Use Case Contract Job Trends in Glasgow

Use Cases
Scotland > Glasgow

The table below provides summary statistics and contractor rates for jobs advertised in Glasgow requiring Use Case skills. It covers contract job vacancies from the 6 months leading up to 1 October 2025, with comparisons to the same periods in the previous two years.

6 months to
1 Oct 2025
Same period 2024 Same period 2023
Rank 59 59 68
Rank change year-on-year 0 +9 +6
Contract jobs citing Use Case 17 8 5
As % of all contract jobs in Glasgow 2.28% 1.18% 0.62%
As % of the Processes & Methodologies category 2.50% 1.33% 0.68%
Number of daily rates quoted 9 5 4
10th Percentile £393 - £359
25th Percentile £454 £333 £361
Median daily rate (50th Percentile) £465 £341 £438
Median % change year-on-year +36.36% -22.06% +10.76%
75th Percentile £501 £475 £513
90th Percentile £535 £603 £535
Scotland median daily rate £483 £456 £439
% change year-on-year +5.86% +3.99% -8.97%

All Process and Methodology Skills
Glasgow

Use Case 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 679 602 735
As % of all contract IT jobs advertised in Glasgow 91.14% 88.92% 91.30%
Number of daily rates quoted 412 424 495
10th Percentile £300 £269 £346
25th Percentile £375 £356 £412
Median daily rate (50th Percentile) £454 £442 £500
Median % change year-on-year +2.71% -11.60% +5.26%
75th Percentile £538 £550 £588
90th Percentile £613 £650 £700
Scotland median daily rate £470 £450 £475
% change year-on-year +4.44% -5.26% -
Number of hourly rates quoted 22 13 21
10th Percentile £14.40 £15.56 £12.00
25th Percentile £16.84 £18.50 £12.13
Median hourly rate £17.72 £19.59 £14.50
Median % change year-on-year -9.53% +35.10% -61.26%
75th Percentile £25.95 £25.17 £17.72
90th Percentile £54.37 £40.90 £62.50
Scotland median hourly rate £19.97 £19.59 £18.93
% change year-on-year +1.94% +3.49% -4.63%

Use Case
Job Vacancy Trend in Glasgow

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

Use Case job vacancy trend in Glasgow

Use Case
Daily Rate Trend in Glasgow

Contractor daily rate distribution trend for jobs in Glasgow citing Use Case.

Contractor daily rate distribution trend for jobs in Glasgow citing Use Case

Use Case
Daily Rate Histogram in Glasgow

Daily rate distribution for jobs citing Use Case in Glasgow over the 6 months to 1 October 2025.

Daily rate histogram for Use Case in Glasgow

Use Case
Hourly Rate Trend in Glasgow

Contractor hourly rate distribution trend for jobs in Glasgow citing Use Case.

Contractor hourly rate distribution trend for jobs in Glasgow citing Use Case

Use Case
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 2 (11.76%) Confluence
2 1 (5.88%) Apache Spark
2 1 (5.88%) SharePoint
Applications
1 3 (17.65%) MS Visio
2 2 (11.76%) Microsoft Excel
3 1 (5.88%) Microsoft Office
Cloud Services
1 5 (29.41%) Azure
1 5 (29.41%) OpenShift
2 3 (17.65%) AWS
2 3 (17.65%) Azure Sentinel
3 2 (11.76%) Power Platform
3 2 (11.76%) Snowflake
4 1 (5.88%) Amazon CloudWatch
4 1 (5.88%) Amazon GuardDuty
4 1 (5.88%) AWS CloudFormation
4 1 (5.88%) AWS CloudTrail
4 1 (5.88%) Microsoft 365
4 1 (5.88%) Virtual Private Cloud
Communications & Networking
1 3 (17.65%) TCP/IP
2 2 (11.76%) DNS
2 2 (11.76%) HTTP
Database & Business Intelligence
1 7 (41.18%) NoSQL
2 5 (29.41%) Redis
3 4 (23.53%) Big Data
4 3 (17.65%) Elasticsearch
5 2 (11.76%) Data Lake
5 2 (11.76%) Data Warehouse
5 2 (11.76%) Power BI
5 2 (11.76%) RDBMS
5 2 (11.76%) Relational Database
Development Applications
1 5 (29.41%) Jenkins
2 4 (23.53%) Artifactory
3 2 (11.76%) JIRA
4 1 (5.88%) Git
General
1 9 (52.94%) Social Skills
2 4 (23.53%) Banking
2 4 (23.53%) Finance
3 3 (17.65%) Analytical Skills
4 2 (11.76%) Public Sector
5 1 (5.88%) Inclusion and Diversity
5 1 (5.88%) Influencing Skills
5 1 (5.88%) Investment Banking
5 1 (5.88%) Legal
Job Titles
1 6 (35.29%) Analyst
2 5 (29.41%) Data Engineer
2 5 (29.41%) Python Data Engineer
2 5 (29.41%) Python Engineer
3 3 (17.65%) Business Analyst
3 3 (17.65%) Developer
4 2 (11.76%) Artificial Intelligence Engineer
4 2 (11.76%) Cybersecurity Analyst
4 2 (11.76%) Platform Engineer
4 2 (11.76%) Security Analyst
5 1 (5.88%) Architect
5 1 (5.88%) Business IT Analyst
5 1 (5.88%) Cloud Engineer
5 1 (5.88%) Data Analyst
5 1 (5.88%) Data Architect
5 1 (5.88%) IT Analyst
5 1 (5.88%) IT Business Analyst
5 1 (5.88%) SIEM Engineer
5 1 (5.88%) SQL Analyst
5 1 (5.88%) SQL Data Analyst
Libraries, Frameworks & Software Standards
1 5 (29.41%) FastAPI
1 5 (29.41%) Flask
1 5 (29.41%) Kafka
1 5 (29.41%) LangChain
1 5 (29.41%) LangGraph
1 5 (29.41%) Loki
1 5 (29.41%) OAuth
1 5 (29.41%) OAuth2
1 5 (29.41%) RESTful
2 4 (23.53%) Hugging Face
2 4 (23.53%) OpenTelemetry
2 4 (23.53%) PyTorch
2 4 (23.53%) TensorFlow
3 2 (11.76%) NumPy
3 2 (11.76%) Pandas
3 2 (11.76%) PySpark
3 2 (11.76%) REST
3 2 (11.76%) SOAP
Miscellaneous
1 4 (23.53%) AI Agents
1 4 (23.53%) Private Cloud
2 3 (17.65%) Cyber Threat
2 3 (17.65%) Linux Command Line
2 3 (17.65%) Management Information System
2 3 (17.65%) Security Operations Centre
3 2 (11.76%) Driving Licence
3 2 (11.76%) Security Posture
4 1 (5.88%) Analytical Mindset
4 1 (5.88%) Cloud Native
4 1 (5.88%) Data Protection Act
4 1 (5.88%) Legacy Systems
Operating Systems
1 5 (29.41%) Linux
2 3 (17.65%) Unix
3 2 (11.76%) Windows
Processes & Methodologies
1 9 (52.94%) Agile
2 7 (41.18%) Computer Science
2 7 (41.18%) Data Engineering
3 6 (35.29%) Analytics
3 6 (35.29%) CI/CD
3 6 (35.29%) Incident Response
3 6 (35.29%) SIEM
3 6 (35.29%) Software Engineering
4 5 (29.41%) Artificial Intelligence
4 5 (29.41%) Blue-Green Deployment
4 5 (29.41%) Containerisation
4 5 (29.41%) Generative AI
4 5 (29.41%) GitOps
4 5 (29.41%) LLM
4 5 (29.41%) ModelOps
4 5 (29.41%) Multithreading
4 5 (29.41%) Secure Coding
4 5 (29.41%) Security Operations
4 5 (29.41%) Site Reliability Engineering
4 5 (29.41%) Workflow
Programming Languages
1 11 (64.71%) Python
2 7 (41.18%) SQL
3 3 (17.65%) Shell Script
4 2 (11.76%) Kusto Query Language
4 2 (11.76%) PL/SQL
4 2 (11.76%) Search Processing Language
5 1 (5.88%) PowerShell
Qualifications
1 9 (52.94%) Degree
2 5 (29.41%) Computer Science Degree
3 4 (23.53%) Master's Degree
4 2 (11.76%) CASP
4 2 (11.76%) CISSP
4 2 (11.76%) CompTIA CySA+
4 2 (11.76%) DV Cleared
4 2 (11.76%) GCIA
4 2 (11.76%) GCIH
4 2 (11.76%) SC Cleared
4 2 (11.76%) Security Cleared
Quality Assurance & Compliance
1 2 (11.76%) Disclosure Scotland
2 1 (5.88%) GDPR
2 1 (5.88%) ISO/IEC 27001
2 1 (5.88%) QA
Systems Management
1 5 (29.41%) Grafana
1 5 (29.41%) Kubernetes
1 5 (29.41%) Prometheus
2 4 (23.53%) Kustomize
3 1 (5.88%) Terraform
Vendors
1 4 (23.53%) ArcSight
1 4 (23.53%) Splunk
2 3 (17.65%) Microsoft
3 2 (11.76%) Cloudera
3 2 (11.76%) Databricks