Problem-Solving Job Trends in Scotland

Problem Solving
UK > Scotland

The table below provides summary statistics and salary benchmarking for jobs advertised in Scotland requiring Problem-Solving skills. It covers permanent job vacancies from the 6 months leading up to 8 May 2026, with comparisons to the same periods in the previous two years.

6 months to
8 May 2026
Same period 2025 Same period 2024
Rank 11 7 24
Rank change year-on-year -4 +17 -6
Permanent jobs citing Problem-Solving 290 303 879
As % of all permanent jobs in Scotland 8.82% 15.91% 13.90%
As % of the Processes & Methodologies category 12.43% 17.11% 15.08%
Number of salaries quoted 182 164 398
10th Percentile £26,250 £26,929 £25,818
25th Percentile £27,000 £29,000 £34,500
Median annual salary (50th Percentile) £36,000 £50,000 £45,543
Median % change year-on-year -28.00% +9.79% -17.19%
75th Percentile £50,188 £66,250 £62,460
90th Percentile £73,625 £85,000 £72,500
UK median annual salary £47,500 £52,500 £50,000
% change year-on-year -9.52% +5.00% -9.09%

All Process & Methodology Skills
Scotland

Problem-Solving 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 2,334 1,771 5,829
As % of all permanent jobs advertised in Scotland 71.01% 92.97% 92.20%
Number of salaries quoted 1,300 864 2,405
10th Percentile £28,250 £26,941 £28,750
25th Percentile £32,250 £40,563 £40,500
Median annual salary (50th Percentile) £46,288 £55,000 £52,500
Median % change year-on-year -15.84% +4.76% -8.70%
75th Percentile £67,500 £75,090 £65,000
90th Percentile £80,000 £93,778 £81,250
UK median annual salary £60,000 £60,000 £55,000
% change year-on-year - +9.09% -10.10%

Problem-Solving
Job Vacancy Trend in Scotland

Historical trend showing the proportion of permanent IT job postings citing Problem-Solving relative to all permanent IT jobs advertised in Scotland.

Problem-Solving job vacancy trend in Scotland

Problem-Solving
Salary Trend in Scotland

Salary distribution trend for jobs in Scotland citing Problem-Solving.

Salary distribution trend for jobs in Scotland citing Problem-Solving

Problem-Solving
Salary Histogram in Scotland

Salary distribution for jobs citing Problem-Solving in Scotland over the 6 months to 8 May 2026.

Salary histogram for Problem-Solving in Scotland

Problem-Solving
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Problem-Solving within the Scotland region over the 6 months to 8 May 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
Glasgow -5 85 £38,000 -28.42% 21
Edinburgh -12 82 £38,000 -30.91% 43
North Lanarkshire - 19 £27,000 - 3
South Lanarkshire - 15 £55,000 - 5
Aberdeen -16 14 £36,250 -27.50% 4
Stirling -4 13 £54,500 +15.43% 1
Renfrewshire - 12 £27,000 - 2
Fife +1 10 £36,000 -31.43% 6
West Lothian -10 7 £47,500 +0.60% 3
Lanarkshire - 7 £27,000 - 12
West Dunbartonshire - 5 £27,000 -
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 - 1
Ayrshire - 4 £27,000 - 1
Dunbartonshire - 2 £16,640 -
Highlands - 2 - - 8
Midlothian -7 1 £35,000 +29.97% 21
Problem-Solving
UK

Problem-Solving
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 14 (4.83%) SharePoint
2 10 (3.45%) Microsoft Exchange
3 5 (1.72%) Exchange Server 2007
3 5 (1.72%) Exchange Server 2010
3 5 (1.72%) Exchange Server 2013
4 4 (1.38%) Apache Airflow
5 3 (1.03%) WebSphere
5 3 (1.03%) WebSphere Application Server
6 2 (0.69%) Confluence
7 1 (0.34%) Apache Spark
7 1 (0.34%) IIS
Applications
1 17 (5.86%) Microsoft Office
2 10 (3.45%) Microsoft Excel
2 10 (3.45%) MS Visio
3 2 (0.69%) Spreadsheet
3 2 (0.69%) Weka
4 1 (0.34%) PlantUML
Business Applications
1 6 (2.07%) Dynamics NAV
2 4 (1.38%) Markit EDM
3 1 (0.34%) FIS Private Capital Suite
3 1 (0.34%) SAP S/4HANA
Cloud Services
1 62 (21.38%) Azure
2 34 (11.72%) Microsoft 365
3 21 (7.24%) AWS
4 14 (4.83%) SaaS
5 13 (4.48%) Azure DevOps
5 13 (4.48%) Entra ID
6 12 (4.14%) GitHub
7 11 (3.79%) dbt
7 11 (3.79%) Snowflake
8 8 (2.76%) Azure Data Factory
8 8 (2.76%) GitHub Actions
9 7 (2.41%) Azure Key Vault
9 7 (2.41%) Datadog
10 6 (2.07%) Power Platform
10 6 (2.07%) Serverless
11 5 (1.72%) Amazon CloudWatch
11 5 (1.72%) Amazon S3
11 5 (1.72%) AWS Lambda
12 4 (1.38%) Amazon EC2
12 4 (1.38%) AWS CodePipeline
Communications & Networking
1 17 (5.86%) DNS
2 12 (4.14%) Broadband
2 12 (4.14%) DHCP
2 12 (4.14%) Firewall
3 6 (2.07%) SAN
4 5 (1.72%) Wi-Fi
5 4 (1.38%) Network Security
6 3 (1.03%) LAN
6 3 (1.03%) VPN
6 3 (1.03%) WAN
7 2 (0.69%) Ethernet
7 2 (0.69%) Remote Desktop
7 2 (0.69%) RS-232
7 2 (0.69%) Wireless
8 1 (0.34%) Internet
8 1 (0.34%) VLAN
8 1 (0.34%) WLAN
Database & Business Intelligence
1 9 (3.10%) SQL Server
2 6 (2.07%) Power BI
3 4 (1.38%) Amazon RDS
3 4 (1.38%) Amazon Redshift
3 4 (1.38%) Data Warehouse
3 4 (1.38%) Metadata
3 4 (1.38%) PostgreSQL
3 4 (1.38%) SQL Server Integration Services
4 2 (0.69%) Tableau
5 1 (0.34%) Azure SQL Database
5 1 (0.34%) Big Data
5 1 (0.34%) Data Vault
5 1 (0.34%) Delta Lake
5 1 (0.34%) NoSQL
Development Applications
1 8 (2.76%) Git
2 6 (2.07%) JIRA
3 2 (0.69%) Postman
4 1 (0.34%) GitLab
4 1 (0.34%) Jenkins
4 1 (0.34%) SonarQube
4 1 (0.34%) Visual Studio Code
General
1 184 (63.45%) Social Skills
2 77 (26.55%) Finance
3 71 (24.48%) Banking
4 60 (20.69%) Analytical Skills
5 23 (7.93%) Public Sector
6 17 (5.86%) Legal
7 13 (4.48%) Organisational Skills
8 10 (3.45%) Games
8 10 (3.45%) General Ledger
8 10 (3.45%) Influencing Skills
9 8 (2.76%) Documentation Skills
10 7 (2.41%) Law
11 5 (1.72%) Manufacturing
11 5 (1.72%) Retail
11 5 (1.72%) Telecoms
12 4 (1.38%) Inclusion and Diversity
13 3 (1.03%) Pharmaceutical
14 2 (0.69%) Electronics
15 1 (0.34%) Local Government
15 1 (0.34%) Presentation Skills
Job Titles
1 77 (26.55%) Analyst
2 46 (15.86%) Senior
3 34 (11.72%) IT Support
4 32 (11.03%) QA Analyst
4 32 (11.03%) Quality Analyst
5 19 (6.55%) Business Analyst
6 17 (5.86%) Lead
7 16 (5.52%) IT Engineer
8 15 (5.17%) Support Analyst
8 15 (5.17%) Support Engineer
9 13 (4.48%) Senior Manager
10 10 (3.45%) IT Support Engineer
11 9 (3.10%) Administrator
11 9 (3.10%) Applications Support
11 9 (3.10%) Junior
12 8 (2.76%) 2nd Line Support
12 8 (2.76%) IT Analyst
12 8 (2.76%) IT Support Analyst
12 8 (2.76%) Senior Analyst
13 7 (2.41%) Applications Engineer
Libraries, Frameworks & Software Standards
1 16 (5.52%) .NET
2 7 (2.41%) ADO
2 7 (2.41%) GraphQL
2 7 (2.41%) OAuth
2 7 (2.41%) OpenAPI
2 7 (2.41%) Swagger
3 6 (2.07%) AWS CDK
3 6 (2.07%) SOAP
4 4 (1.38%) REST
5 1 (0.34%) CrewAI
5 1 (0.34%) CSS
5 1 (0.34%) HTML
5 1 (0.34%) LangGraph
5 1 (0.34%) NumPy
5 1 (0.34%) Playwright
5 1 (0.34%) PySpark
5 1 (0.34%) PyTorch
5 1 (0.34%) scikit-learn
5 1 (0.34%) TensorFlow
Miscellaneous
1 26 (8.97%) Management Information System
2 20 (6.90%) Onboarding
3 14 (4.83%) Cloud Native
4 12 (4.14%) Self-Motivation
5 11 (3.79%) Analytical Mindset
6 10 (3.45%) Cyber Threat
6 10 (3.45%) Product Ownership
7 7 (2.41%) Cyberattack
7 7 (2.41%) Driving Licence
8 6 (2.07%) Data Centre
8 6 (2.07%) NHS
8 6 (2.07%) Smartphone
9 4 (1.38%) Data Protection Act
9 4 (1.38%) Low-Code
9 4 (1.38%) Renewable Energy
9 4 (1.38%) Social Media
10 3 (1.03%) Hybrid Cloud
10 3 (1.03%) Virtual Team
11 2 (0.69%) Enterprise Software
11 2 (0.69%) Video Conferencing
Operating Systems
1 31 (10.69%) Windows
2 17 (5.86%) Windows Server
3 9 (3.10%) Linux
4 5 (1.72%) Windows Server 2008
4 5 (1.72%) Windows Server 2012
4 5 (1.72%) Windows Server 2016
5 4 (1.38%) Unix
6 3 (1.03%) Android
7 2 (0.69%) Ubuntu
7 2 (0.69%) Windows 10
Processes & Methodologies
1 102 (35.17%) Coaching
1 102 (35.17%) Continuous Improvement
2 64 (22.07%) Emotional Intelligence
3 48 (16.55%) Agile
4 37 (12.76%) CI/CD
4 37 (12.76%) ITIL
4 37 (12.76%) Mentoring
5 36 (12.41%) DevOps
6 30 (10.34%) Customer Service
7 24 (8.28%) Asset Management
8 23 (7.93%) Software Engineering
9 22 (7.59%) AI
9 22 (7.59%) Cybersecurity
10 21 (7.24%) Service Delivery
11 20 (6.90%) Code Quality
11 20 (6.90%) Observability
11 20 (6.90%) Root Cause Analysis
11 20 (6.90%) User Experience
12 19 (6.55%) Stakeholder Engagement
13 18 (6.21%) Disaster Recovery
Programming Languages
1 36 (12.41%) SQL
2 21 (7.24%) JavaScript
3 20 (6.90%) PowerShell
4 16 (5.52%) Python
5 8 (2.76%) C#
6 6 (2.07%) TypeScript
7 4 (1.38%) Shell Script
8 3 (1.03%) Java
8 3 (1.03%) T-SQL
9 1 (0.34%) Scala
Qualifications
1 24 (8.28%) Degree
2 11 (3.79%) ITIL Certification
3 9 (3.10%) Cisco Certification
3 9 (3.10%) Microsoft Certification
4 8 (2.76%) BPSS Clearance
4 8 (2.76%) CCNA
5 6 (2.07%) A+ Certification
5 6 (2.07%) CISM
5 6 (2.07%) CISSP
5 6 (2.07%) MCSE
5 6 (2.07%) Network+ Certification
6 5 (1.72%) Computer Science Degree
7 4 (1.38%) CRISC
8 3 (1.03%) AWS Certification
8 3 (1.03%) Security Cleared
9 2 (0.69%) ACCA
9 2 (0.69%) Azure Certification
9 2 (0.69%) CIMA
9 2 (0.69%) SC Cleared
10 1 (0.34%) PMP
Quality Assurance & Compliance
1 54 (18.62%) QA
2 6 (2.07%) GDPR
3 5 (1.72%) Data Quality
3 5 (1.72%) ISO/IEC 27001
4 4 (1.38%) COBIT
4 4 (1.38%) NIST
4 4 (1.38%) SLA
5 3 (1.03%) ISO 14001
5 3 (1.03%) ISO 9001
5 3 (1.03%) PCI DSS
6 2 (0.69%) GxP
7 1 (0.34%) Cyber Essentials
System Software
1 24 (8.28%) Active Directory
2 11 (3.79%) Docker
3 2 (0.69%) Hyper-V
3 2 (0.69%) VMware Infrastructure
3 2 (0.69%) vSphere
4 1 (0.34%) Virtual Desktop
Systems Management
1 16 (5.52%) Terraform
2 12 (4.14%) Kubernetes
3 8 (2.76%) Microsoft Intune
4 7 (2.41%) Grafana
4 7 (2.41%) Prometheus
5 4 (1.38%) Control-M
6 3 (1.03%) SCCM
7 2 (0.69%) Ansible
8 1 (0.34%) Proxmox
Vendors
1 54 (18.62%) Microsoft
2 11 (3.79%) Cisco
2 11 (3.79%) Dell
2 11 (3.79%) ServiceNow
3 6 (2.07%) Oracle
4 5 (1.72%) HP
5 4 (1.38%) Ab Initio
5 4 (1.38%) IBM
5 4 (1.38%) Informatica
6 3 (1.03%) Apple
6 3 (1.03%) VMware
7 2 (0.69%) BeyondTrust
7 2 (0.69%) Citrix
7 2 (0.69%) EMC
7 2 (0.69%) Meraki
7 2 (0.69%) OpenAI
7 2 (0.69%) Palo Alto
7 2 (0.69%) SAP
7 2 (0.69%) Sophos
7 2 (0.69%) Zscaler