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

6 months to
17 Mar 2026
Same period 2025 Same period 2024
Rank 12 5 21
Rank change year-on-year -7 +16 -3
Permanent jobs citing Problem-Solving 308 369 698
As % of all permanent jobs in Scotland 10.04% 17.90% 13.65%
As % of the Processes & Methodologies category 12.98% 19.14% 14.69%
Number of salaries quoted 172 174 360
10th Percentile £25,375 £26,929 £26,250
25th Percentile £29,375 £29,563 £35,000
Median annual salary (50th Percentile) £35,500 £45,635 £47,500
Median % change year-on-year -22.21% -3.93% -18.45%
75th Percentile £56,750 £67,960 £65,000
90th Percentile £79,879 £94,633 £75,000
UK median annual salary £45,000 £55,000 £50,000
% change year-on-year -18.18% +10.00% -9.74%

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 2,372 1,928 4,751
As % of all permanent jobs advertised in Scotland 77.34% 93.50% 92.94%
Number of salaries quoted 1,229 942 2,270
10th Percentile £28,250 £28,275 £27,500
25th Percentile £31,250 £38,750 £38,500
Median annual salary (50th Percentile) £46,575 £55,000 £52,500
Median % change year-on-year -15.32% +4.76% -11.02%
75th Percentile £70,000 £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% -11.41%

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 17 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 17 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 -9 119 £32,500 -38.10% 34
Glasgow -6 81 £42,000 -5.62% 43
Aberdeen -10 17 £55,000 +10.00% 4
North Lanarkshire -1 12 £30,500 - 4
Stirling -9 10 £54,500 +15.43% 2
Dundee - 10 £33,500 -
West Lothian 0 9 £67,500 +150.66% 5
Perth and Kinross -3 7 £33,500 +8.06%
Lanarkshire -1 6 £45,500 +40.00% 25
Renfrewshire - 6 - - 4
Fife -5 5 £36,000 -15.29% 6
South Lanarkshire -5 5 - - 1
Highlands - 5 - - 8
Midlothian -6 3 £32,500 +20.69% 18
West Dunbartonshire - 3 £16,000 -
Ayrshire - 2 - - 1
North Ayrshire - 2 - -
East Ayrshire - 2 - - 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 (3.57%) SharePoint
2 9 (2.92%) Microsoft Exchange
3 7 (2.27%) Exchange Server 2013
4 5 (1.62%) Exchange Server 2007
4 5 (1.62%) Exchange Server 2010
5 4 (1.30%) Apache Airflow
5 4 (1.30%) WebSphere
5 4 (1.30%) WebSphere Application Server
6 3 (0.97%) Confluence
Applications
1 16 (5.19%) Microsoft Office
2 14 (4.55%) Microsoft Excel
3 8 (2.60%) MS Visio
4 2 (0.65%) Microsoft PowerPoint
4 2 (0.65%) Weka
5 1 (0.32%) Chatbot
Business Applications
1 4 (1.30%) Markit EDM
2 1 (0.32%) FIS Private Capital Suite
Cloud Services
1 68 (22.08%) Azure
2 33 (10.71%) Microsoft 365
3 21 (6.82%) Azure DevOps
3 21 (6.82%) dbt
4 20 (6.49%) AWS
5 18 (5.84%) Snowflake
6 17 (5.52%) GitHub
6 17 (5.52%) SaaS
7 14 (4.55%) Azure Data Factory
8 11 (3.57%) Azure Key Vault
8 11 (3.57%) Power Platform
9 10 (3.25%) Datadog
9 10 (3.25%) Entra ID
9 10 (3.25%) GitHub Actions
10 8 (2.60%) Power Automate
11 7 (2.27%) GitHub Copilot
12 6 (1.95%) GCP
13 5 (1.62%) Amazon CloudWatch
13 5 (1.62%) AWS Lambda
13 5 (1.62%) Serverless
Communications & Networking
1 23 (7.47%) Wi-Fi
2 21 (6.82%) LAN
3 17 (5.52%) VoIP
4 14 (4.55%) DNS
5 13 (4.22%) DHCP
6 12 (3.90%) Broadband
6 12 (3.90%) Firewall
7 7 (2.27%) SAN
8 4 (1.30%) ATM
8 4 (1.30%) Ethernet
8 4 (1.30%) Network Security
8 4 (1.30%) RS-232
8 4 (1.30%) TCP/IP
8 4 (1.30%) VPN
8 4 (1.30%) WAN
9 2 (0.65%) Remote Desktop
9 2 (0.65%) Wireless
10 1 (0.32%) Softphone
10 1 (0.32%) VLAN
10 1 (0.32%) Wireshark
Database & Business Intelligence
1 11 (3.57%) Power BI
1 11 (3.57%) SQL Server
2 7 (2.27%) Amazon RDS
2 7 (2.27%) Data Warehouse
2 7 (2.27%) PostgreSQL
3 4 (1.30%) Amazon Redshift
3 4 (1.30%) Metadata
3 4 (1.30%) SQL Server Integration Services
4 3 (0.97%) Azure SQL Database
4 3 (0.97%) Elasticsearch
4 3 (0.97%) Redis
5 2 (0.65%) SQL Server Reporting Services
6 1 (0.32%) Big Data
6 1 (0.32%) NoSQL
6 1 (0.32%) Tableau
Development Applications
1 8 (2.60%) Git
1 8 (2.60%) JIRA
2 2 (0.65%) Postman
3 1 (0.32%) GitLab
3 1 (0.32%) Jenkins
3 1 (0.32%) Visual Studio Code
General
1 180 (58.44%) Social Skills
2 97 (31.49%) Finance
3 79 (25.65%) Analytical Skills
4 40 (12.99%) Banking
5 25 (8.12%) Legal
5 25 (8.12%) Public Sector
6 16 (5.19%) Organisational Skills
7 15 (4.87%) Law
8 11 (3.57%) Retail
9 10 (3.25%) Games
9 10 (3.25%) General Ledger
10 9 (2.92%) Documentation Skills
10 9 (2.92%) Manufacturing
11 7 (2.27%) Influencing Skills
12 6 (1.95%) Electronics
12 6 (1.95%) Marketing
13 5 (1.62%) Inclusion and Diversity
13 5 (1.62%) Presentation Skills
13 5 (1.62%) Telecoms
14 3 (0.97%) French Language
Job Titles
1 78 (25.32%) Analyst
2 49 (15.91%) Senior
3 47 (15.26%) IT Support
4 32 (10.39%) QA Analyst
4 32 (10.39%) Quality Analyst
5 23 (7.47%) Business Analyst
6 18 (5.84%) IT Engineer
7 17 (5.52%) IT Assistant
7 17 (5.52%) IT Support Assistant
7 17 (5.52%) Support Assistant
7 17 (5.52%) Support Engineer
8 13 (4.22%) Trainee
8 13 (4.22%) Trainee Analyst
8 13 (4.22%) Trainee Business Analyst
9 12 (3.90%) IT Support Engineer
10 11 (3.57%) Applications Engineer
10 11 (3.57%) Azure Engineer
10 11 (3.57%) Lead
10 11 (3.57%) Senior Manager
11 10 (3.25%) Support Analyst
Libraries, Frameworks & Software Standards
1 22 (7.14%) .NET
2 11 (3.57%) GraphQL
2 11 (3.57%) OAuth
2 11 (3.57%) OpenAPI
2 11 (3.57%) Swagger
3 10 (3.25%) ADO
4 6 (1.95%) SOAP
5 4 (1.30%) REST
6 3 (0.97%) CSS
6 3 (0.97%) Django
6 3 (0.97%) HTML
7 1 (0.32%) AngularJS
7 1 (0.32%) CrewAI
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
Miscellaneous
1 38 (12.34%) Self-Motivation
2 25 (8.12%) Onboarding
3 18 (5.84%) Management Information System
4 14 (4.55%) Product Ownership
5 13 (4.22%) Analytical Mindset
6 11 (3.57%) Driving Licence
7 10 (3.25%) Cyber Threat
8 8 (2.60%) Data Centre
8 8 (2.60%) Renewable Energy
9 7 (2.27%) Cloud Native
9 7 (2.27%) Cyberattack
9 7 (2.27%) Low-Code
9 7 (2.27%) Smartphone
10 6 (1.95%) NHS
11 4 (1.30%) FPGA
11 4 (1.30%) Social Media
11 4 (1.30%) VHDL
12 3 (0.97%) Data Protection Act
12 3 (0.97%) Enterprise Software
12 3 (0.97%) Linux Command Line
Operating Systems
1 41 (13.31%) Windows
2 17 (5.52%) Windows Server
3 13 (4.22%) Linux
4 7 (2.27%) Android
4 7 (2.27%) Unix
4 7 (2.27%) Windows Server 2008
4 7 (2.27%) Windows Server 2012
5 5 (1.62%) Windows Server 2016
6 2 (0.65%) Ubuntu
7 1 (0.32%) Apple iOS
7 1 (0.32%) Mac OS
7 1 (0.32%) Windows 10
Processes & Methodologies
1 86 (27.92%) Coaching
2 81 (26.30%) Continuous Improvement
3 47 (15.26%) CI/CD
4 45 (14.61%) DevOps
5 44 (14.29%) Asset Management
6 42 (13.64%) Agile
7 37 (12.01%) Mentoring
8 34 (11.04%) Emotional Intelligence
8 34 (11.04%) ITIL
9 28 (9.09%) Customer Service
10 27 (8.77%) Change Management
11 26 (8.44%) Project Management
12 25 (8.12%) AI
13 24 (7.79%) Software Engineering
14 22 (7.14%) Business Analysis
15 21 (6.82%) Root Cause Analysis
15 21 (6.82%) Stakeholder Engagement
16 20 (6.49%) Observability
16 20 (6.49%) Service Delivery
17 18 (5.84%) ITSM
Programming Languages
1 43 (13.96%) SQL
2 29 (9.42%) Python
3 28 (9.09%) PowerShell
4 20 (6.49%) JavaScript
5 11 (3.57%) C#
6 4 (1.30%) C++
6 4 (1.30%) Java
6 4 (1.30%) Shell Script
6 4 (1.30%) T-SQL
7 2 (0.65%) Data Analysis Expressions
8 1 (0.32%) MATLAB
8 1 (0.32%) TypeScript
Qualifications
1 55 (17.86%) Degree
2 12 (3.90%) ITIL Certification
3 11 (3.57%) Cisco Certification
4 10 (3.25%) BPSS Clearance
4 10 (3.25%) Microsoft Certification
5 9 (2.92%) CCNA
6 7 (2.27%) A+ Certification
6 7 (2.27%) MCSE
6 7 (2.27%) Network+ Certification
7 6 (1.95%) SC Cleared
7 6 (1.95%) Security Cleared
8 5 (1.62%) CISM
8 5 (1.62%) CISSP
8 5 (1.62%) Computer Science Degree
9 4 (1.30%) AWS Certification
10 2 (0.65%) Azure Certification
10 2 (0.65%) CCA
10 2 (0.65%) CCIE
10 2 (0.65%) CRISC
10 2 (0.65%) Master's Degree
Quality Assurance & Compliance
1 56 (18.18%) QA
2 6 (1.95%) Data Quality
2 6 (1.95%) SLA
3 5 (1.62%) Accessibility
3 5 (1.62%) GDPR
4 3 (0.97%) ISO 14001
4 3 (0.97%) ISO 9001
4 3 (0.97%) ISO/IEC 27001
4 3 (0.97%) PCI DSS
5 2 (0.65%) COBIT
5 2 (0.65%) GxP
5 2 (0.65%) ISO/IEC 19770
5 2 (0.65%) NIST
5 2 (0.65%) WCAG
6 1 (0.32%) Actionable Recommendations
6 1 (0.32%) Cyber Essentials
System Software
1 20 (6.49%) Active Directory
2 16 (5.19%) Docker
3 4 (1.30%) Embedded Firmware
3 4 (1.30%) Firmware
4 2 (0.65%) Hyper-V
4 2 (0.65%) Virtual Machines
4 2 (0.65%) VMware Infrastructure
4 2 (0.65%) vSphere
Systems Management
1 30 (9.74%) Terraform
2 13 (4.22%) Kubernetes
3 10 (3.25%) Grafana
3 10 (3.25%) Prometheus
4 5 (1.62%) Microsoft Intune
5 4 (1.30%) Ansible
5 4 (1.30%) Control-M
6 3 (0.97%) AWS Copilot
6 3 (0.97%) SCCM
7 1 (0.32%) Computer Incident Response Team
7 1 (0.32%) Proxmox
7 1 (0.32%) QRadar
Vendors
1 59 (19.16%) Microsoft
2 14 (4.55%) Dell
3 13 (4.22%) ServiceNow
4 11 (3.57%) Cisco
5 6 (1.95%) HP
5 6 (1.95%) Oracle
6 4 (1.30%) Ab Initio
6 4 (1.30%) EMC
6 4 (1.30%) Google
6 4 (1.30%) IBM
6 4 (1.30%) Informatica
7 3 (0.97%) Apple
7 3 (0.97%) OpenAI
8 2 (0.65%) BeyondTrust
8 2 (0.65%) iManage
8 2 (0.65%) Palo Alto
8 2 (0.65%) SAP
8 2 (0.65%) Sophos
8 2 (0.65%) VMware
8 2 (0.65%) Zscaler