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 24 February 2026, with comparisons to the same periods in the previous two years.

6 months to
24 Feb 2026
Same period 2025 Same period 2024
Rank 11 4 20
Rank change year-on-year -7 +16 -2
Permanent jobs citing Problem-Solving 335 380 607
As % of all permanent jobs in Scotland 11.16% 16.50% 14.13%
As % of the Processes & Methodologies category 14.12% 17.63% 15.15%
Number of salaries quoted 188 157 331
10th Percentile £25,375 £26,929 £27,683
25th Percentile £28,250 £32,500 £35,788
Median annual salary (50th Percentile) £33,500 £50,000 £47,500
Median % change year-on-year -33.00% +5.26% -20.20%
75th Percentile £55,625 £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% -11.89%

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 2,373 2,155 4,006
As % of all permanent jobs advertised in Scotland 79.07% 93.57% 93.25%
Number of salaries quoted 1,216 925 2,098
10th Percentile £28,250 £31,250 £25,200
25th Percentile £31,000 £40,000 £35,700
Median annual salary (50th Percentile) £45,000 £55,000 £51,500
Median % change year-on-year -18.18% +6.80% -10.43%
75th Percentile £67,500 £72,500 £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 24 February 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 24 February 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 -9 136 £31,500 -49.60% 28
Glasgow -1 86 £42,000 -5.62% 28
Aberdeen -4 17 £55,000 +10.00% 4
West Lothian +11 12 £67,500 - 4
Midlothian -2 10 £25,684 -4.62% 20
North Lanarkshire -2 10 £30,500 - 3
Dundee - 10 £33,500 - 2
Perth and Kinross -4 7 £33,500 +8.06%
Stirling -6 7 £54,500 +15.43% 5
Renfrewshire - 6 - - 4
Fife -5 5 £36,000 -15.29% 3
Lanarkshire -5 5 £58,500 +80.00% 23
Highlands -5 5 - - 5
South Lanarkshire -2 4 - - 1
West Dunbartonshire - 3 £16,000 - 1
East Lothian -3 2 £25,684 -13.56%
Ayrshire - 2 - -
North Ayrshire - 2 - -
East Ayrshire - 2 - -
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 (2.99%) SharePoint
2 9 (2.69%) Microsoft Exchange
3 7 (2.09%) Exchange Server 2013
4 5 (1.49%) Confluence
4 5 (1.49%) Exchange Server 2007
4 5 (1.49%) Exchange Server 2010
5 4 (1.19%) Apache Airflow
5 4 (1.19%) WebSphere
5 4 (1.19%) WebSphere Application Server
6 1 (0.30%) FileNet
Applications
1 15 (4.48%) Microsoft Office
2 14 (4.18%) Microsoft Excel
3 5 (1.49%) MS Visio
4 2 (0.60%) Microsoft PowerPoint
4 2 (0.60%) Oracle Smart View
4 2 (0.60%) Weka
5 1 (0.30%) Chatbot
Business Applications
1 4 (1.19%) Markit EDM
1 4 (1.19%) Oracle Assets
1 4 (1.19%) Oracle ERP
1 4 (1.19%) Oracle Financials
1 4 (1.19%) Oracle General Ledger
1 4 (1.19%) Oracle Payables
1 4 (1.19%) Oracle Receivables
2 2 (0.60%) Hyperion Planning
3 1 (0.30%) FIS Private Capital Suite
Cloud Services
1 73 (21.79%) Azure
2 29 (8.66%) Microsoft 365
3 24 (7.16%) Azure DevOps
4 22 (6.57%) dbt
5 19 (5.67%) GitHub
5 19 (5.67%) Snowflake
6 18 (5.37%) AWS
7 17 (5.07%) SaaS
8 14 (4.18%) Azure Data Factory
9 12 (3.58%) Datadog
9 12 (3.58%) GitHub Actions
10 11 (3.28%) Azure Key Vault
10 11 (3.28%) Power Platform
11 10 (2.99%) Entra ID
12 8 (2.39%) Power Automate
13 7 (2.09%) GitHub Copilot
14 6 (1.79%) GCP
15 4 (1.19%) Amazon CloudWatch
15 4 (1.19%) AWS CloudFormation
15 4 (1.19%) AWS Lambda
Communications & Networking
1 24 (7.16%) Broadband
1 24 (7.16%) Wi-Fi
2 23 (6.87%) LAN
3 17 (5.07%) VoIP
4 16 (4.78%) DNS
5 15 (4.48%) DHCP
6 14 (4.18%) Firewall
7 6 (1.79%) VPN
7 6 (1.79%) WAN
8 5 (1.49%) Network Security
8 5 (1.49%) TCP/IP
9 4 (1.19%) ATM
9 4 (1.19%) Ethernet
9 4 (1.19%) RS-232
9 4 (1.19%) SAN
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 (3.28%) Power BI
1 11 (3.28%) SQL Server
2 8 (2.39%) Data Warehouse
3 7 (2.09%) Amazon RDS
3 7 (2.09%) PostgreSQL
4 4 (1.19%) Amazon Redshift
4 4 (1.19%) Metadata
4 4 (1.19%) SQL Server Integration Services
5 3 (0.90%) Azure SQL Database
5 3 (0.90%) Elasticsearch
5 3 (0.90%) Oracle BI Publisher
5 3 (0.90%) Redis
6 2 (0.60%) Essbase
6 2 (0.60%) SQL Server Reporting Services
7 1 (0.30%) Big Data
7 1 (0.30%) NoSQL
7 1 (0.30%) Oracle BI EE
7 1 (0.30%) Oracle Reports
7 1 (0.30%) Tableau
Development Applications
1 10 (2.99%) JIRA
2 8 (2.39%) Git
3 4 (1.19%) Oracle Forms
4 2 (0.60%) Postman
5 1 (0.30%) Visual Studio Code
General
1 182 (54.33%) Social Skills
2 108 (32.24%) Finance
3 79 (23.58%) Analytical Skills
4 39 (11.64%) Banking
5 27 (8.06%) Retail
6 22 (6.57%) Games
6 22 (6.57%) Public Sector
7 21 (6.27%) Legal
7 21 (6.27%) Telecoms
8 20 (5.97%) Organisational Skills
9 17 (5.07%) Law
10 10 (2.99%) General Ledger
10 10 (2.99%) Manufacturing
11 9 (2.69%) Documentation Skills
12 7 (2.09%) Marketing
13 6 (1.79%) Electronics
13 6 (1.79%) Fire and Rescue
13 6 (1.79%) Presentation Skills
14 4 (1.19%) Inclusion and Diversity
15 3 (0.90%) Influencing Skills
Job Titles
1 85 (25.37%) Analyst
2 49 (14.63%) Senior
3 45 (13.43%) IT Support
4 32 (9.55%) QA Analyst
4 32 (9.55%) Quality Analyst
5 24 (7.16%) Business Analyst
6 17 (5.07%) IT Assistant
6 17 (5.07%) IT Support Assistant
6 17 (5.07%) Support Assistant
6 17 (5.07%) Trainee
6 17 (5.07%) Trainee Analyst
6 17 (5.07%) Trainee Business Analyst
7 16 (4.78%) Support Engineer
8 15 (4.48%) IT Engineer
9 13 (3.88%) Applications Support
10 12 (3.58%) Development Engineer
11 11 (3.28%) Applications Engineer
11 11 (3.28%) Azure Engineer
11 11 (3.28%) IT Support Engineer
11 11 (3.28%) Lead
Libraries, Frameworks & Software Standards
1 24 (7.16%) .NET
2 12 (3.58%) ADO
3 11 (3.28%) GraphQL
3 11 (3.28%) OAuth
3 11 (3.28%) OpenAPI
3 11 (3.28%) Swagger
4 6 (1.79%) SOAP
5 4 (1.19%) HTML
5 4 (1.19%) REST
6 3 (0.90%) CSS
6 3 (0.90%) Django
7 1 (0.30%) AngularJS
7 1 (0.30%) Next.js
7 1 (0.30%) Node.js
7 1 (0.30%) NumPy
7 1 (0.30%) PyTorch
7 1 (0.30%) React
7 1 (0.30%) scikit-learn
7 1 (0.30%) TensorFlow
7 1 (0.30%) XML
Miscellaneous
1 43 (12.84%) Self-Motivation
2 24 (7.16%) Onboarding
3 18 (5.37%) Management Information System
4 17 (5.07%) Product Ownership
5 14 (4.18%) Driving Licence
6 12 (3.58%) Analytical Mindset
7 8 (2.39%) Renewable Energy
8 7 (2.09%) Cloud Native
8 7 (2.09%) Low-Code
9 6 (1.79%) Cyber Threat
9 6 (1.79%) NHS
10 5 (1.49%) Data Centre
11 4 (1.19%) FPGA
11 4 (1.19%) Smartphone
11 4 (1.19%) Social Media
11 4 (1.19%) VHDL
12 3 (0.90%) Cyberattack
12 3 (0.90%) Linux Command Line
12 3 (0.90%) Web Conferencing
13 2 (0.60%) AI Agents
Operating Systems
1 41 (12.24%) Windows
2 17 (5.07%) Windows Server
3 14 (4.18%) Linux
4 7 (2.09%) Android
4 7 (2.09%) Unix
4 7 (2.09%) Windows Server 2008
4 7 (2.09%) Windows Server 2012
5 5 (1.49%) 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 95 (28.36%) Coaching
2 93 (27.76%) Continuous Improvement
3 56 (16.72%) Asset Management
4 52 (15.52%) DevOps
5 50 (14.93%) CI/CD
6 48 (14.33%) Agile
7 38 (11.34%) Customer Service
8 35 (10.45%) Mentoring
9 34 (10.15%) Emotional Intelligence
10 31 (9.25%) Change Management
10 31 (9.25%) ITIL
10 31 (9.25%) Project Management
11 25 (7.46%) AI
11 25 (7.46%) Stakeholder Engagement
12 24 (7.16%) Root Cause Analysis
12 24 (7.16%) Software Engineering
13 23 (6.87%) Business Analysis
14 22 (6.57%) Observability
15 21 (6.27%) ITSM
16 19 (5.67%) Business Intelligence
Programming Languages
1 48 (14.33%) SQL
2 30 (8.96%) Python
3 28 (8.36%) PowerShell
4 19 (5.67%) JavaScript
5 11 (3.28%) C#
6 5 (1.49%) C++
7 4 (1.19%) Java
7 4 (1.19%) Shell Script
7 4 (1.19%) T-SQL
8 2 (0.60%) Data Analysis Expressions
8 2 (0.60%) Groovy
9 1 (0.30%) MATLAB
9 1 (0.30%) TypeScript
Qualifications
1 62 (18.51%) Degree
2 9 (2.69%) Cisco Certification
3 8 (2.39%) ITIL Certification
4 7 (2.09%) BPSS Clearance
5 6 (1.79%) CCNA
5 6 (1.79%) Computer Science Degree
5 6 (1.79%) Microsoft Certification
5 6 (1.79%) SC Cleared
5 6 (1.79%) Security Cleared
6 4 (1.19%) A+ Certification
6 4 (1.19%) AWS Certification
6 4 (1.19%) MCSE
6 4 (1.19%) Network+ Certification
7 3 (0.90%) CCIE
7 3 (0.90%) CISM
7 3 (0.90%) CISSP
7 3 (0.90%) HND
7 3 (0.90%) Master's Degree
8 2 (0.60%) Azure Certification
8 2 (0.60%) CCA
Quality Assurance & Compliance
1 60 (17.91%) QA
2 7 (2.09%) SLA
3 6 (1.79%) Accessibility
3 6 (1.79%) Data Quality
4 5 (1.49%) GDPR
5 3 (0.90%) ISO 14001
5 3 (0.90%) ISO 9001
5 3 (0.90%) 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 (6.27%) Active Directory
2 18 (5.37%) Docker
3 5 (1.49%) Embedded Firmware
3 5 (1.49%) Firmware
4 2 (0.60%) Hyper-V
4 2 (0.60%) Virtual Machines
4 2 (0.60%) vSphere
5 1 (0.30%) Virtual Servers
5 1 (0.30%) VMware Infrastructure
Systems Management
1 33 (9.85%) Terraform
2 16 (4.78%) Kubernetes
3 12 (3.58%) Grafana
3 12 (3.58%) Prometheus
4 5 (1.49%) Ansible
4 5 (1.49%) Microsoft Intune
5 4 (1.19%) Control-M
6 3 (0.90%) AWS Copilot
6 3 (0.90%) SCCM
7 1 (0.30%) Computer Incident Response Team
7 1 (0.30%) Proxmox
7 1 (0.30%) QRadar
Vendors
1 55 (16.42%) Microsoft
2 16 (4.78%) BT
2 16 (4.78%) Cisco
3 12 (3.58%) Dell
4 11 (3.28%) Oracle
5 10 (2.99%) ServiceNow
6 7 (2.09%) HP
7 4 (1.19%) Ab Initio
7 4 (1.19%) EMC
7 4 (1.19%) IBM
7 4 (1.19%) Infor
7 4 (1.19%) Informatica
8 3 (0.90%) Apple
8 3 (0.90%) Google
9 2 (0.60%) BeyondTrust
9 2 (0.60%) Hyperion
9 2 (0.60%) OpenAI
9 2 (0.60%) Palo Alto
9 2 (0.60%) SAP
10 1 (0.30%) CrowdStrike