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

6 months to
27 Mar 2026
Same period 2025 Same period 2024
Rank 12 5 24
Rank change year-on-year -7 +19 -6
Permanent jobs citing Problem-Solving 314 347 790
As % of all permanent jobs in Scotland 10.00% 18.01% 13.76%
As % of the Processes & Methodologies category 13.08% 19.36% 14.80%
Number of salaries quoted 178 170 375
10th Percentile £26,600 £26,929 £26,250
25th Percentile £28,438 £28,000 £35,000
Median annual salary (50th Percentile) £34,250 £48,798 £47,500
Median % change year-on-year -29.81% +2.73% -17.39%
75th Percentile £56,750 £67,960 £63,125
90th Percentile £79,153 £93,778 £72,500
UK median annual salary £45,500 £55,000 £50,000
% change year-on-year -17.27% +10.00% -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 2,401 1,792 5,338
As % of all permanent jobs advertised in Scotland 76.49% 92.99% 92.95%
Number of salaries quoted 1,263 918 2,317
10th Percentile £28,250 £27,500 £28,000
25th Percentile £31,250 £40,000 £39,000
Median annual salary (50th Percentile) £46,000 £55,000 £52,500
Median % change year-on-year -16.36% +4.76% -10.43%
75th Percentile £70,000 £75,000 £65,000
90th Percentile £85,000 £94,144 £80,000
UK median annual salary £55,000 £60,000 £55,000
% change year-on-year -8.33% +9.09% -11.29%

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 27 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 27 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 -6 117 £32,500 -39.53% 37
Glasgow -5 79 £42,000 -5.62% 41
Aberdeen -11 17 £55,000 +10.00% 5
North Lanarkshire 0 15 £27,000 - 2
Stirling -6 11 £54,500 +15.43% 1
West Lothian -5 9 £67,500 +150.66% 2
Renfrewshire - 9 £27,000 - 7
Dundee - 8 £33,500 -
South Lanarkshire -4 7 £27,000 - 3
Lanarkshire -2 6 £29,750 -8.46% 27
Fife -6 6 £36,000 - 5
Perth and Kinross -7 5 £33,500 +8.06%
Highlands - 5 - - 9
West Dunbartonshire - 4 £21,500 -
Midlothian -4 3 £32,500 +20.69% 18
Ayrshire - 3 £27,000 - 1
North Ayrshire - 3 £27,000 -
East Ayrshire - 3 £27,000 - 1
Inverclyde - 1 - - 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 11 (3.50%) SharePoint
2 8 (2.55%) Microsoft Exchange
3 6 (1.91%) Exchange Server 2013
4 5 (1.59%) Exchange Server 2007
4 5 (1.59%) Exchange Server 2010
5 4 (1.27%) Apache Airflow
5 4 (1.27%) WebSphere
5 4 (1.27%) WebSphere Application Server
6 3 (0.96%) Confluence
7 1 (0.32%) Apache Spark
Applications
1 16 (5.10%) Microsoft Office
2 14 (4.46%) Microsoft Excel
3 8 (2.55%) MS Visio
4 2 (0.64%) Microsoft PowerPoint
4 2 (0.64%) Weka
5 1 (0.32%) Chatbot
Business Applications
1 4 (1.27%) Markit EDM
2 1 (0.32%) Dynamics NAV
2 1 (0.32%) FIS Private Capital Suite
Cloud Services
1 68 (21.66%) Azure
2 32 (10.19%) Microsoft 365
3 21 (6.69%) AWS
4 20 (6.37%) Azure DevOps
5 19 (6.05%) dbt
6 18 (5.73%) GitHub
7 17 (5.41%) SaaS
8 16 (5.10%) Snowflake
9 14 (4.46%) Azure Data Factory
10 12 (3.82%) Power Platform
11 11 (3.50%) Azure Key Vault
11 11 (3.50%) GitHub Actions
12 10 (3.18%) Datadog
12 10 (3.18%) Entra ID
13 8 (2.55%) Power Automate
14 7 (2.23%) GCP
14 7 (2.23%) GitHub Copilot
15 5 (1.59%) Amazon CloudWatch
15 5 (1.59%) AWS Lambda
15 5 (1.59%) Serverless
Communications & Networking
1 19 (6.05%) Wi-Fi
2 17 (5.41%) LAN
3 14 (4.46%) DNS
4 13 (4.14%) DHCP
4 13 (4.14%) VoIP
5 12 (3.82%) Broadband
5 12 (3.82%) Firewall
6 7 (2.23%) SAN
7 4 (1.27%) Ethernet
7 4 (1.27%) Network Security
7 4 (1.27%) RS-232
7 4 (1.27%) TCP/IP
7 4 (1.27%) VPN
7 4 (1.27%) WAN
8 2 (0.64%) ATM
8 2 (0.64%) Remote Desktop
8 2 (0.64%) Wireless
9 1 (0.32%) Internet
9 1 (0.32%) Softphone
9 1 (0.32%) WLAN
Database & Business Intelligence
1 12 (3.82%) Power BI
2 11 (3.50%) SQL Server
3 7 (2.23%) Amazon RDS
3 7 (2.23%) PostgreSQL
4 5 (1.59%) Data Warehouse
5 4 (1.27%) Amazon Redshift
5 4 (1.27%) Metadata
5 4 (1.27%) SQL Server Integration Services
6 3 (0.96%) Azure SQL Database
6 3 (0.96%) Elasticsearch
6 3 (0.96%) Redis
7 2 (0.64%) SQL Server Reporting Services
7 2 (0.64%) Tableau
8 1 (0.32%) Big Data
8 1 (0.32%) Data Vault
8 1 (0.32%) Delta Lake
8 1 (0.32%) NoSQL
Development Applications
1 8 (2.55%) Git
2 7 (2.23%) JIRA
3 2 (0.64%) Postman
4 1 (0.32%) GitLab
4 1 (0.32%) Jenkins
4 1 (0.32%) Visual Studio Code
General
1 186 (59.24%) Social Skills
2 96 (30.57%) Finance
3 79 (25.16%) Analytical Skills
4 56 (17.83%) Banking
5 25 (7.96%) Legal
5 25 (7.96%) Public Sector
6 14 (4.46%) Law
6 14 (4.46%) Organisational Skills
7 11 (3.50%) Retail
8 10 (3.18%) Games
8 10 (3.18%) General Ledger
9 9 (2.87%) Documentation Skills
9 9 (2.87%) Influencing Skills
10 8 (2.55%) Manufacturing
11 5 (1.59%) Electronics
11 5 (1.59%) Inclusion and Diversity
11 5 (1.59%) Marketing
11 5 (1.59%) Presentation Skills
11 5 (1.59%) Telecoms
12 3 (0.96%) Pharmaceutical
Job Titles
1 78 (24.84%) Analyst
2 50 (15.92%) Senior
3 44 (14.01%) IT Support
4 32 (10.19%) QA Analyst
4 32 (10.19%) Quality Analyst
5 23 (7.32%) Business Analyst
6 18 (5.73%) IT Engineer
7 17 (5.41%) Support Engineer
8 13 (4.14%) IT Assistant
8 13 (4.14%) IT Support Assistant
8 13 (4.14%) Support Assistant
8 13 (4.14%) Trainee
8 13 (4.14%) Trainee Analyst
8 13 (4.14%) Trainee Business Analyst
9 12 (3.82%) IT Support Engineer
9 12 (3.82%) Senior Manager
10 11 (3.50%) Applications Engineer
10 11 (3.50%) Azure Engineer
10 11 (3.50%) Lead
11 10 (3.18%) Development Engineer
Libraries, Frameworks & Software Standards
1 22 (7.01%) .NET
2 11 (3.50%) GraphQL
2 11 (3.50%) OAuth
2 11 (3.50%) OpenAPI
2 11 (3.50%) Swagger
3 10 (3.18%) ADO
4 6 (1.91%) SOAP
5 4 (1.27%) REST
6 3 (0.96%) CSS
6 3 (0.96%) Django
6 3 (0.96%) HTML
7 1 (0.32%) AngularJS
7 1 (0.32%) Hugging Face
7 1 (0.32%) LangChain
7 1 (0.32%) LangGraph
7 1 (0.32%) Node.js
7 1 (0.32%) NumPy
7 1 (0.32%) React
7 1 (0.32%) scikit-learn
7 1 (0.32%) TensorFlow
Miscellaneous
1 31 (9.87%) Self-Motivation
2 24 (7.64%) Onboarding
3 20 (6.37%) Management Information System
4 14 (4.46%) Analytical Mindset
4 14 (4.46%) Product Ownership
5 10 (3.18%) Cyber Threat
6 8 (2.55%) Cloud Native
6 8 (2.55%) Renewable Energy
7 7 (2.23%) Cyberattack
7 7 (2.23%) Data Centre
7 7 (2.23%) Driving Licence
7 7 (2.23%) Low-Code
7 7 (2.23%) Smartphone
8 6 (1.91%) NHS
9 4 (1.27%) FPGA
9 4 (1.27%) Social Media
9 4 (1.27%) VHDL
10 3 (0.96%) Data Protection Act
10 3 (0.96%) Enterprise Software
10 3 (0.96%) Linux Command Line
Operating Systems
1 37 (11.78%) Windows
2 17 (5.41%) Windows Server
3 13 (4.14%) Linux
4 7 (2.23%) Unix
5 6 (1.91%) Windows Server 2008
5 6 (1.91%) Windows Server 2012
6 5 (1.59%) Android
6 5 (1.59%) Windows Server 2016
7 2 (0.64%) Ubuntu
8 1 (0.32%) Apple iOS
8 1 (0.32%) Mac OS
8 1 (0.32%) Windows 10
Processes & Methodologies
1 100 (31.85%) Coaching
2 97 (30.89%) Continuous Improvement
3 50 (15.92%) Emotional Intelligence
4 46 (14.65%) CI/CD
5 44 (14.01%) Agile
5 44 (14.01%) DevOps
6 42 (13.38%) Asset Management
7 36 (11.46%) ITIL
7 36 (11.46%) Mentoring
8 27 (8.60%) Change Management
8 27 (8.60%) Customer Service
9 25 (7.96%) Project Management
10 24 (7.64%) AI
10 24 (7.64%) Software Engineering
11 22 (7.01%) Business Analysis
11 22 (7.01%) Stakeholder Engagement
12 21 (6.69%) Root Cause Analysis
13 20 (6.37%) Observability
13 20 (6.37%) Service Delivery
13 20 (6.37%) User Experience
Programming Languages
1 43 (13.69%) SQL
2 28 (8.92%) Python
3 26 (8.28%) PowerShell
4 20 (6.37%) JavaScript
5 11 (3.50%) C#
6 4 (1.27%) Java
6 4 (1.27%) Shell Script
6 4 (1.27%) T-SQL
7 3 (0.96%) C++
8 2 (0.64%) Data Analysis Expressions
9 1 (0.32%) MATLAB
9 1 (0.32%) Scala
9 1 (0.32%) TypeScript
Qualifications
1 50 (15.92%) Degree
2 12 (3.82%) ITIL Certification
3 11 (3.50%) Cisco Certification
4 10 (3.18%) BPSS Clearance
4 10 (3.18%) Microsoft Certification
5 9 (2.87%) CCNA
6 7 (2.23%) A+ Certification
6 7 (2.23%) MCSE
6 7 (2.23%) Network+ Certification
7 6 (1.91%) CISM
7 6 (1.91%) CISSP
7 6 (1.91%) SC Cleared
7 6 (1.91%) Security Cleared
8 5 (1.59%) Computer Science Degree
9 4 (1.27%) AWS Certification
10 3 (0.96%) CRISC
11 2 (0.64%) ACCA
11 2 (0.64%) Azure Certification
11 2 (0.64%) CIMA
11 2 (0.64%) Master's Degree
Quality Assurance & Compliance
1 53 (16.88%) QA
2 6 (1.91%) Data Quality
3 5 (1.59%) GDPR
3 5 (1.59%) SLA
4 4 (1.27%) ISO/IEC 27001
5 3 (0.96%) Accessibility
5 3 (0.96%) COBIT
5 3 (0.96%) ISO 14001
5 3 (0.96%) ISO 9001
5 3 (0.96%) NIST
5 3 (0.96%) PCI DSS
6 2 (0.64%) GxP
6 2 (0.64%) ISO/IEC 19770
6 2 (0.64%) WCAG
7 1 (0.32%) Actionable Recommendations
7 1 (0.32%) Cyber Essentials
System Software
1 20 (6.37%) Active Directory
2 16 (5.10%) Docker
3 3 (0.96%) Embedded Firmware
3 3 (0.96%) Firmware
4 2 (0.64%) Hyper-V
4 2 (0.64%) Virtual Machines
4 2 (0.64%) VMware Infrastructure
4 2 (0.64%) vSphere
Systems Management
1 28 (8.92%) Terraform
2 13 (4.14%) Kubernetes
3 10 (3.18%) Grafana
3 10 (3.18%) Prometheus
4 5 (1.59%) Microsoft Intune
5 4 (1.27%) Ansible
5 4 (1.27%) Control-M
6 3 (0.96%) AWS Copilot
6 3 (0.96%) SCCM
7 1 (0.32%) Computer Incident Response Team
7 1 (0.32%) Proxmox
7 1 (0.32%) QRadar
Vendors
1 56 (17.83%) Microsoft
2 14 (4.46%) Dell
3 13 (4.14%) ServiceNow
4 11 (3.50%) Cisco
5 6 (1.91%) HP
5 6 (1.91%) Oracle
6 4 (1.27%) Ab Initio
6 4 (1.27%) EMC
6 4 (1.27%) Google
6 4 (1.27%) IBM
6 4 (1.27%) Informatica
7 3 (0.96%) Apple
7 3 (0.96%) OpenAI
8 2 (0.64%) BeyondTrust
8 2 (0.64%) iManage
8 2 (0.64%) Palo Alto
8 2 (0.64%) Sophos
8 2 (0.64%) VMware
8 2 (0.64%) Zscaler
9 1 (0.32%) Dataiku