Data Modelling Jobs

Data Modelling
UK

The table below provides summary statistics for permanent job vacancies requiring Data Modelling skills. It includes a benchmarking guide to the annual salaries offered in vacancies that cited Data Modelling over the 6 months leading up to 16 June 2025, comparing them to the same period in the previous two years.

6 months to
16 Jun 2025
Same period 2024 Same period 2023
Rank 156 113 120
Rank change year-on-year -43 +7 -13
Permanent jobs citing Data Modelling 1,189 2,500 2,659
As % of all permanent jobs advertised in the UK 2.12% 2.26% 2.90%
As % of the Processes & Methodologies category 2.29% 2.74% 3.04%
Number of salaries quoted 598 1,546 1,648
10th Percentile £42,500 £40,500 £42,500
25th Percentile £52,500 £50,000 £51,250
Median annual salary (50th Percentile) £65,000 £67,500 £67,500
Median % change year-on-year -3.70% - +0.75%
75th Percentile £83,750 £87,500 £85,000
90th Percentile £103,825 £100,000 £101,250
UK excluding London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% +3.60%

All Process and 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 52,007 91,221 87,455
As % of all permanent jobs advertised in the UK 92.64% 82.32% 95.43%
Number of salaries quoted 26,082 62,888 53,283
10th Percentile £27,750 £29,750 £33,750
25th Percentile £40,000 £40,000 £45,000
Median annual salary (50th Percentile) £55,000 £55,000 £60,800
Median % change year-on-year - -9.54% +1.33%
75th Percentile £75,000 £72,500 £81,250
90th Percentile £97,500 £91,934 £100,000
UK excluding London median annual salary £50,055 £50,000 £55,000
% change year-on-year +0.11% -9.09% +4.76%

Data Modelling
Job Vacancy Trend

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

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

3-month moving average salary quoted in jobs citing Data Modelling.

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

Salary distribution for jobs citing Data Modelling over the 6 months to 16 June 2025.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 19 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 16 June 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Jobs
England -39 1,059 £65,000 -3.70% 8,674
UK excluding London -45 672 £60,000 - 6,675
Work from Home -28 436 £65,000 +1.96% 3,910
London -30 434 £75,000 -3.23% 2,932
South East +38 224 £65,000 -5.45% 1,838
North of England -117 117 £57,500 -6.05% 1,452
Midlands -33 109 £62,500 +13.64% 1,110
South West +70 97 £60,000 +9.09% 744
Scotland +4 81 £52,000 -20.00% 363
North West -115 76 £52,500 -22.22% 703
West Midlands -30 72 £59,500 +5.78% 607
East of England +6 41 £66,500 +41.06% 906
East Midlands +20 37 £63,500 +23.30% 499
Yorkshire -8 36 £60,000 +26.32% 611
North East +4 9 £47,500 -25.78% 139
Northern Ireland +39 4 - - 101
Channel Islands - 2 £78,750 - 24
Isle of Man +13 1 - -
Wales +2 1 - - 163

Data 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 92 (7.74%) Apache Spark
2 76 (6.39%) Oracle Application Server
3 46 (3.87%) Apache Airflow
4 44 (3.70%) Apache
5 17 (1.43%) SharePoint
6 14 (1.18%) Confluence
7 11 (0.93%) SAS
8 8 (0.67%) Luigi
8 8 (0.67%) Microsoft Exchange
9 3 (0.25%) Appian
9 3 (0.25%) Oracle Workflow
10 2 (0.17%) BizTalk Server
10 2 (0.17%) IBM Domino
11 1 (0.084%) Apache Synapse
11 1 (0.084%) ArcGIS
11 1 (0.084%) CMS
11 1 (0.084%) Headless CMS
Applications
1 62 (5.21%) Microsoft Excel
2 20 (1.68%) Microsoft Office
3 14 (1.18%) Microsoft PowerPoint
4 9 (0.76%) MS Visio
5 3 (0.25%) Spreadsheet
6 2 (0.17%) Simulink
6 2 (0.17%) Trello
7 1 (0.084%) Chatbot
7 1 (0.084%) Sketch
Business Applications
1 19 (1.60%) Dynamics CRM
2 18 (1.51%) NetSuite
3 9 (0.76%) Salesforce CRM
3 9 (0.76%) SAP S/4HANA
4 6 (0.50%) Infor M3
5 5 (0.42%) Sparx Enterprise Architect
6 4 (0.34%) Endur
7 3 (0.25%) Dynamics AX
7 3 (0.25%) Oracle ERP
7 3 (0.25%) SAP MDG
7 3 (0.25%) Shopify
8 2 (0.17%) Dynamics GP
8 2 (0.17%) Oracle EBS
8 2 (0.17%) SAP FI
8 2 (0.17%) SAP MDG-S
9 1 (0.084%) Maximo
9 1 (0.084%) Payment Gateway
9 1 (0.084%) SAP CO
9 1 (0.084%) SAP FI/CO
9 1 (0.084%) SAP Retail
Cloud Services
1 510 (42.89%) Azure
2 326 (27.42%) Power Platform
3 311 (26.16%) AWS
4 174 (14.63%) GCP
5 113 (9.50%) Azure Data Factory
6 106 (8.92%) Snowflake
7 68 (5.72%) Azure Synapse Analytics
8 60 (5.05%) Serverless
9 57 (4.79%) SaaS
10 52 (4.37%) Azure DevOps
11 50 (4.21%) dbt
12 49 (4.12%) Power Automate
13 43 (3.62%) PowerApps
14 41 (3.45%) Azure Logic Apps
15 40 (3.36%) Dynamics 365
15 40 (3.36%) Microsoft 365
16 35 (2.94%) Microsoft Purview
17 34 (2.86%) Amazon S3
18 27 (2.27%) AWS Lambda
19 23 (1.93%) Salesforce Sales Cloud
Communications & Networking
1 12 (1.01%) Broadband
2 6 (0.50%) HTTP
3 3 (0.25%) Firewall
3 3 (0.25%) PuTTY
4 2 (0.17%) ADSL2
5 1 (0.084%) SAN
5 1 (0.084%) SMS
5 1 (0.084%) X.21
Database & Business Intelligence
1 396 (33.31%) Data Warehouse
2 307 (25.82%) Power BI
3 166 (13.96%) Data Lake
4 126 (10.60%) Metadata
5 113 (9.50%) SQL Server
6 98 (8.24%) Big Data
7 87 (7.32%) NoSQL
8 82 (6.90%) Enterprise Data Warehouse
9 81 (6.81%) Oracle Reports
9 81 (6.81%) Tableau
10 63 (5.30%) Relational Database
11 54 (4.54%) Amazon Redshift
12 51 (4.29%) SQL Server Integration Services
13 50 (4.21%) Power Query
14 49 (4.12%) BigQuery
15 46 (3.87%) Hadoop
16 38 (3.20%) Azure SQL Database
17 33 (2.78%) SQL Server Reporting Services
18 30 (2.52%) PostgreSQL
19 24 (2.02%) Looker
Development Applications
1 60 (5.05%) JIRA
2 55 (4.63%) Git
3 16 (1.35%) Jenkins
4 15 (1.26%) ERwin
5 14 (1.18%) MagicDraw
6 13 (1.09%) ER Studio
7 9 (0.76%) Bitbucket
8 8 (0.67%) Subversion
9 5 (0.42%) Eclipse
9 5 (0.42%) MLflow
10 4 (0.34%) JUnit
10 4 (0.34%) Maven
11 3 (0.25%) Visual Studio
12 2 (0.17%) Axure RP
12 2 (0.17%) PowerDesigner
12 2 (0.17%) Selenium
12 2 (0.17%) Team Foundation Server
13 1 (0.084%) Atlassian Bamboo
13 1 (0.084%) Jaeger
13 1 (0.084%) Snyk
General
1 479 (40.29%) Social Skills
2 369 (31.03%) Finance
3 347 (29.18%) Analytical Skills
4 199 (16.74%) Law
5 92 (7.74%) Marketing
6 85 (7.15%) Banking
6 85 (7.15%) Inclusion and Diversity
7 83 (6.98%) Organisational Skills
8 75 (6.31%) Military
9 50 (4.21%) Public Sector
10 39 (3.28%) Retail
11 33 (2.78%) Legal
12 30 (2.52%) Manufacturing
13 21 (1.77%) Financial Institution
13 21 (1.77%) Retail Banking
14 19 (1.60%) Telecoms
15 17 (1.43%) Pharmaceutical
16 11 (0.93%) Advertising
16 11 (0.93%) Electronics
16 11 (0.93%) Games
Job Titles
1 239 (20.10%) Senior
2 221 (18.59%) Lead
3 212 (17.83%) Data Engineer
4 206 (17.33%) Architect
5 161 (13.54%) Developer
6 144 (12.11%) Analyst
7 113 (9.50%) Data Architect
8 73 (6.14%) Senior Data Engineer
9 53 (4.46%) Business Intelligence Developer
10 49 (4.12%) Enterprise Architect
11 47 (3.95%) Senior Analyst
11 47 (3.95%) Senior Developer
12 44 (3.70%) Business Intelligence Analyst
13 41 (3.45%) Solutions Architect
14 37 (3.11%) Business Analyst
15 36 (3.03%) Data Analyst
16 29 (2.44%) Consultant
17 28 (2.35%) Lead Data Engineer
17 28 (2.35%) Power BI Developer
18 26 (2.19%) Database Engineer
Libraries, Frameworks & Software Standards
1 77 (6.48%) REST
2 76 (6.39%) Kafka
3 52 (4.37%) PySpark
4 51 (4.29%) XML
5 41 (3.45%) Middleware
6 39 (3.28%) .NET
6 39 (3.28%) Lightning Web Components
6 39 (3.28%) SOAP
7 35 (2.94%) HTML
8 32 (2.69%) CSS
8 32 (2.69%) RESTful
9 25 (2.10%) JSON
10 21 (1.77%) Web Services
11 18 (1.51%) ASP.NET
12 17 (1.43%) AngularJS
12 17 (1.43%) Spring Boot
13 16 (1.35%) React
14 15 (1.26%) .NET Core
14 15 (1.26%) Spring
15 12 (1.01%) Visualforce
Miscellaneous
1 73 (6.14%) Product Ownership
2 70 (5.89%) Enterprise Software
3 63 (5.30%) Management Information System
4 54 (4.54%) Cloud Native
5 42 (3.53%) Data Structures
6 36 (3.03%) Legacy Systems
7 25 (2.10%) Algorithms
8 20 (1.68%) Life Science
9 18 (1.51%) Distributed Systems
9 18 (1.51%) Self-Motivation
10 17 (1.43%) CMDB
11 15 (1.26%) Analytical Mindset
12 13 (1.09%) Taxonomies
13 12 (1.01%) Social Media
14 11 (0.93%) Virtual Team
15 10 (0.84%) FMCG
15 10 (0.84%) Foreign Exchange (FX)
15 10 (0.84%) NHS
16 8 (0.67%) Low-Code
16 8 (0.67%) Reinsurance
Operating Systems
1 15 (1.26%) Windows
2 14 (1.18%) Linux
3 12 (1.01%) Unix
4 2 (0.17%) Android
4 2 (0.17%) Apple iOS
Processes & Methodologies
1 495 (41.63%) Analytics
2 403 (33.89%) Business Intelligence
3 359 (30.19%) Agile
4 354 (29.77%) ETL
5 350 (29.44%) Data Management
6 296 (24.89%) Data Architecture
7 261 (21.95%) Data Engineering
8 257 (21.61%) Data Governance
9 255 (21.45%) DevOps
10 241 (20.27%) Data Pipeline
11 235 (19.76%) Problem-Solving
12 206 (17.33%) Visualisation
13 198 (16.65%) Decision-Making
14 191 (16.06%) Data Integration
15 168 (14.13%) CI/CD
15 168 (14.13%) Computer Science
16 167 (14.05%) Stakeholder Management
17 165 (13.88%) Data Strategy
18 148 (12.45%) Data Science
19 145 (12.20%) Migration
Programming Languages
1 565 (47.52%) SQL
2 338 (28.43%) Python
3 95 (7.99%) Data Analysis Expressions
4 83 (6.98%) Java
5 50 (4.21%) JavaScript
6 49 (4.12%) C#
7 39 (3.28%) R
7 39 (3.28%) T-SQL
8 37 (3.11%) Apex Code
9 34 (2.86%) Scala
10 21 (1.77%) PowerShell
11 17 (1.43%) TypeScript
12 16 (1.35%) Bash
13 13 (1.09%) SPARQL
14 12 (1.01%) C++
15 11 (0.93%) PL/SQL
16 7 (0.59%) Shell Script
17 6 (0.50%) Go
17 6 (0.50%) VBA
18 5 (0.42%) PHP
Qualifications
1 249 (20.94%) Degree
2 99 (8.33%) DBS Check
3 91 (7.65%) Computer Science Degree
4 69 (5.80%) Azure Certification
5 68 (5.72%) Master's Degree
6 49 (4.12%) AWS Certification
6 49 (4.12%) Security Cleared
7 36 (3.03%) SC Cleared
8 25 (2.10%) Microsoft Certification
9 19 (1.60%) PhD
10 16 (1.35%) BPSS Clearance
11 10 (0.84%) AWS Certified Solutions Architect
12 7 (0.59%) TOGAF Certification
13 6 (0.50%) DV Cleared
13 6 (0.50%) ITIL Foundation Certificate
14 5 (0.42%) PMI Certification
14 5 (0.42%) PMP
15 4 (0.34%) CFA
15 4 (0.34%) MCAD
15 4 (0.34%) Numerate Degree
Quality Assurance & Compliance
1 241 (20.27%) Data Quality
2 75 (6.31%) GDPR
3 71 (5.97%) Accessibility
4 63 (5.30%) QA
5 13 (1.09%) ISO/IEC 27001
6 10 (0.84%) California Consumer Privacy Act
7 6 (0.50%) GxP
7 6 (0.50%) NIST
7 6 (0.50%) SOC 2
8 4 (0.34%) Cyber Essentials
8 4 (0.34%) HIPAA
9 3 (0.25%) Actionable Recommendations
10 2 (0.17%) Dublin Core
10 2 (0.17%) IEC 62304
10 2 (0.17%) ISO 13485
10 2 (0.17%) PCI DSS
11 1 (0.084%) IFRS
11 1 (0.084%) MiFID
11 1 (0.084%) PMO
System Software
1 47 (3.95%) Docker
2 14 (1.18%) HDFS
3 9 (0.76%) Active Directory
4 3 (0.25%) Apache Flume
5 2 (0.17%) Virtual Machines
Systems Management
1 54 (4.54%) Kubernetes
2 43 (3.62%) Terraform
3 9 (0.76%) Single Sign-On
4 6 (0.50%) Ansible
5 3 (0.25%) Grafana
5 3 (0.25%) Kibana
5 3 (0.25%) logstash
5 3 (0.25%) Oozie
5 3 (0.25%) Prometheus
6 1 (0.084%) Argo
6 1 (0.084%) Kiali
Vendors
1 271 (22.79%) Microsoft
2 138 (11.61%) Oracle
3 130 (10.93%) Databricks
4 87 (7.32%) SAP
5 85 (7.15%) Google
6 82 (6.90%) Salesforce
7 47 (3.95%) Informatica
8 22 (1.85%) Salesforce Marketing Cloud
9 21 (1.77%) ServiceNow
10 14 (1.18%) IBM
11 13 (1.09%) MuleSoft
12 12 (1.01%) Talend
13 6 (0.50%) Infor
13 6 (0.50%) OpenAI
13 6 (0.50%) Red Hat
13 6 (0.50%) Splunk
14 5 (0.42%) Adobe
14 5 (0.42%) Sparx
14 5 (0.42%) StreamSets
14 5 (0.42%) Teradata
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