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 11 April 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Apr 2026
Same period 2025 Same period 2024
Rank 105 111 104
Rank change year-on-year +6 -7 +7
Permanent jobs citing Data Modelling 1,525 1,093 2,433
As % of all permanent jobs in the UK 1.82% 2.66% 2.63%
As % of the Processes & Methodologies category 2.40% 2.87% 3.06%
Number of salaries quoted 936 575 1,536
10th Percentile £42,500 £41,250 £41,250
25th Percentile £53,750 £52,500 £50,438
Median annual salary (50th Percentile) £70,000 £64,750 £67,500
Median % change year-on-year +8.11% -4.07% +0.74%
75th Percentile £87,500 £80,000 £86,250
90th Percentile £100,000 £102,650 £100,000
UK excluding London median annual salary £65,000 £60,000 £60,000
% change year-on-year +8.33% - +5.54%

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 63,474 38,128 79,557
As % of all permanent jobs advertised in the UK 75.94% 92.95% 86.09%
Number of salaries quoted 39,284 22,513 58,929
10th Percentile £30,000 £31,250 £29,000
25th Percentile £40,000 £42,500 £40,000
Median annual salary (50th Percentile) £57,500 £60,000 £55,000
Median % change year-on-year -4.17% +9.09% -10.57%
75th Percentile £77,500 £80,000 £72,500
90th Percentile £97,500 £102,500 £92,500
UK excluding London median annual salary £50,000 £53,688 £50,000
% change year-on-year -6.87% +7.38% -8.26%

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 11 April 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 11 April 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 +4 1,320 £70,000 +7.69% 796
UK excluding London -32 741 £65,000 +8.33% 585
London +48 638 £77,500 +3.33% 335
Work from Home +23 561 £66,750 +3.09% 367
North of England +10 199 £70,932 +35.11% 151
South East -41 188 £60,000 -7.69% 200
Midlands -14 143 £60,000 - 102
West Midlands +11 110 £60,000 +4.35% 58
Yorkshire +12 103 £73,500 +26.56% 55
Scotland +2 82 £78,750 +25.00% 24
North West -31 79 £70,000 +33.33% 76
East of England -4 59 £65,000 - 55
South West -75 56 £55,100 +0.18% 47
East Midlands -46 31 £51,825 -19.96% 44
North East -18 17 £55,000 -1.08% 24
Wales -24 8 £67,586 +80.23% 13
Northern Ireland -37 6 £40,500 - 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
1 131 (8.59%) Apache Airflow
2 84 (5.51%) Apache Spark
3 55 (3.61%) Apache
4 27 (1.77%) SharePoint
5 22 (1.44%) Confluence
6 21 (1.38%) Palantir Foundry
7 17 (1.11%) SAS
8 15 (0.98%) Appian
9 10 (0.66%) CMS
10 8 (0.52%) Microsoft Exchange
11 4 (0.26%) Camunda
11 4 (0.26%) Oracle Workflow
12 3 (0.20%) Apache Superset
12 3 (0.20%) IIS
12 3 (0.20%) Oracle Application Server
13 2 (0.13%) CICS
13 2 (0.13%) Jupyter
13 2 (0.13%) Mendix
14 1 (0.066%) Apache Synapse
14 1 (0.066%) OpenStack
Applications
1 82 (5.38%) Microsoft Excel
2 17 (1.11%) Microsoft Office
3 10 (0.66%) Microsoft PowerPoint
4 6 (0.39%) Chatbot
5 3 (0.20%) MS Visio
5 3 (0.20%) Sketch
5 3 (0.20%) Spreadsheet
6 2 (0.13%) Windchill
7 1 (0.066%) Microsoft Project
7 1 (0.066%) Notion
7 1 (0.066%) Siemens NX
7 1 (0.066%) SPSS
Business Applications
1 23 (1.51%) SAP S/4HANA
2 15 (0.98%) NetSuite
3 14 (0.92%) Dynamics CRM
4 8 (0.52%) Workday HCM
5 6 (0.39%) Oracle ERP
5 6 (0.39%) Salesforce CRM
5 6 (0.39%) SAP MDG
6 4 (0.26%) Markit EDM
7 3 (0.20%) FLEXCUBE
7 3 (0.20%) Misys Opics
7 3 (0.20%) SAP MDG-BP
8 2 (0.13%) Aladdin
8 2 (0.13%) Infor M3
8 2 (0.13%) SAP MDG-F
8 2 (0.13%) Teamcenter
8 2 (0.13%) Unit4 Business World
9 1 (0.066%) FIS Private Capital Suite
9 1 (0.066%) Integrated Workplace Management System
9 1 (0.066%) SAP MDG-M
9 1 (0.066%) SAP MDG-S
Cloud Services
1 729 (47.80%) Azure
2 436 (28.59%) Power Platform
3 340 (22.30%) AWS
4 209 (13.70%) Azure Data Factory
5 203 (13.31%) GCP
6 201 (13.18%) Snowflake
7 172 (11.28%) Azure Synapse Analytics
8 150 (9.84%) dbt
9 133 (8.72%) Azure DevOps
10 87 (5.70%) Serverless
11 76 (4.98%) GitHub
12 66 (4.33%) Amazon S3
13 58 (3.80%) Power Automate
14 49 (3.21%) SaaS
15 45 (2.95%) AWS Lambda
16 42 (2.75%) PowerApps
17 41 (2.69%) Salesforce Service Cloud
18 37 (2.43%) Salesforce Sales Cloud
19 36 (2.36%) GitHub Copilot
20 34 (2.23%) Microsoft 365
Communications & Networking
1 16 (1.05%) Broadband
2 4 (0.26%) HTTP
3 3 (0.20%) NGN
3 3 (0.20%) Remote Desktop
3 3 (0.20%) VPN
4 2 (0.13%) Network Security
4 2 (0.13%) Tactical Data Link
5 1 (0.066%) 4G
5 1 (0.066%) 5G
5 1 (0.066%) ADSL
5 1 (0.066%) CTI
5 1 (0.066%) DHCP
5 1 (0.066%) DNS
5 1 (0.066%) Internet
5 1 (0.066%) Modbus
5 1 (0.066%) MQTT
5 1 (0.066%) Radio Access Network
5 1 (0.066%) SMS
5 1 (0.066%) TCAP
Database & Business Intelligence
1 399 (26.16%) Power BI
2 376 (24.66%) Data Warehouse
3 196 (12.85%) Data Lake
4 189 (12.39%) Metadata
5 129 (8.46%) SQL Server
6 115 (7.54%) Tableau
7 97 (6.36%) Relational Database
8 91 (5.97%) Amazon Redshift
9 72 (4.72%) BigQuery
10 68 (4.46%) Azure SQL Database
10 68 (4.46%) PostgreSQL
11 59 (3.87%) NoSQL
12 58 (3.80%) Power Query
12 58 (3.80%) SQL Server Integration Services
13 51 (3.34%) Snowflake Schema
14 46 (3.02%) MySQL
14 46 (3.02%) SQL Server Reporting Services
15 45 (2.95%) Looker
16 33 (2.16%) Big Data
17 32 (2.10%) Delta Lake
Development Applications
1 106 (6.95%) Git
2 57 (3.74%) JIRA
3 40 (2.62%) MLflow
4 20 (1.31%) Postman
5 18 (1.18%) ERwin
6 15 (0.98%) Jenkins
7 11 (0.72%) GitLab
8 7 (0.46%) Claude Code
9 6 (0.39%) ER Studio
9 6 (0.39%) JUnit
10 3 (0.20%) Eclipse
10 3 (0.20%) Gradle
10 3 (0.20%) IntelliJ
10 3 (0.20%) Maven
10 3 (0.20%) NUnit
10 3 (0.20%) PowerDesigner
10 3 (0.20%) Selenium
10 3 (0.20%) SonarQube
10 3 (0.20%) TestNG
10 3 (0.20%) Visual Studio
General
1 526 (34.49%) Social Skills
2 510 (33.44%) Finance
3 428 (28.07%) Analytical Skills
4 116 (7.61%) Inclusion and Diversity
5 111 (7.28%) Public Sector
6 79 (5.18%) Marketing
7 72 (4.72%) Law
8 58 (3.80%) Banking
9 55 (3.61%) Financial Institution
10 43 (2.82%) Influencing Skills
11 39 (2.56%) Retail
12 32 (2.10%) Organisational Skills
13 31 (2.03%) Manufacturing
14 30 (1.97%) Documentation Skills
15 24 (1.57%) Legal
16 20 (1.31%) Advertising
16 20 (1.31%) Retail Banking
17 19 (1.25%) Telecoms
18 15 (0.98%) Presentation Skills
19 12 (0.79%) Publishing
Job Titles
1 341 (22.36%) Architect
2 337 (22.10%) Data Engineer
3 302 (19.80%) Senior
4 225 (14.75%) Data Architect
5 208 (13.64%) Analyst
6 169 (11.08%) Developer
7 153 (10.03%) Lead
8 122 (8.00%) Data Analyst
9 94 (6.16%) Senior Data Engineer
10 69 (4.52%) Consultant
11 51 (3.34%) Business Intelligence Developer
12 49 (3.21%) Lead Data Engineer
13 47 (3.08%) Business Analyst
14 45 (2.95%) Senior Analyst
15 42 (2.75%) Azure Engineer
16 41 (2.69%) Business Intelligence Analyst
17 37 (2.43%) Data Modeller
17 37 (2.43%) Senior Architect
18 33 (2.16%) Senior Developer
19 32 (2.10%) Solutions Architect
Libraries, Frameworks & Software Standards
1 131 (8.59%) REST
2 103 (6.75%) Kafka
3 84 (5.51%) PySpark
4 69 (4.52%) SOAP
5 55 (3.61%) .NET
5 55 (3.61%) Lightning Web Components
6 54 (3.54%) JSON
7 52 (3.41%) RESTful
8 47 (3.08%) Middleware
9 43 (2.82%) PyTorch
9 43 (2.82%) TensorFlow
10 42 (2.75%) XML
11 41 (2.69%) React
11 41 (2.69%) scikit-learn
12 37 (2.43%) CSS
13 35 (2.30%) LangChain
14 33 (2.16%) OpenAPI
14 33 (2.16%) Swagger
15 32 (2.10%) HTML
16 30 (1.97%) Visualforce
Miscellaneous
1 125 (8.20%) Cloud Native
2 109 (7.15%) Data Structures
3 104 (6.82%) Product Ownership
4 60 (3.93%) Management Information System
5 50 (3.28%) Legacy Systems
6 45 (2.95%) Distributed Systems
7 44 (2.89%) Low-Code
8 39 (2.56%) Self-Motivation
9 38 (2.49%) Analytical Mindset
9 38 (2.49%) Onboarding
10 37 (2.43%) Greenfield Project
11 33 (2.16%) Public Cloud
12 24 (1.57%) Enterprise Software
13 23 (1.51%) Clustering
13 23 (1.51%) e-Learning
14 21 (1.38%) Reinsurance
15 16 (1.05%) Taxonomies
16 15 (0.98%) Fixed Income
17 14 (0.92%) AI Agents
17 14 (0.92%) FMCG
Operating Systems
1 13 (0.85%) Windows
2 12 (0.79%) Linux
3 4 (0.26%) Android
3 4 (0.26%) Unix
4 3 (0.20%) Windows Server
5 1 (0.066%) Apple iOS
Processes & Methodologies
1 724 (47.48%) Analytics
2 524 (34.36%) Business Intelligence
3 500 (32.79%) ETL
4 460 (30.16%) Data Governance
5 453 (29.70%) Data Engineering
6 419 (27.48%) Agile
7 388 (25.44%) Data Pipeline
8 367 (24.07%) Decision-Making
9 362 (23.74%) AI
10 359 (23.54%) Data Architecture
11 354 (23.21%) Problem-Solving
12 346 (22.69%) CI/CD
13 300 (19.67%) DevOps
14 226 (14.82%) Continuous Improvement
15 219 (14.36%) Mentoring
16 216 (14.16%) Data Integration
17 210 (13.77%) Machine Learning
18 193 (12.66%) Data Management
19 174 (11.41%) Data Science
20 169 (11.08%) Visualisation
Programming Languages
1 786 (51.54%) SQL
2 655 (42.95%) Python
3 116 (7.61%) Java
4 104 (6.82%) Data Analysis Expressions
5 87 (5.70%) JavaScript
6 74 (4.85%) C#
7 68 (4.46%) TypeScript
8 52 (3.41%) Apex Code
9 47 (3.08%) T-SQL
10 42 (2.75%) Scala
11 33 (2.16%) R
12 31 (2.03%) PowerShell
13 20 (1.31%) Bash
14 19 (1.25%) C++
15 18 (1.18%) PL/SQL
16 9 (0.59%) Perl
16 9 (0.59%) VBA
17 8 (0.52%) Go
17 8 (0.52%) SOQL
17 8 (0.52%) SOSL
Qualifications
1 197 (12.92%) Degree
2 139 (9.11%) Security Cleared
3 98 (6.43%) SC Cleared
4 79 (5.18%) Computer Science Degree
5 62 (4.07%) Azure Certification
6 53 (3.48%) AWS Certification
7 38 (2.49%) Microsoft Certification
8 31 (2.03%) Master's Degree
9 28 (1.84%) TOGAF Certification
10 25 (1.64%) DBS Check
11 24 (1.57%) AWS Certified Solutions Architect
12 23 (1.51%) DV Cleared
13 14 (0.92%) ACCA
13 14 (0.92%) CIMA
14 12 (0.79%) Six Sigma Green Belt
15 9 (0.59%) PMI Certification
16 8 (0.52%) PMP
17 6 (0.39%) SAP Certification
18 5 (0.33%) SnowPro
19 4 (0.26%) BPSS Clearance
Quality Assurance & Compliance
1 453 (29.70%) Data Quality
2 98 (6.43%) GDPR
3 72 (4.72%) Accessibility
4 45 (2.95%) QA
5 27 (1.77%) California Consumer Privacy Act
6 24 (1.57%) Actionable Recommendations
7 15 (0.98%) ISO/IEC 27001
8 10 (0.66%) SLA
9 8 (0.52%) MiFID
10 5 (0.33%) GRC
10 5 (0.33%) Solvency II
11 3 (0.20%) IFRS
11 3 (0.20%) IFRS 17
11 3 (0.20%) PERC
12 2 (0.13%) HL7
12 2 (0.13%) PCI DSS
12 2 (0.13%) PMO
12 2 (0.13%) WCAG
13 1 (0.066%) Sarbanes-Oxley
13 1 (0.066%) SNOMED CT
System Software
1 60 (3.93%) Docker
2 13 (0.85%) Active Directory
3 3 (0.20%) HDFS
4 2 (0.13%) Oracle RAC
5 1 (0.066%) Apache Flume
5 1 (0.066%) Firmware
5 1 (0.066%) iptables
5 1 (0.066%) KVM
5 1 (0.066%) QEMU
Systems Management
1 74 (4.85%) Terraform
2 54 (3.54%) Kubernetes
3 13 (0.85%) Grafana
4 10 (0.66%) Single Sign-On
5 9 (0.59%) Prometheus
6 7 (0.46%) Control-M
7 4 (0.26%) Ansible
8 2 (0.13%) Data Guard
8 2 (0.13%) Oracle Enterprise Manager
8 2 (0.13%) Oracle RMAN
9 1 (0.066%) Argo
9 1 (0.066%) Packer
9 1 (0.066%) RSA Archer
9 1 (0.066%) SCCM
Vendors
1 355 (23.28%) Microsoft
2 293 (19.21%) Databricks
3 103 (6.75%) Salesforce
4 85 (5.57%) Oracle
5 61 (4.00%) SAP
6 51 (3.34%) Informatica
7 44 (2.89%) Google
8 37 (2.43%) Palantir
9 32 (2.10%) Foundry
10 31 (2.03%) Talend
11 30 (1.97%) Cloudera
12 25 (1.64%) MuleSoft
13 23 (1.51%) Dell
14 22 (1.44%) OpenAI
15 18 (1.18%) Sparx
16 16 (1.05%) ServiceNow
17 14 (0.92%) IBM
17 14 (0.92%) UiPath
18 13 (0.85%) Automation Anywhere
19 12 (0.79%) Workday