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

6 months to
14 Dec 2025
Same period 2024 Same period 2023
Rank 11 7 13
Rank change year-on-year -4 +6 0
Permanent jobs citing Problem-Solving 331 423 409
As % of all permanent jobs in Scotland 12.16% 14.79% 15.37%
As % of the Processes & Methodologies category 14.79% 16.35% 16.00%
Number of salaries quoted 204 175 287
10th Percentile £25,684 £28,135 £28,800
25th Percentile £28,250 £35,000 £37,500
Median annual salary (50th Percentile) £33,500 £50,000 £50,000
Median % change year-on-year -33.00% - -15.25%
75th Percentile £60,000 £70,000 £65,000
90th Percentile £71,250 £95,000 £84,056
UK median annual salary £45,497 £55,000 £55,000
% change year-on-year -17.28% - -

All Process and 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 2,238 2,587 2,556
As % of all permanent jobs advertised in Scotland 82.19% 90.45% 96.05%
Number of salaries quoted 1,151 1,151 1,735
10th Percentile £26,250 £32,500 £25,000
25th Percentile £31,500 £41,250 £33,750
Median annual salary (50th Percentile) £40,000 £55,000 £52,500
Median % change year-on-year -27.27% +4.76% -4.55%
75th Percentile £65,000 £70,000 £68,750
90th Percentile £80,000 £85,000 £83,750
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -1.64%

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 14 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 14 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 -9 147 £31,750 -51.15% 57
Glasgow +2 82 £50,000 +12.36% 58
West Lothian +15 20 £67,500 -48.08% 6
Aberdeen -2 12 £70,000 +40.00% 28
Dundee +5 10 £33,500 -14.86% 4
Midlothian -2 10 £25,684 +16.86% 20
Stirling 0 7 £31,750 -33.16% 2
Perth and Kinross -2 7 £33,500 -26.06% 1
North Lanarkshire -5 6 £31,750 - 5
Lanarkshire -7 6 £27,500 -15.38% 27
Highlands -2 5 - - 4
Inverclyde 0 4 £31,750 -39.52%
Renfrewshire -5 4 £31,750 -9.29% 9
Fife -2 2 £50,000 +17.65% 3
East Lothian -5 2 £25,684 -20.97%
Moray +1 1 - - 1
Argyll and Bute - 1 £28,500 -
West Dunbartonshire - 1 £16,000 - 5
Dunbartonshire - 1 - - 2
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 (1.51%) Confluence
1 5 (1.51%) SharePoint
2 3 (0.91%) Microsoft Exchange
3 2 (0.60%) Exchange Server 2013
3 2 (0.60%) WebSphere
3 2 (0.60%) WebSphere Application Server
4 1 (0.30%) FileNet
4 1 (0.30%) JOnAS
Applications
1 20 (6.04%) Microsoft Excel
2 9 (2.72%) Microsoft Office
3 5 (1.51%) Microsoft PowerPoint
4 4 (1.21%) Oracle Smart View
5 3 (0.91%) MS Visio
6 2 (0.60%) Weka
7 1 (0.30%) Chatbot
7 1 (0.30%) Mathcad
7 1 (0.30%) Simulink
Business Applications
1 10 (3.02%) Oracle Payables
1 10 (3.02%) Oracle Receivables
2 8 (2.42%) Oracle Assets
2 8 (2.42%) Oracle ERP
2 8 (2.42%) Oracle Financials
2 8 (2.42%) Oracle General Ledger
3 4 (1.21%) Hyperion Planning
4 3 (0.91%) Markit EDM
5 1 (0.30%) Elite 3E
Cloud Services
1 85 (25.68%) Azure
2 35 (10.57%) Microsoft 365
3 27 (8.16%) Azure DevOps
4 23 (6.95%) GitHub
5 20 (6.04%) dbt
6 17 (5.14%) Snowflake
7 16 (4.83%) AWS
8 13 (3.93%) Azure Data Factory
8 13 (3.93%) Datadog
8 13 (3.93%) GitHub Actions
8 13 (3.93%) Power Platform
9 11 (3.32%) SaaS
10 10 (3.02%) Azure Key Vault
10 10 (3.02%) Entra ID
11 8 (2.42%) Power Automate
12 7 (2.11%) GitHub Copilot
13 5 (1.51%) GCP
14 4 (1.21%) AWS CloudFormation
14 4 (1.21%) OCI
15 3 (0.91%) Pulumi
Communications & Networking
1 21 (6.34%) Broadband
1 21 (6.34%) Wi-Fi
2 20 (6.04%) LAN
3 17 (5.14%) VoIP
4 9 (2.72%) Ethernet
4 9 (2.72%) RS-232
5 7 (2.11%) DHCP
5 7 (2.11%) DNS
6 5 (1.51%) Firewall
6 5 (1.51%) TCP/IP
7 4 (1.21%) ATM
7 4 (1.21%) SAN
7 4 (1.21%) VPN
7 4 (1.21%) WAN
8 2 (0.60%) Network Security
8 2 (0.60%) Softphone
9 1 (0.30%) HSRP
9 1 (0.30%) IPsec
9 1 (0.30%) NAS
9 1 (0.30%) Wireshark
Database & Business Intelligence
1 13 (3.93%) Power BI
2 8 (2.42%) Data Warehouse
2 8 (2.42%) SQL Server
3 6 (1.81%) Oracle BI Publisher
4 4 (1.21%) Essbase
5 3 (0.91%) Amazon RDS
5 3 (0.91%) Azure SQL Database
5 3 (0.91%) Elasticsearch
5 3 (0.91%) Metadata
5 3 (0.91%) PostgreSQL
5 3 (0.91%) Redis
5 3 (0.91%) Tableau
6 2 (0.60%) Oracle BI EE
6 2 (0.60%) Oracle Database
6 2 (0.60%) Oracle Reports
6 2 (0.60%) SQL Server Reporting Services
7 1 (0.30%) DynamoDB
Development Applications
1 10 (3.02%) JIRA
2 8 (2.42%) Oracle Forms
3 5 (1.51%) Git
4 2 (0.60%) Visual Studio
5 1 (0.30%) Cypress.io
General
1 174 (52.57%) Social Skills
2 113 (34.14%) Finance
3 111 (33.53%) Analytical Skills
4 30 (9.06%) Retail
5 22 (6.65%) Organisational Skills
6 17 (5.14%) Games
7 16 (4.83%) Telecoms
8 15 (4.53%) Legal
8 15 (4.53%) Public Sector
9 14 (4.23%) Law
10 12 (3.63%) Electronics
10 12 (3.63%) Marketing
11 10 (3.02%) Presentation Skills
12 9 (2.72%) Banking
13 8 (2.42%) Manufacturing
14 6 (1.81%) Financial Institution
14 6 (1.81%) Fire and Rescue
14 6 (1.81%) Influencing Skills
15 5 (1.51%) Advertising
15 5 (1.51%) General Ledger
Job Titles
1 54 (16.31%) Analyst
2 51 (15.41%) Senior
3 41 (12.39%) IT Support
4 35 (10.57%) Trainee
5 21 (6.34%) Graduate
6 17 (5.14%) Business Analyst
6 17 (5.14%) IT Assistant
6 17 (5.14%) IT Support Assistant
6 17 (5.14%) Support Assistant
7 15 (4.53%) Architect
7 15 (4.53%) Developer
8 14 (4.23%) Support Analyst
8 14 (4.23%) Trainee Analyst
8 14 (4.23%) Trainee Business Analyst
9 13 (3.93%) Development Engineer
9 13 (3.93%) Firmware Architect
10 12 (3.63%) Applications Support
10 12 (3.63%) Lead
11 11 (3.32%) Support Engineer
12 10 (3.02%) Senior Analyst
Libraries, Frameworks & Software Standards
1 25 (7.55%) .NET
2 14 (4.23%) ADO
3 10 (3.02%) GraphQL
3 10 (3.02%) OAuth
3 10 (3.02%) OpenAPI
3 10 (3.02%) Swagger
4 3 (0.91%) Django
4 3 (0.91%) Hibernate
4 3 (0.91%) HTML
4 3 (0.91%) React
4 3 (0.91%) RESTful
4 3 (0.91%) Spring
5 2 (0.60%) .NET Framework
5 2 (0.60%) CSS
5 2 (0.60%) SOAP
6 1 (0.30%) 802.1X
6 1 (0.30%) AngularJS
6 1 (0.30%) Node.js
6 1 (0.30%) WinForms
6 1 (0.30%) XML
Miscellaneous
1 38 (11.48%) Self-Motivation
2 24 (7.25%) Onboarding
3 19 (5.74%) Product Ownership
4 17 (5.14%) Management Information System
5 14 (4.23%) Driving Licence
6 11 (3.32%) Analytical Mindset
7 9 (2.72%) FPGA
7 9 (2.72%) VHDL
8 8 (2.42%) Renewable Energy
9 7 (2.11%) Low-Code
10 6 (1.81%) Data Centre
11 5 (1.51%) Cloud Native
11 5 (1.51%) Digital Media
11 5 (1.51%) Team-Oriented Environment
12 4 (1.21%) Smartphone
13 3 (0.91%) Cyber Threat
13 3 (0.91%) Linux Command Line
13 3 (0.91%) Web Conferencing
14 2 (0.60%) Security Posture
14 2 (0.60%) Virtual Team
Operating Systems
1 40 (12.08%) Windows
2 11 (3.32%) Windows Server
3 10 (3.02%) Linux
4 7 (2.11%) Android
5 6 (1.81%) Apple iOS
6 3 (0.91%) Unix
7 2 (0.60%) Ubuntu
7 2 (0.60%) Windows 10
7 2 (0.60%) Windows Server 2008
7 2 (0.60%) Windows Server 2012
8 1 (0.30%) Mac OS
8 1 (0.30%) Red Hat Enterprise Linux
8 1 (0.30%) VMS
8 1 (0.30%) Windows 7
Processes & Methodologies
1 86 (25.98%) Continuous Improvement
2 70 (21.15%) Asset Management
3 65 (19.64%) Coaching
4 57 (17.22%) DevOps
5 53 (16.01%) Agile
6 52 (15.71%) CI/CD
7 51 (15.41%) Customer Service
8 45 (13.60%) Mentoring
9 35 (10.57%) Project Management
10 33 (9.97%) ITIL
11 31 (9.37%) Stakeholder Management
12 29 (8.76%) Change Management
13 27 (8.16%) Business Intelligence
14 25 (7.55%) AI
15 22 (6.65%) Software Engineering
16 20 (6.04%) Platform Engineering
17 19 (5.74%) Data Analysis
17 19 (5.74%) Decision-Making
17 19 (5.74%) Stakeholder Engagement
18 18 (5.44%) Observability
Programming Languages
1 50 (15.11%) SQL
2 33 (9.97%) Python
3 26 (7.85%) PowerShell
4 19 (5.74%) JavaScript
5 16 (4.83%) C++
6 13 (3.93%) C#
7 7 (2.11%) Java
8 4 (1.21%) Groovy
9 2 (0.60%) Data Analysis Expressions
9 2 (0.60%) MATLAB
9 2 (0.60%) T-SQL
9 2 (0.60%) TypeScript
10 1 (0.30%) Bash
10 1 (0.30%) Perl
10 1 (0.30%) Scala
Qualifications
1 83 (25.08%) Degree
2 24 (7.25%) Master's Degree
3 11 (3.32%) Microsoft Certification
4 10 (3.02%) Computer Science Degree
5 9 (2.72%) Cisco Certification
6 7 (2.11%) BPSS Clearance
6 7 (2.11%) CCNA
6 7 (2.11%) Security Cleared
7 6 (1.81%) SC Cleared
8 4 (1.21%) A+ Certification
8 4 (1.21%) CISM
8 4 (1.21%) CISSP
8 4 (1.21%) MCSE
8 4 (1.21%) Network+ Certification
9 3 (0.91%) AWS Certification
9 3 (0.91%) HND
9 3 (0.91%) ITIL Certification
10 2 (0.60%) CCA
10 2 (0.60%) CCIE
10 2 (0.60%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 24 (7.25%) QA
2 7 (2.11%) Accessibility
2 7 (2.11%) GDPR
3 6 (1.81%) SLA
4 4 (1.21%) Data Quality
5 3 (0.91%) GAAP
5 3 (0.91%) IFRS
5 3 (0.91%) ISO/IEC 27001
5 3 (0.91%) PCI DSS
5 3 (0.91%) Solvency II
6 2 (0.60%) GxP
6 2 (0.60%) ISO/IEC 19770
6 2 (0.60%) NIST
6 2 (0.60%) WCAG
7 1 (0.30%) Actionable Recommendations
7 1 (0.30%) Cyber Essentials
7 1 (0.30%) ISO/IEC 15288
7 1 (0.30%) NIST 800
System Software
1 21 (6.34%) Docker
2 19 (5.74%) Firmware
3 18 (5.44%) Active Directory
4 10 (3.02%) Virtual Desktop
5 8 (2.42%) Embedded Firmware
6 5 (1.51%) Hyper-V
7 4 (1.21%) VMware Infrastructure
8 2 (0.60%) Virtual Machines
8 2 (0.60%) vSphere
9 1 (0.30%) KVM
9 1 (0.30%) Virtual Servers
Systems Management
1 33 (9.97%) Terraform
2 18 (5.44%) Kubernetes
3 15 (4.53%) Microsoft Intune
4 13 (3.93%) Grafana
4 13 (3.93%) Prometheus
5 7 (2.11%) Ansible
6 3 (0.91%) AWS Copilot
7 1 (0.30%) Computer Incident Response Team
7 1 (0.30%) Puppet
7 1 (0.30%) QRadar
7 1 (0.30%) SCCM
Vendors
1 67 (20.24%) Microsoft
2 21 (6.34%) Cisco
3 16 (4.83%) BT
4 14 (4.23%) Oracle
5 9 (2.72%) EMC
6 8 (2.42%) Apple
7 7 (2.11%) Dell
8 5 (1.51%) Citrix
8 5 (1.51%) Freshdesk
8 5 (1.51%) Infor
8 5 (1.51%) Meraki
9 4 (1.21%) Hyperion
9 4 (1.21%) ServiceNow
9 4 (1.21%) VMware
10 3 (0.91%) Ab Initio
10 3 (0.91%) Google
10 3 (0.91%) IBM
11 2 (0.60%) HP
11 2 (0.60%) Sage
11 2 (0.60%) SAP