Hybrid/Remote Logical Data Model Job Trends

Logical Data Model
UK > Work from Home

The table below provides summary statistics and salary benchmarking for remote or hybrid work requiring Logical Data Model skills. It covers permanent job vacancies from the 6 months leading up to 23 September 2026, with comparisons to the same periods in the previous two years.

6 months to
23 Sep 2026
Same period 2025 Same period 2024
Rank 422 393 449
Rank change year-on-year -29 +56 +39
Permanent jobs citing Logical Data Model 48 28 32
As % of all permanent jobs with remote/hybrid work options 0.20% 0.17% 0.14%
As % of the Processes & Methodologies category 0.24% 0.19% 0.16%
Number of salaries quoted 35 19 25
10th Percentile £70,500 - £53,083
25th Percentile £76,250 £53,750 £60,000
Median annual salary (50th Percentile) £85,000 £65,000 £80,000
Median % change year-on-year +30.77% -18.75% +28.00%
75th Percentile £107,500 £77,500 £87,270
90th Percentile - £82,500 £97,500
UK median annual salary £87,000 £68,250 £80,000
% change year-on-year +27.47% -14.69% +6.67%

All Process & Methodology Skills
Work from Home

Logical Data Model 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 19,997 15,081 19,774
As % of all permanent jobs with a WFH option 81.30% 93.33% 87.70%
Number of salaries quoted 14,323 8,517 12,096
10th Percentile £34,250 £30,000 £35,500
25th Percentile £44,972 £40,750 £45,000
Median annual salary (50th Percentile) £60,000 £60,000 £60,000
Median % change year-on-year - - -4.00%
75th Percentile £80,000 £78,750 £80,000
90th Percentile £100,000 £100,000 £100,000
UK median annual salary £60,000 £55,000 £57,500
% change year-on-year +9.09% -4.35% -4.17%

Logical Data Model
Job Vacancy Trend for Remote/Hybrid Jobs

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

Logical Data Model job vacancy trend for remote/hybrid jobs

Logical Data Model
Salary Trend for Remote/Hybrid Jobs

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

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

Logical Data Model
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing Logical Data Model over the 6 months to 23 September 2026.

Logical Data Model salary histogram for jobs with remote/hybrid work options

Logical Data Model
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 1 (2.08%) Apache
1 1 (2.08%) Apache Spark
1 1 (2.08%) Microsoft Exchange
Applications
1 1 (2.08%) MS Visio
Business Applications
1 1 (2.08%) Finacle
1 1 (2.08%) FLEXCUBE
1 1 (2.08%) Sparx Enterprise Architect
1 1 (2.08%) Temenos T24
Cloud Services
1 22 (45.83%) Azure
2 17 (35.42%) Snowflake
3 16 (33.33%) Azure Data Factory
3 16 (33.33%) Azure Databricks
3 16 (33.33%) Azure Synapse Analytics
3 16 (33.33%) Microsoft Purview
4 6 (12.50%) AWS
5 4 (8.33%) Amazon S3
6 3 (6.25%) GCP
6 3 (6.25%) Power Platform
6 3 (6.25%) Serverless
7 2 (4.17%) Alation
7 2 (4.17%) AWS Lambda
8 1 (2.08%) Amazon Kinesis
8 1 (2.08%) AWS CloudFormation
8 1 (2.08%) Azure DevOps
8 1 (2.08%) dbt
8 1 (2.08%) Dynamics 365
8 1 (2.08%) Entra ID
8 1 (2.08%) OpenShift
Database & Business Intelligence
1 40 (83.33%) Metadata
2 16 (33.33%) Data Vault
2 16 (33.33%) Delta Lake
3 6 (12.50%) Data Warehouse
4 3 (6.25%) Power BI
5 2 (4.17%) Data Lake
5 2 (4.17%) PostgreSQL
5 2 (4.17%) Relational Database
5 2 (4.17%) SQL Server
6 1 (2.08%) Amazon Redshift
6 1 (2.08%) Azure SQL Database
6 1 (2.08%) Enterprise Data Warehouse
6 1 (2.08%) Flink
6 1 (2.08%) Hadoop
6 1 (2.08%) Oracle Database
6 1 (2.08%) Redis
6 1 (2.08%) SQL Server Integration Services
6 1 (2.08%) SQL Server Reporting Services
6 1 (2.08%) Star Schema
6 1 (2.08%) Tableau
Development Applications
1 1 (2.08%) ER Studio
1 1 (2.08%) ERwin
1 1 (2.08%) JIRA
General
1 18 (37.50%) Inclusion and Diversity
2 16 (33.33%) Public Sector
3 14 (29.17%) Law
4 9 (18.75%) Analytical Skills
5 5 (10.42%) Finance
5 5 (10.42%) Social Skills
6 4 (8.33%) Banking
7 2 (4.17%) Financial Institution
7 2 (4.17%) Influencing Skills
8 1 (2.08%) Aerospace
8 1 (2.08%) Front Office
8 1 (2.08%) Investment Banking
8 1 (2.08%) Legal
8 1 (2.08%) Marketing
8 1 (2.08%) Military
8 1 (2.08%) Retail
Job Titles
1 40 (83.33%) Architect
1 40 (83.33%) Data Architect
2 9 (18.75%) Senior
3 6 (12.50%) Analyst
4 4 (8.33%) Senior Architect
4 4 (8.33%) Senior Data Architect
5 3 (6.25%) Banking Analyst
5 3 (6.25%) Business Analyst
5 3 (6.25%) Data Analyst
5 3 (6.25%) Senior Analyst
5 3 (6.25%) Senior Business Analyst
6 2 (4.17%) Banking Business Analyst
6 2 (4.17%) Information Architect
6 2 (4.17%) Senior Banking Business Analyst
6 2 (4.17%) Senior Information Architect
7 1 (2.08%) Data Engineer
7 1 (2.08%) Lead
7 1 (2.08%) Lead Architect
7 1 (2.08%) Lead Data Architect
7 1 (2.08%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 18 (37.50%) Terraform
2 17 (35.42%) PySpark
3 2 (4.17%) REST
4 1 (2.08%) Apache NiFi
4 1 (2.08%) Elastic Stack
4 1 (2.08%) Kafka
4 1 (2.08%) Middleware
4 1 (2.08%) Pandas
4 1 (2.08%) RESTful
4 1 (2.08%) scikit-learn
Miscellaneous
1 18 (37.50%) Cloud Native
2 4 (8.33%) Data Structures
3 3 (6.25%) Management Information System
4 2 (4.17%) Legacy Systems
5 1 (2.08%) Analytical Mindset
5 1 (2.08%) Data Protection Act
5 1 (2.08%) Distributed Systems
5 1 (2.08%) Product Ownership
5 1 (2.08%) Reference Data
5 1 (2.08%) Replication
5 1 (2.08%) Taxonomies
Processes & Methodologies
1 48 (100.00%) Data Modelling
2 42 (87.50%) Physical Data Model
3 39 (81.25%) Data Architecture
4 32 (66.67%) Data Strategy
5 23 (47.92%) Analytics
6 22 (45.83%) Agile
6 22 (45.83%) Business Intelligence
7 20 (41.67%) Roadmaps
8 19 (39.58%) AI
8 19 (39.58%) Infrastructure as Code
8 19 (39.58%) Lakehouse
9 18 (37.50%) Architecture Roadmap
9 18 (37.50%) Machine Learning
9 18 (37.50%) Technical Leadership
10 17 (35.42%) CI/CD
10 17 (35.42%) Kimball Methodology
11 16 (33.33%) Data Science
11 16 (33.33%) Fintech
11 16 (33.33%) Inmon Methodology
11 16 (33.33%) Strategic Roadmap
Programming Languages
1 24 (50.00%) SQL
2 19 (39.58%) Python
3 17 (35.42%) Bicep
3 17 (35.42%) Scala
4 1 (2.08%) Data Analysis Expressions
4 1 (2.08%) Java
4 1 (2.08%) JavaScript
Qualifications
1 18 (37.50%) Azure Certification
2 16 (33.33%) Degree
2 16 (33.33%) Microsoft Certification
2 16 (33.33%) SnowPro
3 14 (29.17%) Computer Science Degree
4 3 (6.25%) SC Cleared
4 3 (6.25%) Security Cleared
5 2 (4.17%) TOGAF Certification
6 1 (2.08%) AWS Certification
6 1 (2.08%) IIBA
6 1 (2.08%) OCP
6 1 (2.08%) Oracle Certification
6 1 (2.08%) PMP
Quality Assurance & Compliance
1 25 (52.08%) Data Quality
2 3 (6.25%) GDPR
3 1 (2.08%) Accessibility
3 1 (2.08%) California Consumer Privacy Act
3 1 (2.08%) HIPAA
System Software
1 1 (2.08%) Docker
Systems Management
1 1 (2.08%) Grafana
1 1 (2.08%) Kubernetes
Vendors
1 19 (39.58%) Microsoft
2 17 (35.42%) Databricks
3 2 (4.17%) Oracle
3 2 (4.17%) SAP
3 2 (4.17%) TOWER Software
4 1 (2.08%) Dynatrace
4 1 (2.08%) FIS
4 1 (2.08%) Google
4 1 (2.08%) Red Hat
4 1 (2.08%) Sparx
4 1 (2.08%) Temenos