Hybrid/Remote Data Modelling Job Trends

Data Modelling
UK > Work from Home

The table below provides summary statistics and salary benchmarking for remote or hybrid work requiring Data Modelling skills. It covers permanent job vacancies from the 6 months leading up to 30 April 2026, with comparisons to the same periods in the previous two years.

6 months to
30 Apr 2026
Same period 2025 Same period 2024
Rank 81 100 118
Rank change year-on-year +19 +18 -22
Permanent jobs citing Data Modelling 544 423 838
As % of all permanent jobs with remote/hybrid work options 3.00% 3.14% 2.58%
As % of the Processes & Methodologies category 3.63% 3.32% 2.82%
Number of salaries quoted 350 224 639
10th Percentile £43,750 £47,231 £37,440
25th Percentile £52,500 £53,750 £48,125
Median annual salary (50th Percentile) £68,750 £65,000 £62,500
Median % change year-on-year +5.77% +4.00% -3.85%
75th Percentile £85,000 £81,250 £85,000
90th Percentile £100,000 £106,750 £98,000
UK median annual salary £70,000 £65,000 £65,200
% change year-on-year +7.69% -0.31% -2.69%

All Process & Methodology Skills
Work from Home

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 with remote or hybrid options requiring process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 14,989 12,756 29,693
As % of all permanent jobs with a WFH option 82.76% 94.75% 91.33%
Number of salaries quoted 10,524 8,871 23,569
10th Percentile £32,500 £31,250 £33,930
25th Percentile £45,000 £45,000 £42,500
Median annual salary (50th Percentile) £60,000 £60,000 £57,500
Median % change year-on-year - +4.35% -8.00%
75th Percentile £80,000 £80,000 £75,000
90th Percentile £100,000 £105,000 £95,000
UK median annual salary £57,946 £60,000 £55,000
% change year-on-year -3.42% +9.09% -10.57%

Data Modelling
Job Vacancy Trend for Remote/Hybrid Jobs

Historical trend showing the proportion of permanent IT job postings citing Data Modelling and offering remote or hybrid work options relative to all permanent IT jobs advertised.

Data Modelling job vacancy trend for remote/hybrid jobs

Data Modelling
Salary Trend for Remote/Hybrid Jobs

Salary distribution trend for jobs with remote/hybrid work options citing Data Modelling.

Salary distribution trend for jobs with remote/hybrid work options citing Data Modelling

Data Modelling
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing Data Modelling over the 6 months to 30 April 2026.

Data Modelling salary histogram for jobs with remote/hybrid work options

Data Modelling
Co-Occurring Skills & Capabilities in Remote/Hybrid Jobs 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 40 (7.35%) Apache Airflow
2 27 (4.96%) Apache
3 25 (4.60%) Apache Spark
4 12 (2.21%) SharePoint
5 8 (1.47%) Microsoft Exchange
5 8 (1.47%) SAS
6 7 (1.29%) Confluence
7 6 (1.10%) CMS
8 3 (0.55%) Apache Solr
8 3 (0.55%) Palantir Foundry
9 1 (0.18%) Camunda
Applications
1 28 (5.15%) Microsoft Excel
2 7 (1.29%) Microsoft Office
3 4 (0.74%) Chatbot
4 3 (0.55%) Sketch
5 2 (0.37%) Microsoft PowerPoint
5 2 (0.37%) MS Visio
6 1 (0.18%) Notion
6 1 (0.18%) SPSS
Business Applications
1 12 (2.21%) Oracle Procure-to-Pay
2 10 (1.84%) NetSuite
3 9 (1.65%) Dynamics CRM
4 4 (0.74%) Markit EDM
4 4 (0.74%) SAP S/4HANA
5 1 (0.18%) Oracle EBS
5 1 (0.18%) Salesforce CRM
5 1 (0.18%) Workday HCM
Cloud Services
1 290 (53.31%) Azure
2 127 (23.35%) Power Platform
3 122 (22.43%) AWS
4 92 (16.91%) Azure Data Factory
5 86 (15.81%) Snowflake
6 74 (13.60%) Azure DevOps
7 59 (10.85%) GCP
8 57 (10.48%) Azure Synapse Analytics
9 51 (9.38%) dbt
10 49 (9.01%) GitHub
11 45 (8.27%) Serverless
12 30 (5.51%) Amazon S3
12 30 (5.51%) GitHub Copilot
13 28 (5.15%) Salesforce Sales Cloud
14 25 (4.60%) Salesforce Service Cloud
15 23 (4.23%) SaaS
16 20 (3.68%) AWS Lambda
17 16 (2.94%) Microsoft 365
18 15 (2.76%) Power Automate
19 14 (2.57%) PowerApps
Communications & Networking
1 29 (5.33%) Broadband
2 3 (0.55%) NGN
3 1 (0.18%) 4G
3 1 (0.18%) 5G
3 1 (0.18%) ADSL
3 1 (0.18%) Internet
3 1 (0.18%) SMS
Database & Business Intelligence
1 121 (22.24%) Data Warehouse
2 113 (20.77%) Power BI
3 77 (14.15%) Metadata
4 69 (12.68%) Data Lake
5 47 (8.64%) Tableau
6 38 (6.99%) Relational Database
7 37 (6.80%) SQL Server
8 31 (5.70%) Azure SQL Database
8 31 (5.70%) PostgreSQL
9 25 (4.60%) Amazon Redshift
10 23 (4.23%) MySQL
11 21 (3.86%) BigQuery
12 19 (3.49%) SQL Server Integration Services
13 18 (3.31%) Delta Lake
13 18 (3.31%) SAP BW
14 17 (3.13%) NoSQL
15 14 (2.57%) SQL Server Reporting Services
16 13 (2.39%) Amazon Athena
16 13 (2.39%) Amazon QuickSight
17 12 (2.21%) Oracle Database
Development Applications
1 39 (7.17%) Git
2 21 (3.86%) JIRA
3 8 (1.47%) Jenkins
4 4 (0.74%) ER Studio
4 4 (0.74%) ERwin
5 2 (0.37%) MLflow
6 1 (0.18%) Cucumber
6 1 (0.18%) git-flow
6 1 (0.18%) GitLab
6 1 (0.18%) Postman
6 1 (0.18%) SonarQube
6 1 (0.18%) SpecFlow
6 1 (0.18%) Toad
General
1 185 (34.01%) Social Skills
2 176 (32.35%) Finance
3 141 (25.92%) Analytical Skills
4 68 (12.50%) Public Sector
5 42 (7.72%) Inclusion and Diversity
6 36 (6.62%) Law
7 32 (5.88%) Marketing
8 24 (4.41%) Influencing Skills
9 17 (3.13%) Retail
10 11 (2.02%) Publishing
11 10 (1.84%) Documentation Skills
12 9 (1.65%) Banking
12 9 (1.65%) Legal
13 7 (1.29%) Games
14 6 (1.10%) Organisational Skills
14 6 (1.10%) Telecoms
15 5 (0.92%) Advertising
15 5 (0.92%) Back Office
16 3 (0.55%) Local Government
16 3 (0.55%) Manufacturing
Job Titles
1 142 (26.10%) Data Engineer
2 129 (23.71%) Architect
3 104 (19.12%) Senior
4 84 (15.44%) Data Architect
5 69 (12.68%) Developer
6 66 (12.13%) Lead
7 63 (11.58%) Analyst
8 39 (7.17%) Senior Data Engineer
9 38 (6.99%) Data Analyst
10 25 (4.60%) Lead Data Engineer
11 22 (4.04%) Platform Engineer
12 18 (3.31%) Consultant
12 18 (3.31%) Salesforce Developer
12 18 (3.31%) Senior Architect
13 17 (3.13%) Azure Engineer
14 16 (2.94%) Salesforce Engineer
15 15 (2.76%) Business Analyst
16 13 (2.39%) Business Intelligence Analyst
17 12 (2.21%) Senior Data Architect
17 12 (2.21%) Solutions Architect
Libraries, Frameworks & Software Standards
1 51 (9.38%) REST
2 40 (7.35%) PySpark
3 37 (6.80%) Kafka
3 37 (6.80%) Lightning Web Components
4 35 (6.43%) SOAP
5 25 (4.60%) .NET
6 20 (3.68%) Middleware
7 17 (3.13%) Visualforce
8 15 (2.76%) JSON
8 15 (2.76%) Node.js
9 13 (2.39%) React
10 12 (2.21%) Oracle Fusion
11 11 (2.02%) CSS
11 11 (2.02%) HTML
11 11 (2.02%) XML
12 8 (1.47%) YAML
13 6 (1.10%) HTML5 Canvas
14 5 (0.92%) gRPC
14 5 (0.92%) RESTful
14 5 (0.92%) Spring
Miscellaneous
1 48 (8.82%) Data Structures
2 43 (7.90%) Cloud Native
2 43 (7.90%) Product Ownership
3 22 (4.04%) Management Information System
4 21 (3.86%) Social Media
5 18 (3.31%) Greenfield Project
6 15 (2.76%) Enterprise Software
7 14 (2.57%) Onboarding
8 13 (2.39%) Self-Motivation
9 12 (2.21%) FMCG
10 10 (1.84%) Distributed Systems
10 10 (1.84%) Legacy Systems
10 10 (1.84%) Low-Code
10 10 (1.84%) Public Cloud
11 8 (1.47%) Algorithms
12 7 (1.29%) Video\Live Streaming
13 6 (1.10%) Analytical Mindset
13 6 (1.10%) Anti-Piracy
13 6 (1.10%) Data Fabric
14 5 (0.92%) Distributed Computing
Operating Systems
1 4 (0.74%) Android
1 4 (0.74%) Windows
2 1 (0.18%) Apple iOS
2 1 (0.18%) Linux
Processes & Methodologies
1 246 (45.22%) Analytics
2 181 (33.27%) Data Engineering
3 171 (31.43%) Agile
4 167 (30.70%) ETL
5 159 (29.23%) Data Architecture
6 156 (28.68%) Business Intelligence
7 152 (27.94%) DevOps
8 147 (27.02%) Data Pipeline
9 144 (26.47%) CI/CD
10 123 (22.61%) Data Governance
11 113 (20.77%) AI
12 107 (19.67%) Problem-Solving
13 97 (17.83%) Decision-Making
14 91 (16.73%) Mentoring
15 89 (16.36%) Data Integration
16 78 (14.34%) Coaching
17 77 (14.15%) Continuous Improvement
18 75 (13.79%) Data Strategy
19 69 (12.68%) Data Management
20 62 (11.40%) Visualisation
Programming Languages
1 237 (43.57%) SQL
2 219 (40.26%) Python
3 51 (9.38%) Java
4 50 (9.19%) JavaScript
5 36 (6.62%) Apex Code
6 30 (5.51%) C#
7 27 (4.96%) Scala
7 27 (4.96%) TypeScript
8 25 (4.60%) PowerShell
9 22 (4.04%) T-SQL
10 20 (3.68%) Data Analysis Expressions
11 11 (2.02%) Bash
12 7 (1.29%) Go
13 6 (1.10%) C++
14 5 (0.92%) Bicep
14 5 (0.92%) PHP
14 5 (0.92%) R
15 4 (0.74%) Kotlin
15 4 (0.74%) Kusto Query Language
16 2 (0.37%) Groovy
Qualifications
1 80 (14.71%) Degree
2 65 (11.95%) Security Cleared
3 55 (10.11%) SC Cleared
4 35 (6.43%) Computer Science Degree
5 25 (4.60%) Azure Certification
6 20 (3.68%) TOGAF Certification
7 16 (2.94%) Microsoft Certification
8 14 (2.57%) AWS Certification
8 14 (2.57%) AWS Certified Solutions Architect
9 12 (2.21%) ACCA
9 12 (2.21%) CIMA
10 6 (1.10%) Master's Degree
11 2 (0.37%) BPSS Clearance
11 2 (0.37%) DBS Check
11 2 (0.37%) DV Cleared
11 2 (0.37%) IIBA
11 2 (0.37%) SAP Certification
12 1 (0.18%) CBAP
12 1 (0.18%) SnowPro
Quality Assurance & Compliance
1 146 (26.84%) Data Quality
2 39 (7.17%) Accessibility
3 32 (5.88%) GDPR
4 20 (3.68%) QA
5 13 (2.39%) ISO/IEC 27001
6 3 (0.55%) IFRS
6 3 (0.55%) IFRS 17
6 3 (0.55%) PERC
6 3 (0.55%) Solvency II
7 1 (0.18%) HL7
7 1 (0.18%) SNOMED CT
System Software
1 14 (2.57%) Docker
2 12 (2.21%) Active Directory
Systems Management
1 38 (6.99%) Terraform
2 9 (1.65%) Kubernetes
3 3 (0.55%) Ansible
3 3 (0.55%) Control-M
3 3 (0.55%) Packer
4 2 (0.37%) Single Sign-On
5 1 (0.18%) Grafana
5 1 (0.18%) Prometheus
Vendors
1 149 (27.39%) Microsoft
2 104 (19.12%) Databricks
3 56 (10.29%) Salesforce
4 33 (6.07%) Oracle
5 31 (5.70%) SAP
6 16 (2.94%) Google
6 16 (2.94%) MuleSoft
7 11 (2.02%) IBM
7 11 (2.02%) Informatica
8 6 (1.10%) Foundry
8 6 (1.10%) Talend
9 5 (0.92%) OpenAI
10 4 (0.74%) Ab Initio
10 4 (0.74%) HubSpot
10 4 (0.74%) Palantir
10 4 (0.74%) Salesforce Marketing Cloud
10 4 (0.74%) ServiceNow
11 3 (0.55%) BMC
11 3 (0.55%) Sparx
12 2 (0.37%) iManage