.98%) AWS
4 248 (15.16%) GCP
5 173 (10.57%) Azure Data Factory
6 151 (9.23%) Snowflake
7 135 (8.25%) dbt
8 131 (8.01%) Azure Synapse Analytics
9 102 (6.23%) Azure DevOps
10 88 (5.38%) Serverless
11 82 (5.01%) Amazon S3
12 68 (4.16%) SaaS
13 60 (3.67%) Power Automate
14 52 (3.18%) AWS Lambda
15 50 (3.06%) PowerApps
16 46 (2.81%) GitHub
17 38 (2.32%) Dynamics 365
18 35 (2.14%) Microsoft Purview
19 33 (2.02%) Microsoft 365
20 29 (1.77%) Azure Logic Apps
Communications & Networking
1 44 (2.69%) Broadband
2 4 (0.24%) 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 (0.061%) CTI
5 1 (0.061%) Radio Access Network
Database & Business Intelligence
1 415 (25.37%) Power BI
2 320 (19.56%) Data Warehouse
3 197 (12.04%) Data Lake
4 190 (11.61%) Metadata
5 118 (7.21%) SQL Server
5 118 (7.21%) Tableau
6 107 (6.54%) Relational Database
7 89 (5.44%) BigQuery
8 85 (5.20%) Amazon Redshift
8 85 (5.20%) PostgreSQL
9 64 (3.91%) Semantic Layer
10 61 (3.73%) NoSQL
11 59 (3.61%) Star Schema
12 55 (3.36%) Big Data
13 54 (3.30%) MySQL
14 51 (3.12%) Azure SQL Database
15 49 (3.00%) SQL Server Integration Services
16 48 (2.93%) Delta Lake
17 47 (2.87%) Power Query
18 46 (2.81%) Looker
Development Applications
1 108 (6.60%) Git
2 40 (2.44%) JIRA
3 37 (2.26%) MLflow
4 30 (1.83%) Jenkins
5 24 (1.47%) Claude Code
6 14 (0.86%) GitLab
7 13 (0.79%) ERwin
8 12 (0.73%) Postman
9 6 (0.37%) Toad
10 4 (0.24%) Oracle APEX
11 3 (0.18%) Eclipse
11 3 (0.18%) IntelliJ
12 2 (0.12%) ER Studio
12 2 (0.12%) Jasmine
12 2 (0.12%) Karma Test Runner
12 2 (0.12%) NUnit
12 2 (0.12%) PowerDesigner
12 2 (0.12%) TeamCity
12 2 (0.12%) Visual Studio
12 2 (0.12%) YouTrack
General
1 549 (33.56%) Social Skills
2 502 (30.68%) Finance
3 447 (27.32%) Analytical Skills
4 142 (8.68%) Inclusion and Diversity
5 134 (8.19%) Public Sector
6 68 (4.16%) Law
7 67 (4.10%) Marketing
7 67 (4.10%) Retail
8 49 (3.00%) Influencing Skills
9 44 (2.69%) Manufacturing
10 42 (2.57%) Legal
11 40 (2.44%) Financial Institution
12 37 (2.26%) Banking
13 25 (1.53%) Documentation Skills
13 25 (1.53%) Organisational Skills
14 23 (1.41%) Billing
15 18 (1.10%) Local Government
16 17 (1.04%) Advertising
17 16 (0.98%) Presentation Skills
18 15 (0.92%) Games
Job Titles
1 396 (24.21%) Data Engineer
2 362 (22.13%) Architect
3 350 (21.39%) Senior
4 250 (15.28%) Data Architect
5 206 (12.59%) Analyst
6 196 (11.98%) Developer
7 188 (11.49%) Lead
8 114 (6.97%) Data Analyst
9 111 (6.78%) Senior Data Engineer
10 75 (4.58%) Consultant
11 59 (3.61%) Senior Architect
12 54 (3.30%) Business Intelligence Developer
13 51 (3.12%) Business Analyst
14 48 (2.93%) Senior Data Architect
15 44 (2.69%) Lead Data Engineer
15 44 (2.69%) Senior Developer
16 43 (2.63%) Data Modeller
17 40 (2.44%) Senior Analyst
18 39 (2.38%) Business Intelligence Analyst
19 36 (2.20%) Data Manager
Libraries, Frameworks & Software Standards
1 143 (8.74%) REST
2 114 (6.97%) PySpark
3 106 (6.48%) Kafka
4 65 (3.97%) SOAP
5 64 (3.91%) .NET
5 64 (3.91%) React
6 62 (3.79%) JSON
6 62 (3.79%) Node.js
7 59 (3.61%) Middleware
8 49 (3.00%) Lightning Web Components
9 48 (2.93%) XML
10 44 (2.69%) CSS
11 43 (2.63%) LangChain
12 38 (2.32%) RESTful
13 37 (2.26%) PyTorch
13 37 (2.26%) TensorFlow
14 33 (2.02%) scikit-learn
15 31 (1.89%) HTML
15 31 (1.89%) Visualforce
16 25 (1.53%) Oracle Fusion
Miscellaneous
1 157 (9.60%) Cloud Native
2 136 (8.31%) Data Structures
3 89 (5.44%) Product Ownership
4 65 (3.97%) Onboarding
5 56 (3.42%) Distributed Systems
6 41 (2.51%) Management Information System
7 40 (2.44%) Legacy Systems
8 38 (2.32%) Greenfield Project
8 38 (2.32%) Self-Motivation
9 37 (2.26%) Public Cloud
10 32 (1.96%) Analytical Mindset
10 32 (1.96%) Low-Code
11 27 (1.65%) Clustering
11 27 (1.65%) Reinsurance
12 24 (1.47%) AI Agents
13 22 (1.34%) Social Media
14 18 (1.10%) Replication
15 15 (0.92%) Mobile App
16 14 (0.86%) Algorithms
16 14 (0.86%) e-Learning
Operating Systems
1 16 (0.98%) Linux
2 13 (0.79%) Windows
3 4 (0.24%) Unix
4 1 (0.061%) Android
4 1 (0.061%) Apple iOS
4 1 (0.061%) Windows Server
Processes & Methodologies
1 757 (46.27%) Analytics
2 561 (34.29%) Business Intelligence
3 523 (31.97%) Data Governance
4 475 (29.03%) Data Engineering
5 453 (27.69%) AI
6 449 (27.44%) ETL
7 436 (26.65%) Data Pipeline
8 419 (25.61%) Decision-Making
9 395 (24.14%) Agile
10 389 (23.78%) CI/CD
11 388 (23.72%) Problem-Solving
12 378 (23.11%) Data Architecture
13 288 (17.60%) DevOps
14 258 (15.77%) Machine Learning
14 258 (15.77%) Mentoring
15 248 (15.16%) Roadmaps
16 221 (13.51%) Continuous Improvement
16 221 (13.51%) Data Strategy
17 181 (11.06%) Stakeholder Engagement
18 176 (10.76%) Translating Business Requirements
Programming Languages
1 861 (52.63%) SQL
2 684 (41.81%) Python
3 108 (6.60%) Data Analysis Expressions
4 107 (6.54%) Java
5 84 (5.13%) JavaScript
6 78 (4.77%) TypeScript
7 69 (4.22%) C#
8 56 (3.42%) Scala
9 46 (2.81%) Apex Code
10 40 (2.44%) T-SQL
11 27 (1.65%) R
12 25 (1.53%) PowerShell
13 20 (1.22%) PL/SQL
14 19 (1.16%) SOQL
14 19 (1.16%) SOSL
15 17 (1.04%) Bash
16 12 (0.73%) Bicep
17 9 (0.55%) C++
18 8 (0.49%) Go
18 8 (0.49%) Kusto Query Language
Qualifications
1 187 (11.43%) Degree
2 185 (11.31%) Security Cleared
3 117 (7.15%) SC Cleared
4 71 (4.34%) Computer Science Degree
5 56 (3.42%) Azure Certification
6 33 (2.02%) Microsoft Certification
7 32 (1.96%) DBS Check
8 31 (1.89%) AWS Certification
9 30 (1.83%) DV Cleared
10 25 (1.53%) Master's Degree
11 19 (1.16%) TOGAF Certification
12 11 (0.67%) ACCA
12 11 (0.67%) AWS Certified Solutions Architect
12 11 (0.67%) CIMA
13 9 (0.55%) BPSS Clearance
13 9 (0.55%) CIPD
13 9 (0.55%) SnowPro
14 8 (0.49%) SAP Certification
15 6 (0.37%) PMI Certification
16 5 (0.31%) PMP
Quality Assurance & Compliance
1 551 (33.68%) Data Quality
2 117 (7.15%) GDPR
3 55 (3.36%) QA
4 51 (3.12%) Accessibility
5 28 (1.71%) California Consumer Privacy Act
6 13 (0.79%) ISO/IEC 27001
7 7 (0.43%) GRC
7 7 (0.43%) SLA
7 7 (0.43%) Solvency II
8 6 (0.37%) Actionable Recommendations
9 5 (0.31%) IFRS
9 5 (0.31%) IFRS 17
9 5 (0.31%) MiFID
10 4 (0.24%) PERC
10 4 (0.24%) PMO
11 3 (0.18%) WCAG
12 2 (0.12%) HL7
13 1 (0.061%) ISO 20022
13 1 (0.061%) ISO 22301
13 1 (0.061%) SNOMED CT
System Software
1 89 (5.44%) Docker
2 10 (0.61%) Active Directory
3 1 (0.061%) Apache Flume
Systems Management
1 98 (5.99%) Terraform
2 64 (3.91%) Kubernetes
3 10 (0.61%) Grafana
4 9 (0.55%) Ansible
5 8 (0.49%) Single Sign-On
6 7 (0.43%) Prometheus
7 5 (0.31%) Packer
8 3 (0.18%) Control-M
8 3 (0.18%) Kibana
9 2 (0.12%) Hadoop YARN
10 1 (0.061%) QRadar
10 1 (0.061%) RSA Archer
10 1 (0.061%) SCCM
Vendors
1 342 (20.90%) Databricks
2 330 (20.17%) Microsoft
3 113 (6.91%) Salesforce
4 109 (6.66%) Oracle
5 96 (5.87%) SAP
6 54 (3.30%) Google
7 38 (2.32%) Informatica
8 29 (1.77%) Foundry
8 29 (1.77%) Palantir
9 27 (1.65%) Cloudera
10 23 (1.41%) Dell
11 21 (1.28%) OpenAI
12 19 (1.16%) ServiceNow
13 17 (1.04%) MuleSoft
14 16 (0.98%) Talend
15 11 (0.67%) Workday
16 10 (0.61%) Salesforce Marketing Cloud
17 8 (0.49%) HubSpot
17 8 (0.49%) IBM
17 8 (0.49%) UiPath