Data Modelling Contract Job Trends in Glasgow

Data Modelling
Scotland > Glasgow

The table below provides summary statistics and contractor rates for jobs advertised in Glasgow requiring Data Modelling skills. It covers contract job vacancies from the 6 months leading up to 5 October 2026, with comparisons to the same periods in the previous two years.

6 months to
5 Oct 2026
Same period 2025 Same period 2024
Rank 28 37 35
Rank change year-on-year +9 -2 -1
Contract jobs citing Data Modelling 82 44 33
As % of all contract jobs in Glasgow 6.87% 5.91% 4.84%
As % of the Processes & Methodologies category 8.15% 6.53% 5.45%
Number of daily rates quoted 54 33 26
10th Percentile £324 £317 £336
25th Percentile £403 £363 £379
Median daily rate (50th Percentile) £467 £465 £435
Median % change year-on-year +0.43% +6.90% -8.42%
75th Percentile £538 £525 £475
90th Percentile £600 £568 £485
Scotland median daily rate £471 £470 £450
% change year-on-year +0.21% +4.44% -5.26%
Number of hourly rates quoted 0 0 2
Median hourly rate - - £19.59
Scotland median hourly rate - - £19.59

All Process & Methodology Skills
Glasgow

Data Modelling falls under the Processes and Methodologies category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring process or methodology skills in Glasgow.

Contract vacancies with a requirement for process or methodology skills 1,006 674 606
As % of all contract IT jobs advertised in Glasgow 84.25% 90.47% 88.86%
Number of daily rates quoted 538 413 423
10th Percentile £279 £300 £268
25th Percentile £363 £381 £356
Median daily rate (50th Percentile) £450 £454 £440
Median % change year-on-year -0.88% +3.18% -12.00%
75th Percentile £557 £538 £550
90th Percentile £675 £613 £652
Scotland median daily rate £467 £470 £450
% change year-on-year -0.64% +4.44% -5.26%
Number of hourly rates quoted 48 22 13
10th Percentile £13.39 £14.40 £15.56
25th Percentile £13.70 £16.84 £18.50
Median hourly rate £35.00 £17.72 £19.59
Median % change year-on-year +97.49% -9.53% +35.10%
75th Percentile £43.96 £25.95 £25.17
90th Percentile £77.50 £54.37 £40.90
Scotland median hourly rate £16.86 £19.97 £19.59
% change year-on-year -15.57% +1.94% +3.49%

Data Modelling
Job Vacancy Trend in Glasgow

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

Data Modelling job vacancy trend in Glasgow

Data Modelling
Daily Rate Trend in Glasgow

Contractor daily rate distribution trend for jobs in Glasgow citing Data Modelling.

Contractor daily rate distribution trend for jobs in Glasgow citing Data Modelling

Data Modelling
Daily Rate Histogram in Glasgow

Daily rate distribution for jobs citing Data Modelling in Glasgow over the 6 months to 5 October 2026.

Daily rate histogram for Data Modelling in Glasgow

Data Modelling
Hourly Rate Trend in Glasgow

Contractor hourly rate distribution trend for jobs in Glasgow citing Data Modelling.

Contractor hourly rate distribution trend for jobs in Glasgow citing Data Modelling

Data Modelling
Co-Occurring Skills & Capabilities in Glasgow 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 (4.88%) Apache
1 4 (4.88%) Apache Spark
1 4 (4.88%) Confluence
2 2 (2.44%) Apache Airflow
Business Applications
1 1 (1.22%) Dynamics CRM
1 1 (1.22%) Oracle Applications
1 1 (1.22%) Oracle EBS
1 1 (1.22%) Oracle Financials
1 1 (1.22%) Sonata
1 1 (1.22%) Sparx Enterprise Architect
Cloud Services
1 18 (21.95%) Power Platform
2 15 (18.29%) Snowflake
3 14 (17.07%) Azure
4 8 (9.76%) AWS
4 8 (9.76%) ChatGPT
4 8 (9.76%) Collibra
5 7 (8.54%) Anthropic Claude
5 7 (8.54%) GitHub
5 7 (8.54%) GitHub Copilot
6 5 (6.10%) GCP
7 2 (2.44%) Microsoft 365
7 2 (2.44%) Microsoft Copilot
7 2 (2.44%) SaaS
8 1 (1.22%) Amazon ECS
8 1 (1.22%) Amazon EKS
8 1 (1.22%) Amazon S3
8 1 (1.22%) Cloud Computing
8 1 (1.22%) dbt
8 1 (1.22%) OCI
8 1 (1.22%) PowerApps
Database & Business Intelligence
1 26 (31.71%) Metadata
2 16 (19.51%) Data Warehouse
3 15 (18.29%) Power BI
4 12 (14.63%) Relational Database
5 9 (10.98%) Snowflake Schema
5 9 (10.98%) SQL Server
6 8 (9.76%) Data Vault
6 8 (9.76%) PostgreSQL
6 8 (9.76%) Tableau
7 7 (8.54%) Data Lake
7 7 (8.54%) Oracle Reports
8 5 (6.10%) MySQL
8 5 (6.10%) Oracle Database
8 5 (6.10%) Semantic Layer
9 4 (4.88%) Big Data
10 3 (3.66%) Star Schema
11 2 (2.44%) MongoDB
11 2 (2.44%) NoSQL
11 2 (2.44%) Oracle Database 10g
11 2 (2.44%) Oracle Database 11g
Development Applications
1 23 (28.05%) Git
2 4 (4.88%) ER Studio
2 4 (4.88%) ERwin
2 4 (4.88%) JIRA
2 4 (4.88%) Oracle Forms
3 3 (3.66%) GitLab
3 3 (3.66%) Subversion
4 2 (2.44%) PVCS
4 2 (2.44%) Sonatype Nexus
4 2 (2.44%) tSQLt
5 1 (1.22%) Jenkins
5 1 (1.22%) Oracle APEX
5 1 (1.22%) PowerDesigner
5 1 (1.22%) SonarQube
General
1 44 (53.66%) Finance
2 28 (34.15%) Social Skills
3 27 (32.93%) Banking
4 20 (24.39%) Analytical Skills
5 13 (15.85%) Investment Banking
6 5 (6.10%) Aviation
6 5 (6.10%) Documentation Skills
7 4 (4.88%) Public Sector
8 1 (1.22%) Corporate Banking
8 1 (1.22%) Inclusion and Diversity
8 1 (1.22%) Law
8 1 (1.22%) Marketing
8 1 (1.22%) Organisational Skills
8 1 (1.22%) Presentation Skills
8 1 (1.22%) Retail
8 1 (1.22%) Retail Banking
8 1 (1.22%) Retail Finance
Job Titles
1 20 (24.39%) Developer
2 15 (18.29%) Data Modeller
2 15 (18.29%) Senior
3 10 (12.20%) Analyst
3 10 (12.20%) Data Engineer
4 9 (10.98%) Senior Developer
5 7 (8.54%) Python Developer
6 6 (7.32%) Data Analyst
6 6 (7.32%) Lead
6 6 (7.32%) Senior Python Developer
7 5 (6.10%) Oracle Developer
7 5 (6.10%) Site Engineer
7 5 (6.10%) Site Reliability Engineer
8 4 (4.88%) Architect
8 4 (4.88%) Business Analyst
8 4 (4.88%) Lead Developer
8 4 (4.88%) Python Engineer
9 3 (3.66%) Consultant
9 3 (3.66%) Solutions Architect
9 3 (3.66%) SQL Developer
Libraries, Frameworks & Software Standards
1 15 (18.29%) FastAPI
2 14 (17.07%) pydantic
3 12 (14.63%) JSON
4 11 (13.41%) REST
4 11 (13.41%) YAML
5 6 (7.32%) PySpark
6 5 (6.10%) Kafka
6 5 (6.10%) RESTful
7 4 (4.88%) Streamlit
8 2 (2.44%) Node.js
8 2 (2.44%) React
8 2 (2.44%) Spark Streaming
8 2 (2.44%) Spring
8 2 (2.44%) Spring Boot
8 2 (2.44%) Terraform
9 1 (1.22%) CSS
9 1 (1.22%) GraphQL
9 1 (1.22%) HTML
9 1 (1.22%) Oracle Fusion
9 1 (1.22%) XML
Miscellaneous
1 15 (18.29%) Data Structures
2 8 (9.76%) Cloud Native
3 7 (8.54%) Taxonomies
4 6 (7.32%) Product Ownership
5 3 (3.66%) Distributed Systems
6 2 (2.44%) Derivative
6 2 (2.44%) Distributed Computing
7 1 (1.22%) AI Agents
7 1 (1.22%) Credit Risk
7 1 (1.22%) Cyber Threat
7 1 (1.22%) Data Protection Act
7 1 (1.22%) IoT
7 1 (1.22%) Legacy Systems
7 1 (1.22%) Management Information System
7 1 (1.22%) Mobile App
7 1 (1.22%) Onboarding
7 1 (1.22%) Replication
7 1 (1.22%) Virtual Team
Operating Systems
1 8 (9.76%) Linux
2 7 (8.54%) Unix
Processes & Methodologies
1 26 (31.71%) Analytics
1 26 (31.71%) Data Governance
2 25 (30.49%) Agile
2 25 (30.49%) CI/CD
3 24 (29.27%) AI
4 23 (28.05%) Validation
5 22 (26.83%) Data Pipeline
6 20 (24.39%) Business Intelligence
7 17 (20.73%) Logical Data Model
8 15 (18.29%) Physical Data Model
9 14 (17.07%) Data Transformation
9 14 (17.07%) Test Automation
10 13 (15.85%) Metadata Management
10 13 (15.85%) Problem-Solving
10 13 (15.85%) Stakeholder Management
11 12 (14.63%) Translating Business Requirements
12 11 (13.41%) Data Engineering
12 11 (13.41%) Data Ingestion
12 11 (13.41%) Dimensional Modelling
12 11 (13.41%) Use Case
Programming Languages
1 43 (52.44%) Python
2 42 (51.22%) SQL
3 7 (8.54%) Java
4 5 (6.10%) PL/SQL
5 4 (4.88%) T-SQL
6 3 (3.66%) PowerShell
6 3 (3.66%) Scala
7 2 (2.44%) Data Analysis Expressions
7 2 (2.44%) TypeScript
8 1 (1.22%) Bash
8 1 (1.22%) C++
8 1 (1.22%) Dart
8 1 (1.22%) JavaScript
8 1 (1.22%) Shell Script
Qualifications
1 5 (6.10%) Security Cleared
2 2 (2.44%) Degree
2 2 (2.44%) SC Cleared
3 1 (1.22%) Azure Certification
Quality Assurance & Compliance
1 29 (35.37%) Data Quality
2 6 (7.32%) QA
3 4 (4.88%) GDPR
4 3 (3.66%) Disclosure Scotland
5 2 (2.44%) Accessibility
6 1 (1.22%) GRC
6 1 (1.22%) HL7
6 1 (1.22%) MiFID
6 1 (1.22%) Solvency II
6 1 (1.22%) WCAG
System Software
1 4 (4.88%) Docker
Systems Management
1 4 (4.88%) Kubernetes
2 2 (2.44%) Grafana
3 1 (1.22%) Ansible
3 1 (1.22%) Podman
Vendors
1 13 (15.85%) Oracle
2 12 (14.63%) Microsoft
3 11 (13.41%) Databricks
4 4 (4.88%) Informatica
5 3 (3.66%) Google
6 2 (2.44%) Salesforce
6 2 (2.44%) Talend
7 1 (1.22%) Avaloq
7 1 (1.22%) FNZ
7 1 (1.22%) GoldenSource
7 1 (1.22%) Greenplum
7 1 (1.22%) Salesforce Marketing Cloud
7 1 (1.22%) SAP
7 1 (1.22%) Sparx
7 1 (1.22%) Workday