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

6 months to
6 Mar 2026
Same period 2025 Same period 2024
Rank 11 4 21
Rank change year-on-year -7 +17 -2
Permanent jobs citing Problem-Solving 331 382 648
As % of all permanent jobs in Scotland 10.82% 17.14% 13.94%
As % of the Processes & Methodologies category 13.80% 18.27% 14.95%
Number of salaries quoted 190 164 333
10th Percentile £25,375 £26,929 £28,400
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 £79,000
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 2,398 2,091 4,333
As % of all permanent jobs advertised in Scotland 78.42% 93.81% 93.20%
Number of salaries quoted 1,252 929 2,117
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% -9.78%
75th Percentile £67,500 £73,886 £65,000
90th Percentile £85,000 £95,000 £80,000
UK median annual salary £55,000 £60,350 £55,000
% change year-on-year -8.86% +9.73% -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 6 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 6 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 -9 129 £31,500 -45.22% 30
Glasgow -1 87 £42,000 -5.62% 39
Aberdeen -6 17 £55,000 +10.00% 8
West Lothian +6 12 £67,500 +150.66% 9
North Lanarkshire -1 10 £30,500 - 6
Midlothian -2 10 £25,684 -4.62% 24
Dundee - 10 £33,500 -
Stirling -4 9 £54,500 +15.43% 10
Perth and Kinross -3 7 £33,500 +8.06%
Renfrewshire - 6 - - 7
Lanarkshire -3 5 £58,500 +80.00% 34
Fife -5 5 £36,000 -15.29% 7
Highlands - 5 - - 7
South Lanarkshire -2 4 - - 4
West Dunbartonshire - 3 £16,000 - 3
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 (3.02%) SharePoint
2 9 (2.72%) Microsoft Exchange
3 7 (2.11%) Exchange Server 2013
4 5 (1.51%) Exchange Server 2007
4 5 (1.51%) Exchange Server 2010
5 4 (1.21%) Apache Airflow
5 4 (1.21%) Confluence
5 4 (1.21%) WebSphere
5 4 (1.21%) WebSphere Application Server
6 1 (0.30%) FileNet
Applications
1 16 (4.83%) Microsoft Office
2 14 (4.23%) Microsoft Excel
3 7 (2.11%) MS Visio
4 2 (0.60%) Microsoft PowerPoint
4 2 (0.60%) Weka
5 1 (0.30%) Chatbot
5 1 (0.30%) Oracle Smart View
Business Applications
1 4 (1.21%) Markit EDM
2 2 (0.60%) Oracle Assets
2 2 (0.60%) Oracle ERP
2 2 (0.60%) Oracle Financials
2 2 (0.60%) Oracle General Ledger
2 2 (0.60%) Oracle Payables
2 2 (0.60%) Oracle Receivables
3 1 (0.30%) FIS Private Capital Suite
3 1 (0.30%) Hyperion Planning
Cloud Services
1 71 (21.45%) Azure
2 30 (9.06%) Microsoft 365
3 23 (6.95%) Azure DevOps
4 22 (6.65%) dbt
5 19 (5.74%) AWS
5 19 (5.74%) Snowflake
6 18 (5.44%) GitHub
7 17 (5.14%) SaaS
8 14 (4.23%) Azure Data Factory
9 11 (3.32%) Azure Key Vault
9 11 (3.32%) Datadog
9 11 (3.32%) Entra ID
9 11 (3.32%) GitHub Actions
9 11 (3.32%) Power Platform
10 8 (2.42%) Power Automate
11 7 (2.11%) GitHub Copilot
12 5 (1.51%) Amazon CloudWatch
12 5 (1.51%) Amazon S3
12 5 (1.51%) AWS Lambda
12 5 (1.51%) GCP
Communications & Networking
1 24 (7.25%) Broadband
1 24 (7.25%) Wi-Fi
2 22 (6.65%) LAN
3 17 (5.14%) VoIP
4 15 (4.53%) DNS
5 14 (4.23%) DHCP
6 13 (3.93%) Firewall
7 6 (1.81%) SAN
8 5 (1.51%) Network Security
8 5 (1.51%) TCP/IP
8 5 (1.51%) VPN
8 5 (1.51%) WAN
9 4 (1.21%) ATM
9 4 (1.21%) Ethernet
9 4 (1.21%) RS-232
10 2 (0.60%) Remote Desktop
10 2 (0.60%) Softphone
10 2 (0.60%) Wireless
11 1 (0.30%) VLAN
11 1 (0.30%) Wireshark
Database & Business Intelligence
1 11 (3.32%) Power BI
1 11 (3.32%) SQL Server
2 8 (2.42%) Data Warehouse
3 7 (2.11%) Amazon RDS
3 7 (2.11%) PostgreSQL
4 4 (1.21%) Amazon Redshift
4 4 (1.21%) Metadata
4 4 (1.21%) SQL Server Integration Services
5 3 (0.91%) Azure SQL Database
5 3 (0.91%) Elasticsearch
5 3 (0.91%) Redis
6 2 (0.60%) SQL Server Reporting Services
7 1 (0.30%) Big Data
7 1 (0.30%) Essbase
7 1 (0.30%) NoSQL
7 1 (0.30%) Oracle BI Publisher
7 1 (0.30%) Tableau
Development Applications
1 9 (2.72%) JIRA
2 8 (2.42%) Git
3 2 (0.60%) Oracle Forms
3 2 (0.60%) Postman
4 1 (0.30%) GitLab
4 1 (0.30%) Jenkins
4 1 (0.30%) Visual Studio Code
General
1 182 (54.98%) Social Skills
2 103 (31.12%) Finance
3 81 (24.47%) Analytical Skills
4 39 (11.78%) Banking
5 27 (8.16%) Retail
6 25 (7.55%) Public Sector
7 23 (6.95%) Legal
8 22 (6.65%) Games
9 21 (6.34%) Telecoms
10 17 (5.14%) Organisational Skills
11 16 (4.83%) Law
12 10 (3.02%) General Ledger
12 10 (3.02%) Manufacturing
13 9 (2.72%) Documentation Skills
14 6 (1.81%) Electronics
14 6 (1.81%) Fire and Rescue
14 6 (1.81%) Marketing
14 6 (1.81%) Presentation Skills
15 5 (1.51%) Influencing Skills
16 4 (1.21%) Inclusion and Diversity
Job Titles
1 82 (24.77%) Analyst
2 49 (14.80%) Senior
3 45 (13.60%) IT Support
4 32 (9.67%) QA Analyst
4 32 (9.67%) Quality Analyst
5 24 (7.25%) Business Analyst
6 17 (5.14%) IT Assistant
6 17 (5.14%) IT Engineer
6 17 (5.14%) IT Support Assistant
6 17 (5.14%) Support Assistant
7 16 (4.83%) Support Engineer
8 15 (4.53%) Trainee
8 15 (4.53%) Trainee Analyst
8 15 (4.53%) Trainee Business Analyst
9 12 (3.63%) Applications Support
10 11 (3.32%) Applications Engineer
10 11 (3.32%) Azure Engineer
10 11 (3.32%) Development Engineer
10 11 (3.32%) IT Support Engineer
10 11 (3.32%) Lead
Libraries, Frameworks & Software Standards
1 23 (6.95%) .NET
2 11 (3.32%) ADO
2 11 (3.32%) GraphQL
2 11 (3.32%) OAuth
2 11 (3.32%) OpenAPI
2 11 (3.32%) Swagger
3 6 (1.81%) SOAP
4 4 (1.21%) HTML
4 4 (1.21%) REST
5 3 (0.91%) CSS
5 3 (0.91%) Django
6 1 (0.30%) AngularJS
6 1 (0.30%) CrewAI
6 1 (0.30%) Hugging Face
6 1 (0.30%) LangChain
6 1 (0.30%) LangGraph
6 1 (0.30%) Next.js
6 1 (0.30%) PyTorch
6 1 (0.30%) React
6 1 (0.30%) TensorFlow
Miscellaneous
1 42 (12.69%) Self-Motivation
2 23 (6.95%) Onboarding
3 17 (5.14%) Management Information System
4 15 (4.53%) Driving Licence
4 15 (4.53%) Product Ownership
5 13 (3.93%) Analytical Mindset
6 8 (2.42%) Renewable Energy
7 7 (2.11%) Cloud Native
7 7 (2.11%) Data Centre
7 7 (2.11%) Low-Code
8 6 (1.81%) Cyber Threat
8 6 (1.81%) NHS
8 6 (1.81%) Smartphone
9 4 (1.21%) FPGA
9 4 (1.21%) Social Media
9 4 (1.21%) VHDL
10 3 (0.91%) Cyberattack
10 3 (0.91%) Linux Command Line
10 3 (0.91%) Web Conferencing
11 2 (0.60%) AI Agents
Operating Systems
1 41 (12.39%) Windows
2 18 (5.44%) Windows Server
3 13 (3.93%) Linux
4 7 (2.11%) Android
4 7 (2.11%) Unix
4 7 (2.11%) Windows Server 2008
4 7 (2.11%) Windows Server 2012
5 5 (1.51%) Windows Server 2016
6 2 (0.60%) Ubuntu
7 1 (0.30%) Apple iOS
7 1 (0.30%) Mac OS
7 1 (0.30%) Windows 10
Processes & Methodologies
1 91 (27.49%) Coaching
2 87 (26.28%) Continuous Improvement
3 50 (15.11%) Asset Management
4 49 (14.80%) CI/CD
4 49 (14.80%) DevOps
5 45 (13.60%) Agile
6 41 (12.39%) Customer Service
7 35 (10.57%) Mentoring
8 34 (10.27%) Emotional Intelligence
9 31 (9.37%) ITIL
10 29 (8.76%) Change Management
10 29 (8.76%) Project Management
11 25 (7.55%) AI
12 24 (7.25%) Software Engineering
12 24 (7.25%) Stakeholder Engagement
13 23 (6.95%) Business Analysis
13 23 (6.95%) Root Cause Analysis
14 21 (6.34%) ITSM
14 21 (6.34%) Observability
15 18 (5.44%) Infrastructure as Code
Programming Languages
1 46 (13.90%) SQL
2 31 (9.37%) Python
3 29 (8.76%) PowerShell
4 18 (5.44%) JavaScript
5 11 (3.32%) C#
6 5 (1.51%) C++
7 4 (1.21%) Java
7 4 (1.21%) Shell Script
7 4 (1.21%) T-SQL
8 2 (0.60%) Data Analysis Expressions
9 1 (0.30%) Groovy
9 1 (0.30%) MATLAB
9 1 (0.30%) TypeScript
Qualifications
1 60 (18.13%) Degree
2 11 (3.32%) Cisco Certification
3 9 (2.72%) BPSS Clearance
3 9 (2.72%) Microsoft Certification
4 8 (2.42%) CCNA
4 8 (2.42%) ITIL Certification
5 6 (1.81%) A+ Certification
5 6 (1.81%) MCSE
5 6 (1.81%) Network+ Certification
5 6 (1.81%) SC Cleared
5 6 (1.81%) Security Cleared
6 5 (1.51%) Computer Science Degree
7 4 (1.21%) AWS Certification
8 3 (0.91%) CCIE
8 3 (0.91%) CISM
8 3 (0.91%) CISSP
8 3 (0.91%) HND
8 3 (0.91%) Master's Degree
9 2 (0.60%) Azure Certification
9 2 (0.60%) CCA
Quality Assurance & Compliance
1 59 (17.82%) QA
2 7 (2.11%) SLA
3 6 (1.81%) Accessibility
3 6 (1.81%) Data Quality
4 5 (1.51%) GDPR
5 3 (0.91%) ISO 14001
5 3 (0.91%) ISO 9001
5 3 (0.91%) PCI DSS
6 2 (0.60%) GxP
6 2 (0.60%) ISO/IEC 19770
6 2 (0.60%) WCAG
7 1 (0.30%) Actionable Recommendations
7 1 (0.30%) Cyber Essentials
7 1 (0.30%) ISO/IEC 27001
System Software
1 21 (6.34%) Active Directory
2 17 (5.14%) Docker
3 5 (1.51%) Embedded Firmware
3 5 (1.51%) Firmware
4 2 (0.60%) Hyper-V
4 2 (0.60%) Virtual Machines
4 2 (0.60%) VMware Infrastructure
4 2 (0.60%) vSphere
Systems Management
1 32 (9.67%) Terraform
2 14 (4.23%) Kubernetes
3 11 (3.32%) Grafana
3 11 (3.32%) Prometheus
4 6 (1.81%) Microsoft Intune
5 4 (1.21%) Ansible
5 4 (1.21%) Control-M
6 3 (0.91%) AWS Copilot
6 3 (0.91%) SCCM
7 1 (0.30%) Computer Incident Response Team
7 1 (0.30%) Proxmox
7 1 (0.30%) QRadar
Vendors
1 57 (17.22%) Microsoft
2 16 (4.83%) BT
3 15 (4.53%) Cisco
4 14 (4.23%) Dell
5 10 (3.02%) ServiceNow
6 8 (2.42%) Oracle
7 7 (2.11%) HP
8 4 (1.21%) Ab Initio
8 4 (1.21%) EMC
8 4 (1.21%) Google
8 4 (1.21%) IBM
8 4 (1.21%) Informatica
9 3 (0.91%) Apple
9 3 (0.91%) Infor
9 3 (0.91%) OpenAI
10 2 (0.60%) BeyondTrust
10 2 (0.60%) Palo Alto
10 2 (0.60%) SAP
10 2 (0.60%) VMware
11 1 (0.30%) Dataiku