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 7 March 2026, with comparisons to the same periods in the previous two years.

6 months to
7 Mar 2026
Same period 2025 Same period 2024
Rank 10 4 21
Rank change year-on-year -6 +17 -2
Permanent jobs citing Problem-Solving 326 381 664
As % of all permanent jobs in Scotland 10.76% 16.90% 13.86%
As % of the Processes & Methodologies category 13.76% 18.00% 14.86%
Number of salaries quoted 190 165 345
10th Percentile £25,375 £26,929 £28,250
25th Percentile £28,250 £31,250 £35,700
Median annual salary (50th Percentile) £33,500 £50,000 £48,000
Median % change year-on-year -33.00% +4.17% -19.36%
75th Percentile £56,094 £70,000 £65,000
90th Percentile £78,790 £95,000 £75,000
UK median annual salary £45,000 £55,000 £50,000
% change year-on-year -18.18% +10.00% -10.71%

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 2,370 2,117 4,469
As % of all permanent jobs advertised in Scotland 78.22% 93.92% 93.30%
Number of salaries quoted 1,245 948 2,200
10th Percentile £28,250 £31,250 £26,250
25th Percentile £31,000 £40,000 £37,500
Median annual salary (50th Percentile) £45,000 £55,000 £52,500
Median % change year-on-year -18.18% +4.76% -10.17%
75th Percentile £67,500 £73,250 £65,000
90th Percentile £85,000 £93,778 £80,000
UK median annual salary £55,000 £60,000 £55,000
% change year-on-year -8.33% +9.09% -12.00%

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 7 March 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 7 March 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 -8 124 £31,500 -45.22% 29
Glasgow -1 87 £42,000 -5.62% 39
Aberdeen -8 17 £55,000 +10.00% 7
West Lothian +7 12 £67,500 +150.66% 10
Midlothian -2 10 £25,684 -4.62% 23
North Lanarkshire -3 10 £30,500 - 6
Dundee - 10 £33,500 -
Stirling -5 9 £54,500 +15.43% 10
Perth and Kinross -4 7 £33,500 +8.06%
Renfrewshire - 6 - - 7
Lanarkshire -3 5 £58,500 +80.00% 30
Fife -5 5 £36,000 -15.29% 9
Highlands - 5 - - 9
South Lanarkshire -2 4 - - 3
West Dunbartonshire - 3 £16,000 - 2
East Lothian -3 2 £25,684 -4.62%
Ayrshire - 2 - - 1
North Ayrshire - 2 - -
East Ayrshire - 2 - - 1
Inverclyde - 1 - -
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 10 (3.07%) SharePoint
2 9 (2.76%) Microsoft Exchange
3 7 (2.15%) Exchange Server 2013
4 5 (1.53%) Exchange Server 2007
4 5 (1.53%) Exchange Server 2010
5 4 (1.23%) Apache Airflow
5 4 (1.23%) WebSphere
5 4 (1.23%) WebSphere Application Server
6 3 (0.92%) Confluence
7 1 (0.31%) FileNet
Applications
1 16 (4.91%) Microsoft Office
2 14 (4.29%) Microsoft Excel
3 7 (2.15%) MS Visio
4 2 (0.61%) Microsoft PowerPoint
4 2 (0.61%) Weka
5 1 (0.31%) Chatbot
Business Applications
1 4 (1.23%) Markit EDM
2 1 (0.31%) FIS Private Capital Suite
Cloud Services
1 69 (21.17%) Azure
2 31 (9.51%) Microsoft 365
3 22 (6.75%) Azure DevOps
3 22 (6.75%) dbt
4 19 (5.83%) AWS
4 19 (5.83%) Snowflake
5 17 (5.21%) GitHub
5 17 (5.21%) SaaS
6 14 (4.29%) Azure Data Factory
7 11 (3.37%) Azure Key Vault
7 11 (3.37%) Entra ID
7 11 (3.37%) Power Platform
8 10 (3.07%) Datadog
8 10 (3.07%) GitHub Actions
9 8 (2.45%) Power Automate
10 7 (2.15%) GitHub Copilot
11 5 (1.53%) Amazon CloudWatch
11 5 (1.53%) Amazon S3
11 5 (1.53%) AWS Lambda
11 5 (1.53%) Serverless
Communications & Networking
1 24 (7.36%) Broadband
1 24 (7.36%) Wi-Fi
2 22 (6.75%) LAN
3 17 (5.21%) VoIP
4 15 (4.60%) DNS
5 14 (4.29%) DHCP
6 13 (3.99%) Firewall
7 6 (1.84%) SAN
8 5 (1.53%) Network Security
8 5 (1.53%) TCP/IP
8 5 (1.53%) VPN
8 5 (1.53%) WAN
9 4 (1.23%) ATM
9 4 (1.23%) Ethernet
9 4 (1.23%) RS-232
10 2 (0.61%) Remote Desktop
10 2 (0.61%) Softphone
10 2 (0.61%) Wireless
11 1 (0.31%) VLAN
11 1 (0.31%) Wireshark
Database & Business Intelligence
1 11 (3.37%) Power BI
1 11 (3.37%) SQL Server
2 8 (2.45%) Data Warehouse
3 7 (2.15%) Amazon RDS
3 7 (2.15%) PostgreSQL
4 4 (1.23%) Amazon Redshift
4 4 (1.23%) Metadata
4 4 (1.23%) SQL Server Integration Services
5 3 (0.92%) Azure SQL Database
5 3 (0.92%) Elasticsearch
5 3 (0.92%) Redis
6 2 (0.61%) SQL Server Reporting Services
7 1 (0.31%) Big Data
7 1 (0.31%) NoSQL
7 1 (0.31%) Tableau
Development Applications
1 8 (2.45%) Git
1 8 (2.45%) JIRA
2 2 (0.61%) Postman
3 1 (0.31%) GitLab
3 1 (0.31%) Jenkins
3 1 (0.31%) Visual Studio Code
General
1 180 (55.21%) Social Skills
2 98 (30.06%) Finance
3 78 (23.93%) Analytical Skills
4 39 (11.96%) Banking
5 27 (8.28%) Retail
6 25 (7.67%) Public Sector
7 23 (7.06%) Legal
8 22 (6.75%) Games
9 21 (6.44%) Telecoms
10 16 (4.91%) Law
11 15 (4.60%) Organisational Skills
12 10 (3.07%) General Ledger
12 10 (3.07%) Manufacturing
13 9 (2.76%) Documentation Skills
14 6 (1.84%) Electronics
14 6 (1.84%) Fire and Rescue
14 6 (1.84%) Influencing Skills
14 6 (1.84%) Presentation Skills
15 5 (1.53%) Marketing
16 4 (1.23%) Inclusion and Diversity
Job Titles
1 79 (24.23%) Analyst
2 47 (14.42%) Senior
3 46 (14.11%) IT Support
4 32 (9.82%) QA Analyst
4 32 (9.82%) Quality Analyst
5 24 (7.36%) Business Analyst
6 18 (5.52%) IT Engineer
7 17 (5.21%) IT Assistant
7 17 (5.21%) IT Support Assistant
7 17 (5.21%) Support Assistant
7 17 (5.21%) Support Engineer
8 15 (4.60%) Trainee
8 15 (4.60%) Trainee Analyst
8 15 (4.60%) Trainee Business Analyst
9 12 (3.68%) IT Support Engineer
10 11 (3.37%) Applications Engineer
10 11 (3.37%) Applications Support
10 11 (3.37%) Azure Engineer
10 11 (3.37%) Lead
10 11 (3.37%) Senior Manager
Libraries, Frameworks & Software Standards
1 22 (6.75%) .NET
2 11 (3.37%) GraphQL
2 11 (3.37%) OAuth
2 11 (3.37%) OpenAPI
2 11 (3.37%) Swagger
3 10 (3.07%) ADO
4 6 (1.84%) SOAP
5 4 (1.23%) HTML
5 4 (1.23%) REST
6 3 (0.92%) CSS
6 3 (0.92%) Django
7 1 (0.31%) AngularJS
7 1 (0.31%) CrewAI
7 1 (0.31%) Hugging Face
7 1 (0.31%) LangChain
7 1 (0.31%) LangGraph
7 1 (0.31%) Next.js
7 1 (0.31%) PyTorch
7 1 (0.31%) React
7 1 (0.31%) XML
Miscellaneous
1 42 (12.88%) Self-Motivation
2 23 (7.06%) Onboarding
3 17 (5.21%) Management Information System
4 15 (4.60%) Driving Licence
5 13 (3.99%) Product Ownership
6 12 (3.68%) Analytical Mindset
7 8 (2.45%) Renewable Energy
8 7 (2.15%) Cloud Native
8 7 (2.15%) Data Centre
8 7 (2.15%) Low-Code
9 6 (1.84%) Cyber Threat
9 6 (1.84%) NHS
9 6 (1.84%) Smartphone
10 4 (1.23%) FPGA
10 4 (1.23%) Social Media
10 4 (1.23%) VHDL
11 3 (0.92%) Cyberattack
11 3 (0.92%) Linux Command Line
11 3 (0.92%) Web Conferencing
12 2 (0.61%) AI Agents
Operating Systems
1 41 (12.58%) Windows
2 18 (5.52%) Windows Server
3 13 (3.99%) Linux
4 7 (2.15%) Android
4 7 (2.15%) Unix
4 7 (2.15%) Windows Server 2008
4 7 (2.15%) Windows Server 2012
5 5 (1.53%) Windows Server 2016
6 2 (0.61%) Ubuntu
7 1 (0.31%) Apple iOS
7 1 (0.31%) Mac OS
7 1 (0.31%) Windows 10
Processes & Methodologies
1 86 (26.38%) Coaching
2 82 (25.15%) Continuous Improvement
3 48 (14.72%) CI/CD
4 46 (14.11%) DevOps
5 45 (13.80%) Asset Management
6 41 (12.58%) Agile
6 41 (12.58%) Customer Service
7 35 (10.74%) Mentoring
8 34 (10.43%) Emotional Intelligence
9 31 (9.51%) ITIL
10 29 (8.90%) Change Management
11 28 (8.59%) Project Management
12 24 (7.36%) AI
12 24 (7.36%) Software Engineering
13 23 (7.06%) Business Analysis
13 23 (7.06%) Stakeholder Engagement
14 22 (6.75%) Root Cause Analysis
15 21 (6.44%) ITSM
16 20 (6.13%) Observability
17 18 (5.52%) Infrastructure as Code
Programming Languages
1 44 (13.50%) SQL
2 30 (9.20%) Python
3 29 (8.90%) PowerShell
4 17 (5.21%) JavaScript
5 11 (3.37%) C#
6 5 (1.53%) C++
7 4 (1.23%) Java
7 4 (1.23%) Shell Script
7 4 (1.23%) T-SQL
8 2 (0.61%) Data Analysis Expressions
9 1 (0.31%) MATLAB
9 1 (0.31%) TypeScript
Qualifications
1 60 (18.40%) Degree
2 11 (3.37%) Cisco Certification
3 9 (2.76%) BPSS Clearance
3 9 (2.76%) Microsoft Certification
4 8 (2.45%) CCNA
4 8 (2.45%) ITIL Certification
5 6 (1.84%) A+ Certification
5 6 (1.84%) MCSE
5 6 (1.84%) Network+ Certification
5 6 (1.84%) SC Cleared
5 6 (1.84%) Security Cleared
6 5 (1.53%) Computer Science Degree
7 4 (1.23%) AWS Certification
7 4 (1.23%) CISM
7 4 (1.23%) CISSP
8 3 (0.92%) CCIE
8 3 (0.92%) HND
8 3 (0.92%) Master's Degree
9 2 (0.61%) Azure Certification
9 2 (0.61%) CCA
Quality Assurance & Compliance
1 58 (17.79%) QA
2 7 (2.15%) SLA
3 6 (1.84%) Accessibility
3 6 (1.84%) Data Quality
4 5 (1.53%) GDPR
5 3 (0.92%) ISO 14001
5 3 (0.92%) ISO 9001
5 3 (0.92%) PCI DSS
6 2 (0.61%) GxP
6 2 (0.61%) ISO/IEC 19770
6 2 (0.61%) ISO/IEC 27001
6 2 (0.61%) WCAG
7 1 (0.31%) Actionable Recommendations
7 1 (0.31%) COBIT
7 1 (0.31%) Cyber Essentials
7 1 (0.31%) NIST
System Software
1 21 (6.44%) Active Directory
2 16 (4.91%) Docker
3 5 (1.53%) Embedded Firmware
3 5 (1.53%) Firmware
4 2 (0.61%) Hyper-V
4 2 (0.61%) Virtual Machines
4 2 (0.61%) VMware Infrastructure
4 2 (0.61%) vSphere
Systems Management
1 31 (9.51%) Terraform
2 13 (3.99%) Kubernetes
3 10 (3.07%) Grafana
3 10 (3.07%) Prometheus
4 6 (1.84%) Microsoft Intune
5 4 (1.23%) Ansible
5 4 (1.23%) Control-M
6 3 (0.92%) AWS Copilot
6 3 (0.92%) SCCM
7 1 (0.31%) Computer Incident Response Team
7 1 (0.31%) Proxmox
7 1 (0.31%) QRadar
Vendors
1 58 (17.79%) Microsoft
2 16 (4.91%) BT
3 14 (4.29%) Cisco
3 14 (4.29%) Dell
4 10 (3.07%) ServiceNow
5 7 (2.15%) HP
6 6 (1.84%) Oracle
7 4 (1.23%) Ab Initio
7 4 (1.23%) EMC
7 4 (1.23%) Google
7 4 (1.23%) IBM
7 4 (1.23%) Informatica
8 3 (0.92%) Apple
8 3 (0.92%) OpenAI
9 2 (0.61%) BeyondTrust
9 2 (0.61%) Infor
9 2 (0.61%) Palo Alto
9 2 (0.61%) SAP
9 2 (0.61%) VMware
10 1 (0.31%) Extreme Networks