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 12 June 2025, comparing them to the same period in the previous two years.

6 months to
12 Jun 2025
Same period 2024 Same period 2023
Rank 149 113 120
Rank change year-on-year -36 +7 -14
Permanent jobs citing Data Modelling 1,191 2,494 2,701
As % of all permanent jobs advertised in the UK 2.13% 2.28% 2.91%
As % of the Processes & Methodologies category 2.30% 2.76% 3.05%
Number of salaries quoted 596 1,542 1,680
10th Percentile £45,000 £41,250 £42,500
25th Percentile £52,875 £50,000 £51,250
Median annual salary (50th Percentile) £65,000 £67,500 £67,500
Median % change year-on-year -3.70% - +3.85%
75th Percentile £83,750 £87,500 £85,000
90th Percentile £103,875 £100,000 £101,250
UK excluding London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% +4.55%

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 51,754 90,512 88,626
As % of all permanent jobs advertised in the UK 92.77% 82.69% 95.43%
Number of salaries quoted 25,851 62,528 53,836
10th Percentile £28,000 £29,750 £33,950
25th Percentile £40,000 £40,000 £45,000
Median annual salary (50th Percentile) £56,000 £55,000 £60,875
Median % change year-on-year +1.82% -9.65% +1.46%
75th Percentile £75,000 £72,500 £81,250
90th Percentile £97,500 £92,500 £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 12 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 12 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 -41 1,061 £65,000 -3.70% 1,697
UK excluding London -40 673 £60,000 - 1,049
Work from Home -32 436 £65,000 +1.96% 884
London -36 433 £75,000 -3.23% 915
South East +48 225 £65,000 -3.70% 457
North of England -119 116 £57,500 -6.05% 181
Midlands -34 108 £62,500 +13.64% 124
South West +70 96 £60,000 +9.09% 112
Scotland +2 82 £52,000 -20.00% 60
North West -111 76 £52,500 -22.79% 83
West Midlands -31 72 £60,000 +4.35% 65
East of England +14 42 £70,000 +48.48% 71
East Midlands +22 36 £63,500 +23.30% 54
Yorkshire -8 36 £60,000 +26.32% 66
North East +2 8 £48,750 -23.83% 33
Northern Ireland +40 4 - - 18
Channel Islands - 2 £78,750 - 25
Isle of Man +11 1 - - 1
Wales -2 1 - - 16

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 91 (7.64%) Apache Spark
2 76 (6.38%) Oracle Application Server
3 46 (3.86%) Apache Airflow
4 44 (3.69%) Apache
5 17 (1.43%) SharePoint
6 15 (1.26%) Confluence
6 15 (1.26%) SAS
7 8 (0.67%) Luigi
7 8 (0.67%) Microsoft Exchange
8 3 (0.25%) Appian
8 3 (0.25%) Oracle Workflow
9 2 (0.17%) BizTalk Server
9 2 (0.17%) IBM Domino
10 1 (0.084%) Apache Synapse
10 1 (0.084%) ArcGIS
10 1 (0.084%) CMS
10 1 (0.084%) Headless CMS
Applications
1 61 (5.12%) 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
1 19 (1.60%) NetSuite
2 9 (0.76%) Salesforce CRM
3 8 (0.67%) 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%) SAP MDG
7 3 (0.25%) Shopify
8 2 (0.17%) Dynamics GP
8 2 (0.17%) Oracle ERP
8 2 (0.17%) SAP FI
8 2 (0.17%) SAP MDG-S
9 1 (0.084%) Dynamics NAV
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
1 509 (42.74%) Azure
2 323 (27.12%) Power Platform
3 310 (26.03%) AWS
4 172 (14.44%) GCP
5 115 (9.66%) Azure Data Factory
6 105 (8.82%) Snowflake
7 68 (5.71%) Azure Synapse Analytics
8 61 (5.12%) Serverless
9 57 (4.79%) SaaS
10 52 (4.37%) Azure DevOps
11 50 (4.20%) dbt
11 50 (4.20%) Power Automate
12 44 (3.69%) PowerApps
13 42 (3.53%) Azure Logic Apps
14 40 (3.36%) Dynamics 365
14 40 (3.36%) Microsoft 365
15 36 (3.02%) Amazon S3
16 35 (2.94%) Microsoft Purview
17 28 (2.35%) AWS Lambda
18 22 (1.85%) Salesforce Sales Cloud
Communications & Networking
1 12 (1.01%) Broadband
2 6 (0.50%) HTTP
3 3 (0.25%) Firewall
4 2 (0.17%) ADSL2
4 2 (0.17%) PuTTY
5 1 (0.084%) SAN
5 1 (0.084%) SMS
5 1 (0.084%) X.21
Database & Business Intelligence
1 393 (33.00%) Data Warehouse
2 303 (25.44%) Power BI
3 167 (14.02%) Data Lake
4 125 (10.50%) Metadata
5 111 (9.32%) SQL Server
6 96 (8.06%) Big Data
7 87 (7.30%) NoSQL
8 82 (6.88%) Enterprise Data Warehouse
8 82 (6.88%) Tableau
9 79 (6.63%) Oracle Reports
10 63 (5.29%) Relational Database
11 55 (4.62%) Amazon Redshift
12 51 (4.28%) Power Query
13 50 (4.20%) SQL Server Integration Services
14 48 (4.03%) BigQuery
15 44 (3.69%) Hadoop
16 38 (3.19%) Azure SQL Database
17 32 (2.69%) SQL Server Reporting Services
18 29 (2.43%) PostgreSQL
19 23 (1.93%) Data Mining
Development Applications
1 61 (5.12%) JIRA
2 54 (4.53%) Git
3 16 (1.34%) 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%) LSMW
13 1 (0.084%) Snyk
General
1 479 (40.22%) Social Skills
2 368 (30.90%) Finance
3 343 (28.80%) Analytical Skills
4 197 (16.54%) Law
5 92 (7.72%) Marketing
6 85 (7.14%) Banking
7 84 (7.05%) Inclusion and Diversity
8 83 (6.97%) Organisational Skills
9 75 (6.30%) Military
10 48 (4.03%) Public Sector
11 39 (3.27%) Retail
12 31 (2.60%) Legal
13 30 (2.52%) Manufacturing
14 21 (1.76%) Financial Institution
14 21 (1.76%) Retail Banking
15 20 (1.68%) Telecoms
16 17 (1.43%) Pharmaceutical
17 12 (1.01%) Advertising
18 11 (0.92%) Electronics
18 11 (0.92%) Games
Job Titles
1 241 (20.24%) Senior
2 221 (18.56%) Lead
3 213 (17.88%) Data Engineer
4 207 (17.38%) Architect
5 159 (13.35%) Developer
6 145 (12.17%) Analyst
7 115 (9.66%) Data Architect
8 75 (6.30%) Senior Data Engineer
9 52 (4.37%) Business Intelligence Developer
10 49 (4.11%) Enterprise Architect
11 47 (3.95%) Senior Analyst
11 47 (3.95%) Senior Developer
12 44 (3.69%) Business Intelligence Analyst
13 41 (3.44%) Solutions Architect
14 38 (3.19%) Business Analyst
14 38 (3.19%) Data Analyst
15 28 (2.35%) Lead Data Engineer
16 27 (2.27%) Consultant
16 27 (2.27%) Power BI Developer
17 26 (2.18%) Database Engineer
Libraries, Frameworks & Software Standards
1 76 (6.38%) REST
2 75 (6.30%) Kafka
3 52 (4.37%) PySpark
4 51 (4.28%) XML
5 40 (3.36%) Middleware
6 39 (3.27%) .NET
7 38 (3.19%) Lightning Web Components
7 38 (3.19%) SOAP
8 34 (2.85%) HTML
9 31 (2.60%) CSS
9 31 (2.60%) RESTful
10 24 (2.02%) JSON
11 21 (1.76%) Web Services
12 18 (1.51%) ASP.NET
13 17 (1.43%) AngularJS
13 17 (1.43%) Spring Boot
14 16 (1.34%) React
15 15 (1.26%) .NET Core
15 15 (1.26%) Spring
16 12 (1.01%) OAuth
Miscellaneous
1 71 (5.96%) Product Ownership
2 70 (5.88%) Enterprise Software
3 63 (5.29%) Management Information System
4 54 (4.53%) Cloud Native
5 43 (3.61%) Data Structures
6 36 (3.02%) Legacy Systems
7 26 (2.18%) Algorithms
8 20 (1.68%) Life Science
9 19 (1.60%) Distributed Systems
10 17 (1.43%) CMDB
10 17 (1.43%) Self-Motivation
11 13 (1.09%) Analytical Mindset
11 13 (1.09%) Taxonomies
12 12 (1.01%) NHS
12 12 (1.01%) Social Media
13 11 (0.92%) Virtual Team
14 10 (0.84%) Foreign Exchange (FX)
15 9 (0.76%) FMCG
15 9 (0.76%) Reinsurance
16 8 (0.67%) Low-Code
Operating Systems
1 15 (1.26%) Windows
2 14 (1.18%) Linux
3 11 (0.92%) Unix
4 2 (0.17%) Android
4 2 (0.17%) Apple iOS
Processes & Methodologies
1 489 (41.06%) Analytics
2 399 (33.50%) Business Intelligence
3 356 (29.89%) Agile
4 355 (29.81%) ETL
5 352 (29.55%) Data Management
6 294 (24.69%) Data Architecture
7 261 (21.91%) Data Engineering
8 255 (21.41%) Data Governance
8 255 (21.41%) DevOps
9 241 (20.24%) Data Pipeline
10 232 (19.48%) Problem-Solving
11 208 (17.46%) Visualisation
12 196 (16.46%) Decision-Making
13 191 (16.04%) Data Integration
14 169 (14.19%) CI/CD
14 169 (14.19%) Computer Science
15 167 (14.02%) Stakeholder Management
16 163 (13.69%) Data Strategy
17 149 (12.51%) Migration
18 146 (12.26%) Data Science
Programming Languages
1 566 (47.52%) SQL
2 342 (28.72%) Python
3 95 (7.98%) Data Analysis Expressions
4 80 (6.72%) Java
5 49 (4.11%) C#
5 49 (4.11%) JavaScript
6 39 (3.27%) R
6 39 (3.27%) T-SQL
7 36 (3.02%) Apex Code
8 34 (2.85%) Scala
9 21 (1.76%) PowerShell
10 17 (1.43%) TypeScript
11 15 (1.26%) Bash
12 13 (1.09%) SPARQL
13 12 (1.01%) C++
14 11 (0.92%) PL/SQL
15 7 (0.59%) Shell Script
16 6 (0.50%) VBA
17 5 (0.42%) Go
17 5 (0.42%) PHP
Qualifications
1 248 (20.82%) Degree
2 99 (8.31%) DBS Check
3 92 (7.72%) Computer Science Degree
4 69 (5.79%) Azure Certification
5 68 (5.71%) Master's Degree
6 49 (4.11%) Security Cleared
7 48 (4.03%) AWS Certification
8 36 (3.02%) SC Cleared
9 25 (2.10%) Microsoft Certification
10 19 (1.60%) PhD
11 16 (1.34%) BPSS Clearance
12 10 (0.84%) AWS Certified Solutions Architect
13 7 (0.59%) DV Cleared
13 7 (0.59%) TOGAF Certification
14 6 (0.50%) ITIL Foundation Certificate
15 5 (0.42%) PMI Certification
15 5 (0.42%) PMP
16 4 (0.34%) CFA
16 4 (0.34%) MCAD
16 4 (0.34%) Numerate Degree
Quality Assurance & Compliance
1 238 (19.98%) Data Quality
2 74 (6.21%) GDPR
3 71 (5.96%) Accessibility
4 62 (5.21%) 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 13 (1.09%) HDFS
3 9 (0.76%) Active Directory
4 2 (0.17%) Apache Flume
4 2 (0.17%) Virtual Machines
Systems Management
1 54 (4.53%) Kubernetes
2 43 (3.61%) Terraform
3 9 (0.76%) Single Sign-On
4 6 (0.50%) Ansible
5 3 (0.25%) Grafana
5 3 (0.25%) Prometheus
6 2 (0.17%) Kibana
6 2 (0.17%) logstash
6 2 (0.17%) Oozie
7 1 (0.084%) Argo
7 1 (0.084%) Kiali
Vendors
1 269 (22.59%) Microsoft
2 139 (11.67%) Oracle
3 130 (10.92%) Databricks
4 86 (7.22%) SAP
5 85 (7.14%) Google
6 80 (6.72%) Salesforce
7 45 (3.78%) Informatica
8 22 (1.85%) Salesforce Marketing Cloud
9 21 (1.76%) ServiceNow
10 14 (1.18%) IBM
11 12 (1.01%) MuleSoft
11 12 (1.01%) Talend
12 7 (0.59%) OpenAI
13 6 (0.50%) Infor
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%) Teradata
14 5 (0.42%) Workday
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