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 29 December 2025, with comparisons to the same periods in the previous two years.

6 months to
29 Dec 2025
Same period 2024 Same period 2023
Rank 10 5 17
Rank change year-on-year -5 +12 +2
Permanent jobs citing Problem-Solving 339 416 427
As % of all permanent jobs in Scotland 12.39% 15.35% 14.47%
As % of the Processes & Methodologies category 15.29% 16.67% 15.26%
Number of salaries quoted 195 169 260
10th Percentile £25,684 £27,500 £29,900
25th Percentile £28,250 £35,000 £37,442
Median annual salary (50th Percentile) £33,500 £50,000 £50,000
Median % change year-on-year -33.00% - -16.00%
75th Percentile £56,750 £70,000 £67,178
90th Percentile £72,000 £95,000 £84,150
UK median annual salary £46,500 £55,000 £55,000
% change year-on-year -15.45% - -

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 2,217 2,496 2,799
As % of all permanent jobs advertised in Scotland 81.03% 92.10% 94.88%
Number of salaries quoted 1,101 1,070 1,759
10th Percentile £26,250 £32,475 £25,000
25th Percentile £30,808 £41,250 £34,750
Median annual salary (50th Percentile) £40,000 £55,000 £52,500
Median % change year-on-year -27.27% +4.76% -7.08%
75th Percentile £65,000 £70,000 £70,000
90th Percentile £81,250 £88,750 £84,056
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -4.00%

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 29 December 2025.

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 29 December 2025. 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 -8 148 £31,500 -51.54% 120
Glasgow -1 86 £45,000 +3.45% 131
West Lothian +12 18 £52,500 -59.62% 17
Aberdeen -2 13 £70,000 +40.00% 97
Midlothian -4 10 £25,684 +16.86% 14
Dundee - 10 £33,500 -
Perth and Kinross -3 7 £33,500 -26.06%
Lanarkshire -6 7 £27,500 -15.38% 23
North Lanarkshire -7 7 £30,500 - 3
Stirling -3 6 £43,125 -9.21% 4
Highlands -3 5 - - 2
Renfrewshire - 5 £37,125 - 14
Inverclyde 0 2 £31,750 -39.52%
South Lanarkshire -4 2 - - 1
East Lothian -4 2 £25,684 -20.97%
West Dunbartonshire - 2 £16,000 - 7
Moray +2 1 - -
Fife -3 1 - - 8
Ayrshire - 1 - -
Argyll and Bute - 1 £28,500 -
North Ayrshire - 1 - -
East Ayrshire - 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 5 (1.47%) Confluence
1 5 (1.47%) SharePoint
2 3 (0.88%) Microsoft Exchange
3 2 (0.59%) Apache Airflow
3 2 (0.59%) Exchange Server 2013
3 2 (0.59%) WebSphere
3 2 (0.59%) WebSphere Application Server
4 1 (0.29%) FileNet
Applications
1 17 (5.01%) Microsoft Excel
2 10 (2.95%) Microsoft Office
3 4 (1.18%) Microsoft PowerPoint
3 4 (1.18%) Oracle Smart View
4 3 (0.88%) MS Visio
5 2 (0.59%) Weka
6 1 (0.29%) Chatbot
6 1 (0.29%) Mathcad
6 1 (0.29%) Simulink
Business Applications
1 10 (2.95%) Oracle Payables
1 10 (2.95%) Oracle Receivables
2 8 (2.36%) Oracle Assets
2 8 (2.36%) Oracle ERP
2 8 (2.36%) Oracle Financials
2 8 (2.36%) Oracle General Ledger
3 4 (1.18%) Hyperion Planning
3 4 (1.18%) Markit EDM
4 1 (0.29%) Elite 3E
Cloud Services
1 86 (25.37%) Azure
2 35 (10.32%) Microsoft 365
3 26 (7.67%) Azure DevOps
4 24 (7.08%) GitHub
5 22 (6.49%) dbt
6 19 (5.60%) AWS
6 19 (5.60%) Snowflake
7 14 (4.13%) Datadog
7 14 (4.13%) GitHub Actions
8 13 (3.83%) Azure Data Factory
8 13 (3.83%) SaaS
9 12 (3.54%) Power Platform
10 11 (3.24%) Azure Key Vault
11 10 (2.95%) Entra ID
12 8 (2.36%) Power Automate
13 7 (2.06%) GitHub Copilot
14 5 (1.47%) GCP
15 4 (1.18%) AWS CloudFormation
15 4 (1.18%) OCI
16 3 (0.88%) Sentry
Communications & Networking
1 23 (6.78%) LAN
2 21 (6.19%) Broadband
3 19 (5.60%) Wi-Fi
4 17 (5.01%) VoIP
5 9 (2.65%) DHCP
5 9 (2.65%) DNS
6 7 (2.06%) Ethernet
6 7 (2.06%) Firewall
6 7 (2.06%) RS-232
7 6 (1.77%) WAN
8 5 (1.47%) TCP/IP
8 5 (1.47%) VPN
9 4 (1.18%) ATM
9 4 (1.18%) Network Security
9 4 (1.18%) SAN
10 2 (0.59%) Softphone
10 2 (0.59%) Wireless
11 1 (0.29%) Internet
11 1 (0.29%) VLAN
11 1 (0.29%) WLAN
Database & Business Intelligence
1 12 (3.54%) Power BI
2 10 (2.95%) SQL Server
3 8 (2.36%) Data Warehouse
4 6 (1.77%) Oracle BI Publisher
5 5 (1.47%) Amazon RDS
5 5 (1.47%) PostgreSQL
6 4 (1.18%) Essbase
7 3 (0.88%) Elasticsearch
7 3 (0.88%) Metadata
7 3 (0.88%) Redis
7 3 (0.88%) Tableau
8 2 (0.59%) Amazon Redshift
8 2 (0.59%) Azure SQL Database
8 2 (0.59%) Oracle BI EE
8 2 (0.59%) Oracle Database
8 2 (0.59%) Oracle Reports
8 2 (0.59%) SQL Server Integration Services
8 2 (0.59%) SQL Server Reporting Services
9 1 (0.29%) DynamoDB
Development Applications
1 10 (2.95%) JIRA
2 8 (2.36%) Oracle Forms
3 7 (2.06%) Git
4 2 (0.59%) Visual Studio
5 1 (0.29%) Cypress.io
General
1 180 (53.10%) Social Skills
2 118 (34.81%) Finance
3 99 (29.20%) Analytical Skills
4 31 (9.14%) Retail
5 25 (7.37%) Banking
6 20 (5.90%) Organisational Skills
7 17 (5.01%) Law
8 16 (4.72%) Games
8 16 (4.72%) Telecoms
9 15 (4.42%) Legal
9 15 (4.42%) Public Sector
10 11 (3.24%) Marketing
11 10 (2.95%) Electronics
12 8 (2.36%) Manufacturing
12 8 (2.36%) Presentation Skills
13 6 (1.77%) Financial Institution
13 6 (1.77%) Fire and Rescue
13 6 (1.77%) General Ledger
13 6 (1.77%) Influencing Skills
14 5 (1.47%) Documentation Skills
Job Titles
1 73 (21.53%) Analyst
2 52 (15.34%) Senior
3 44 (12.98%) IT Support
4 23 (6.78%) Trainee
5 19 (5.60%) Business Analyst
6 17 (5.01%) IT Assistant
6 17 (5.01%) IT Support Assistant
6 17 (5.01%) Quality Analyst
6 17 (5.01%) Support Assistant
7 16 (4.72%) QA Analyst
7 16 (4.72%) Trainee Analyst
7 16 (4.72%) Trainee Business Analyst
8 15 (4.42%) Architect
9 14 (4.13%) Developer
9 14 (4.13%) Development Engineer
9 14 (4.13%) Support Analyst
10 13 (3.83%) Applications Support
11 11 (3.24%) Applications Engineer
11 11 (3.24%) Senior Analyst
11 11 (3.24%) Support Engineer
Libraries, Frameworks & Software Standards
1 26 (7.67%) .NET
2 14 (4.13%) ADO
3 11 (3.24%) GraphQL
3 11 (3.24%) OAuth
3 11 (3.24%) OpenAPI
3 11 (3.24%) Swagger
4 4 (1.18%) SOAP
5 3 (0.88%) Django
5 3 (0.88%) Hibernate
5 3 (0.88%) HTML
5 3 (0.88%) React
5 3 (0.88%) RESTful
5 3 (0.88%) Spring
6 2 (0.59%) .NET Framework
6 2 (0.59%) CSS
6 2 (0.59%) REST
7 1 (0.29%) AngularJS
7 1 (0.29%) AWS CDK
7 1 (0.29%) Node.js
7 1 (0.29%) XML
Miscellaneous
1 39 (11.50%) Self-Motivation
2 25 (7.37%) Onboarding
3 19 (5.60%) Management Information System
3 19 (5.60%) Product Ownership
4 16 (4.72%) Driving Licence
5 13 (3.83%) Analytical Mindset
6 8 (2.36%) Renewable Energy
7 7 (2.06%) FPGA
7 7 (2.06%) Low-Code
7 7 (2.06%) VHDL
8 6 (1.77%) Cloud Native
9 5 (1.47%) Data Centre
9 5 (1.47%) Team-Oriented Environment
10 4 (1.18%) Digital Media
10 4 (1.18%) Smartphone
11 3 (0.88%) Cyber Threat
11 3 (0.88%) Linux Command Line
11 3 (0.88%) Web Conferencing
12 2 (0.59%) Security Posture
12 2 (0.59%) Virtual Team
Operating Systems
1 41 (12.09%) Windows
2 13 (3.83%) Linux
3 12 (3.54%) Windows Server
4 7 (2.06%) Android
5 6 (1.77%) Apple iOS
6 5 (1.47%) Unix
7 2 (0.59%) Ubuntu
7 2 (0.59%) Windows Server 2008
7 2 (0.59%) Windows Server 2012
8 1 (0.29%) Mac OS
8 1 (0.29%) Red Hat Enterprise Linux
8 1 (0.29%) Windows 10
Processes & Methodologies
1 99 (29.20%) Continuous Improvement
2 83 (24.48%) Coaching
3 73 (21.53%) Asset Management
4 58 (17.11%) DevOps
5 55 (16.22%) CI/CD
6 52 (15.34%) Agile
7 50 (14.75%) Customer Service
8 44 (12.98%) Mentoring
9 36 (10.62%) ITIL
10 35 (10.32%) Project Management
11 31 (9.14%) Change Management
12 30 (8.85%) Stakeholder Management
13 25 (7.37%) AI
13 25 (7.37%) Business Intelligence
14 23 (6.78%) Software Engineering
15 22 (6.49%) Root Cause Analysis
16 21 (6.19%) Platform Engineering
17 20 (5.90%) Stakeholder Engagement
18 19 (5.60%) Business Analysis
18 19 (5.60%) Observability
Programming Languages
1 51 (15.04%) SQL
2 33 (9.73%) Python
3 28 (8.26%) PowerShell
4 20 (5.90%) JavaScript
5 13 (3.83%) C#
6 12 (3.54%) C++
7 6 (1.77%) Java
8 4 (1.18%) Groovy
9 2 (0.59%) Data Analysis Expressions
9 2 (0.59%) MATLAB
9 2 (0.59%) Shell Script
9 2 (0.59%) T-SQL
9 2 (0.59%) TypeScript
10 1 (0.29%) Bash
10 1 (0.29%) Perl
Qualifications
1 71 (20.94%) Degree
2 11 (3.24%) Microsoft Certification
3 10 (2.95%) Computer Science Degree
3 10 (2.95%) Master's Degree
4 9 (2.65%) Cisco Certification
5 7 (2.06%) BPSS Clearance
5 7 (2.06%) Security Cleared
6 6 (1.77%) CCNA
6 6 (1.77%) SC Cleared
7 4 (1.18%) A+ Certification
7 4 (1.18%) AWS Certification
7 4 (1.18%) CISM
7 4 (1.18%) CISSP
7 4 (1.18%) ITIL Certification
7 4 (1.18%) MCSE
7 4 (1.18%) Network+ Certification
8 3 (0.88%) CCIE
8 3 (0.88%) HND
9 2 (0.59%) CCA
9 2 (0.59%) CEH
Quality Assurance & Compliance
1 41 (12.09%) QA
2 7 (2.06%) SLA
3 6 (1.77%) Accessibility
3 6 (1.77%) Data Quality
3 6 (1.77%) GDPR
4 3 (0.88%) PCI DSS
5 2 (0.59%) GAAP
5 2 (0.59%) GxP
5 2 (0.59%) IFRS
5 2 (0.59%) ISO/IEC 19770
5 2 (0.59%) ISO/IEC 27001
5 2 (0.59%) Solvency II
5 2 (0.59%) WCAG
6 1 (0.29%) Actionable Recommendations
6 1 (0.29%) Cyber Essentials
6 1 (0.29%) ISO/IEC 15288
6 1 (0.29%) NIST
System Software
1 22 (6.49%) Docker
2 20 (5.90%) Active Directory
3 14 (4.13%) Firmware
4 10 (2.95%) Virtual Desktop
5 6 (1.77%) Embedded Firmware
6 5 (1.47%) Hyper-V
6 5 (1.47%) VMware Infrastructure
7 2 (0.59%) Virtual Machines
7 2 (0.59%) vSphere
8 1 (0.29%) KVM
8 1 (0.29%) Virtual Servers
Systems Management
1 35 (10.32%) Terraform
2 19 (5.60%) Kubernetes
3 14 (4.13%) Grafana
3 14 (4.13%) Microsoft Intune
3 14 (4.13%) Prometheus
4 6 (1.77%) Ansible
5 3 (0.88%) AWS Copilot
6 2 (0.59%) Control-M
6 2 (0.59%) SCCM
7 1 (0.29%) Computer Incident Response Team
7 1 (0.29%) Proxmox
7 1 (0.29%) Puppet
7 1 (0.29%) QRadar
Vendors
1 66 (19.47%) Microsoft
2 21 (6.19%) Cisco
3 17 (5.01%) Oracle
4 16 (4.72%) BT
5 8 (2.36%) Apple
6 7 (2.06%) Dell
6 7 (2.06%) EMC
7 6 (1.77%) ServiceNow
8 5 (1.47%) Citrix
8 5 (1.47%) Freshdesk
8 5 (1.47%) Infor
8 5 (1.47%) Meraki
8 5 (1.47%) VMware
9 4 (1.18%) Ab Initio
9 4 (1.18%) Hyperion
9 4 (1.18%) IBM
10 3 (0.88%) Google
10 3 (0.88%) SAP
11 2 (0.59%) HP
11 2 (0.59%) Informatica