Data Modelling Job Trends in Scotland

Data Modelling
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring Data Modelling skills. It covers permanent job vacancies from the 6 months leading up to 3 August 2026, with comparisons to the same periods in the previous two years.

6 months to
3 Aug 2026
Same period 2025 Same period 2024
Rank 117 94 93
Rank change year-on-year -23 -1 +3
Permanent jobs citing Data Modelling 23 55 167
As % of all permanent jobs in Scotland 0.67% 2.17% 3.22%
As % of the Processes & Methodologies category 0.95% 2.42% 3.69%
Number of salaries quoted 10 6 42
10th Percentile £45,000 £50,596 £35,470
25th Percentile £63,750 £56,143 £42,514
Median annual salary (50th Percentile) £70,000 £66,250 £63,750
Median % change year-on-year +5.66% +3.92% +10.87%
75th Percentile £94,063 £77,493 £76,250
90th Percentile £104,000 £82,078 £77,500
UK median annual salary £70,000 £67,500 £70,000
% change year-on-year +3.70% -3.57% +3.70%

All Process & Methodology Skills
Scotland

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 in Scotland.

Permanent vacancies with a requirement for process or methodology skills 2,415 2,277 4,526
As % of all permanent jobs advertised in Scotland 70.53% 89.65% 87.14%
Number of salaries quoted 1,398 1,015 2,006
10th Percentile £28,000 £26,929 £31,250
25th Percentile £32,813 £32,851 £41,250
Median annual salary (50th Percentile) £50,000 £45,000 £55,000
Median % change year-on-year +11.11% -18.18% -
75th Percentile £65,000 £66,250 £68,750
90th Percentile £80,000 £85,000 £80,625
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -8.33%

Data Modelling
Job Vacancy Trend in Scotland

Historical trend showing the proportion of permanent IT job postings citing Data Modelling relative to all permanent IT jobs advertised in Scotland.

Data Modelling job vacancy trend in Scotland

Data Modelling
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Data Modelling.

Salary distribution trend for jobs in Scotland citing Data Modelling

Data Modelling
Salary Histogram in Scotland

Salary distribution for jobs citing Data Modelling in Scotland over the 6 months to 3 August 2026.

Salary histogram for Data Modelling in Scotland

Data Modelling
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the Scotland region over the 6 months to 3 August 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
Edinburgh -10 9 £70,000 +1.76% 3
Glasgow -6 8 £82,500 +39.24% 16
Midlothian - 3 - - 1
West Lothian 0 2 - - 1
Aberdeen -14 1 - -
Data Modelling
UK

Data Modelling
Co-Occurring Skills & Capabilities in Scotland 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 4 (17.39%) Apache Airflow
2 3 (13.04%) Apache
3 1 (4.35%) Apache Spark
3 1 (4.35%) Confluence
Business Applications
1 1 (4.35%) Oracle ERP
Cloud Services
1 7 (30.43%) GCP
2 6 (26.09%) AWS
2 6 (26.09%) Azure
3 5 (21.74%) Power Platform
4 3 (13.04%) Cloud Composer
4 3 (13.04%) Dataform
5 2 (8.70%) Azure DevOps
6 1 (4.35%) Dagster
6 1 (4.35%) dbt
6 1 (4.35%) GitHub
6 1 (4.35%) GitHub Actions
6 1 (4.35%) Microsoft 365
6 1 (4.35%) Microsoft Purview
6 1 (4.35%) OCI
6 1 (4.35%) Power Automate
6 1 (4.35%) Prefect
6 1 (4.35%) Snowflake
Communications & Networking
1 2 (8.70%) Broadband
Database & Business Intelligence
1 8 (34.78%) Metadata
2 4 (17.39%) BigQuery
2 4 (17.39%) Data Warehouse
2 4 (17.39%) Power BI
3 3 (13.04%) PostgreSQL
4 2 (8.70%) Big Data
4 2 (8.70%) Data Lake
4 2 (8.70%) Data Vault
4 2 (8.70%) Oracle Reports
4 2 (8.70%) Tableau
5 1 (4.35%) Delta Lake
5 1 (4.35%) Looker
5 1 (4.35%) Oracle BI Publisher
5 1 (4.35%) Oracle Database
5 1 (4.35%) Oracle Database 10g
5 1 (4.35%) Oracle Database 11g
5 1 (4.35%) Semantic Layer
Development Applications
1 1 (4.35%) Claude Code
1 1 (4.35%) ER Studio
1 1 (4.35%) Jenkins
1 1 (4.35%) JIRA
1 1 (4.35%) Oracle Forms
General
1 7 (30.43%) Finance
1 7 (30.43%) Social Skills
2 6 (26.09%) Analytical Skills
3 5 (21.74%) Inclusion and Diversity
4 3 (13.04%) Banking
4 3 (13.04%) Retail
5 2 (8.70%) Law
5 2 (8.70%) Legal
5 2 (8.70%) Public Sector
6 1 (4.35%) Corporate Banking
6 1 (4.35%) Front Office
6 1 (4.35%) Games
6 1 (4.35%) Influencing Skills
Job Titles
1 6 (26.09%) Architect
1 6 (26.09%) Senior
2 5 (21.74%) Data Engineer
3 4 (17.39%) Data Architect
3 4 (17.39%) Data Manager
3 4 (17.39%) Lead
3 4 (17.39%) Senior Data Engineer
4 2 (8.70%) Big Data Engineer
4 2 (8.70%) Principal Architect
4 2 (8.70%) Principal Data Architect
4 2 (8.70%) Product Manager
4 2 (8.70%) Senior Big Data Engineer
5 1 (4.35%) Artificial Intelligence Architect
5 1 (4.35%) AWS Engineer
5 1 (4.35%) Data Analyst
5 1 (4.35%) Oracle Developer
5 1 (4.35%) Principal Engineer
5 1 (4.35%) Product Director
5 1 (4.35%) Senior Oracle Developer
5 1 (4.35%) Solutions Architect
Libraries, Frameworks & Software Standards
1 2 (8.70%) Great Expectations
2 1 (4.35%) Node.js
2 1 (4.35%) Oracle Fusion
2 1 (4.35%) PySpark
Miscellaneous
1 2 (8.70%) Cloud Native
1 2 (8.70%) Distributed Systems
1 2 (8.70%) Reference Data
1 2 (8.70%) Replication
2 1 (4.35%) AI Agents
2 1 (4.35%) Derivative
2 1 (4.35%) Legacy Systems
2 1 (4.35%) Product Ownership
2 1 (4.35%) Self-Motivation
2 1 (4.35%) Social Media
2 1 (4.35%) Sports Betting
2 1 (4.35%) Taxonomies
Processes & Methodologies
1 9 (39.13%) Data Architecture
1 9 (39.13%) Data Governance
2 8 (34.78%) Roadmaps
3 7 (30.43%) Analytics
4 6 (26.09%) AI
4 6 (26.09%) Business Intelligence
4 6 (26.09%) Data Engineering
4 6 (26.09%) Data Security
4 6 (26.09%) Data Strategy
4 6 (26.09%) ETL
4 6 (26.09%) Risk Management
5 5 (21.74%) Agile
5 5 (21.74%) Data Management
5 5 (21.74%) Data Pipeline
5 5 (21.74%) Decision-Making
5 5 (21.74%) DevOps
5 5 (21.74%) Mentoring
5 5 (21.74%) Problem-Solving
5 5 (21.74%) Quality Management
6 4 (17.39%) Metadata Management
Programming Languages
1 12 (52.17%) SQL
2 9 (39.13%) Python
3 2 (8.70%) PL/SQL
3 2 (8.70%) R
4 1 (4.35%) Scala
Qualifications
1 3 (13.04%) CCA
2 1 (4.35%) Degree
Quality Assurance & Compliance
1 12 (52.17%) Data Quality
2 3 (13.04%) Accessibility
3 1 (4.35%) GDPR
3 1 (4.35%) QA
Systems Management
1 3 (13.04%) Terraform
Vendors
1 4 (17.39%) Microsoft
2 3 (13.04%) Google
3 2 (8.70%) Databricks
3 2 (8.70%) Oracle