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 27 January 2026, with comparisons to the same periods in the previous two years.

6 months to
27 Jan 2026
Same period 2025 Same period 2024
Rank 9 4 20
Rank change year-on-year -5 +16 -1
Permanent jobs citing Problem-Solving 351 389 533
As % of all permanent jobs in Scotland 12.23% 15.57% 13.90%
As % of the Processes & Methodologies category 15.33% 16.60% 14.86%
Number of salaries quoted 193 158 313
10th Percentile £25,684 £29,925 £26,250
25th Percentile £28,250 £35,125 £35,000
Median annual salary (50th Percentile) £33,500 £51,500 £49,990
Median % change year-on-year -34.95% +3.02% -16.02%
75th Percentile £55,000 £70,000 £65,000
90th Percentile £78,032 £95,000 £79,000
UK median annual salary £45,000 £55,000 £50,000
% change year-on-year -18.18% +10.00% -13.04%

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 2,289 2,343 3,586
As % of all permanent jobs advertised in Scotland 79.78% 93.80% 93.51%
Number of salaries quoted 1,125 965 2,080
10th Percentile £26,750 £31,250 £25,000
25th Percentile £31,000 £41,250 £32,500
Median annual salary (50th Percentile) £45,000 £55,000 £50,000
Median % change year-on-year -18.18% +10.00% -13.04%
75th Percentile £65,000 £71,250 £65,000
90th Percentile £85,000 £90,000 £80,000
UK median annual salary £55,000 £60,000 £57,500
% change year-on-year -8.33% +4.35% -8.00%

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 27 January 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 27 January 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 -8 145 £31,000 -52.31% 55
Glasgow 0 89 £42,000 -5.62% 28
Aberdeen +1 20 £40,000 -20.00% 35
West Lothian +12 16 £52,500 - 8
Midlothian -3 10 £25,684 +16.86% 29
North Lanarkshire -6 10 £28,750 -
Dundee - 10 £33,500 -
Perth and Kinross -4 7 £33,500 +8.06% 1
Stirling -4 6 £54,500 -27.33% 3
Renfrewshire - 6 - - 5
Highlands -4 5 - - 2
South Lanarkshire -4 4 - - 2
Lanarkshire -6 4 £43,000 +32.31% 21
West Dunbartonshire - 3 £16,000 - 1
East Lothian -4 2 £25,684 -20.97%
Fife -5 2 £36,000 -15.29% 7
Ayrshire - 2 - -
North Ayrshire - 2 - -
East Ayrshire - 2 - -
Moray +3 1 - - 1
Inverclyde -1 1 - -
Argyll and Bute - 1 £28,500 -
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 8 (2.28%) SharePoint
2 6 (1.71%) Microsoft Exchange
3 5 (1.42%) Confluence
4 4 (1.14%) Apache Airflow
4 4 (1.14%) Exchange Server 2013
5 3 (0.85%) WebSphere
5 3 (0.85%) WebSphere Application Server
6 2 (0.57%) Exchange Server 2007
6 2 (0.57%) Exchange Server 2010
7 1 (0.28%) FileNet
Applications
1 14 (3.99%) Microsoft Excel
2 13 (3.70%) Microsoft Office
3 5 (1.42%) MS Visio
4 4 (1.14%) Oracle Smart View
5 2 (0.57%) Microsoft PowerPoint
5 2 (0.57%) Weka
6 1 (0.28%) Chatbot
6 1 (0.28%) Mathcad
6 1 (0.28%) Simulink
Business Applications
1 8 (2.28%) Oracle Assets
1 8 (2.28%) Oracle ERP
1 8 (2.28%) Oracle Financials
1 8 (2.28%) Oracle General Ledger
1 8 (2.28%) Oracle Payables
1 8 (2.28%) Oracle Receivables
2 4 (1.14%) Hyperion Planning
2 4 (1.14%) Markit EDM
3 1 (0.28%) Elite 3E
3 1 (0.28%) FIS Private Capital Suite
Cloud Services
1 84 (23.93%) Azure
2 34 (9.69%) Microsoft 365
3 26 (7.41%) Azure DevOps
4 24 (6.84%) GitHub
5 22 (6.27%) dbt
6 21 (5.98%) AWS
7 19 (5.41%) Snowflake
8 17 (4.84%) SaaS
9 14 (3.99%) Azure Data Factory
9 14 (3.99%) Datadog
9 14 (3.99%) GitHub Actions
10 12 (3.42%) Power Platform
11 11 (3.13%) Azure Key Vault
12 10 (2.85%) Entra ID
13 8 (2.28%) Power Automate
14 7 (1.99%) GitHub Copilot
15 6 (1.71%) GCP
16 5 (1.42%) Amazon S3
16 5 (1.42%) AWS Lambda
16 5 (1.42%) Serverless
Communications & Networking
1 23 (6.55%) LAN
2 21 (5.98%) Broadband
2 21 (5.98%) Wi-Fi
3 17 (4.84%) VoIP
4 12 (3.42%) DHCP
4 12 (3.42%) DNS
5 10 (2.85%) Firewall
6 6 (1.71%) VPN
6 6 (1.71%) WAN
7 5 (1.42%) Ethernet
7 5 (1.42%) RS-232
7 5 (1.42%) SAN
7 5 (1.42%) TCP/IP
8 4 (1.14%) ATM
8 4 (1.14%) Network Security
9 2 (0.57%) Remote Desktop
9 2 (0.57%) Softphone
9 2 (0.57%) Wireless
10 1 (0.28%) VLAN
10 1 (0.28%) Wireshark
Database & Business Intelligence
1 12 (3.42%) Power BI
1 12 (3.42%) SQL Server
2 8 (2.28%) Data Warehouse
3 7 (1.99%) Amazon RDS
3 7 (1.99%) PostgreSQL
4 6 (1.71%) Oracle BI Publisher
5 4 (1.14%) Amazon Redshift
5 4 (1.14%) Essbase
5 4 (1.14%) Metadata
5 4 (1.14%) SQL Server Integration Services
6 3 (0.85%) Azure SQL Database
6 3 (0.85%) Elasticsearch
6 3 (0.85%) Redis
7 2 (0.57%) Oracle BI EE
7 2 (0.57%) Oracle Database
7 2 (0.57%) Oracle Reports
7 2 (0.57%) SQL Server Reporting Services
8 1 (0.28%) DynamoDB
8 1 (0.28%) Tableau
Development Applications
1 9 (2.56%) Git
1 9 (2.56%) JIRA
2 8 (2.28%) Oracle Forms
3 2 (0.57%) Visual Studio
4 1 (0.28%) Visual Studio Code
General
1 191 (54.42%) Social Skills
2 120 (34.19%) Finance
3 86 (24.50%) Analytical Skills
4 39 (11.11%) Banking
5 30 (8.55%) Retail
6 21 (5.98%) Organisational Skills
6 21 (5.98%) Public Sector
7 20 (5.70%) Legal
8 18 (5.13%) Telecoms
9 17 (4.84%) Games
10 16 (4.56%) Law
11 9 (2.56%) General Ledger
11 9 (2.56%) Manufacturing
11 9 (2.56%) Marketing
12 8 (2.28%) Documentation Skills
12 8 (2.28%) Electronics
13 6 (1.71%) Fire and Rescue
13 6 (1.71%) Presentation Skills
14 5 (1.42%) Financial Institution
15 3 (0.85%) French Language
Job Titles
1 91 (25.93%) Analyst
2 50 (14.25%) Senior
3 47 (13.39%) IT Support
4 33 (9.40%) Quality Analyst
5 32 (9.12%) QA Analyst
6 22 (6.27%) Business Analyst
7 17 (4.84%) IT Assistant
7 17 (4.84%) IT Support Assistant
7 17 (4.84%) Support Assistant
7 17 (4.84%) Trainee
7 17 (4.84%) Trainee Analyst
7 17 (4.84%) Trainee Business Analyst
8 14 (3.99%) Developer
8 14 (3.99%) Development Engineer
9 13 (3.70%) Applications Support
9 13 (3.70%) Support Analyst
9 13 (3.70%) Support Engineer
10 12 (3.42%) Architect
10 12 (3.42%) IT Engineer
11 11 (3.13%) Applications Engineer
Libraries, Frameworks & Software Standards
1 27 (7.69%) .NET
2 14 (3.99%) ADO
3 11 (3.13%) GraphQL
3 11 (3.13%) OAuth
3 11 (3.13%) OpenAPI
3 11 (3.13%) Swagger
4 6 (1.71%) SOAP
5 4 (1.14%) HTML
5 4 (1.14%) REST
6 3 (0.85%) CSS
6 3 (0.85%) Django
6 3 (0.85%) Hibernate
6 3 (0.85%) React
6 3 (0.85%) RESTful
6 3 (0.85%) Spring
7 2 (0.57%) .NET Framework
8 1 (0.28%) AngularJS
8 1 (0.28%) Next.js
8 1 (0.28%) Node.js
8 1 (0.28%) XML
Miscellaneous
1 41 (11.68%) Self-Motivation
2 27 (7.69%) Onboarding
3 19 (5.41%) Management Information System
3 19 (5.41%) Product Ownership
4 16 (4.56%) Analytical Mindset
4 16 (4.56%) Driving Licence
5 8 (2.28%) Renewable Energy
6 7 (1.99%) Low-Code
7 6 (1.71%) Cloud Native
7 6 (1.71%) Data Centre
8 5 (1.42%) FPGA
8 5 (1.42%) Smartphone
8 5 (1.42%) VHDL
9 4 (1.14%) NHS
9 4 (1.14%) Team-Oriented Environment
10 3 (0.85%) Cyber Threat
10 3 (0.85%) Data Structures
10 3 (0.85%) Linux Command Line
10 3 (0.85%) Web Conferencing
11 2 (0.57%) Virtual Team
Operating Systems
1 41 (11.68%) Windows
2 14 (3.99%) Linux
2 14 (3.99%) Windows Server
3 7 (1.99%) Android
3 7 (1.99%) Unix
4 4 (1.14%) Apple iOS
4 4 (1.14%) Windows Server 2008
4 4 (1.14%) Windows Server 2012
5 2 (0.57%) Ubuntu
5 2 (0.57%) Windows Server 2016
6 1 (0.28%) Mac OS
6 1 (0.28%) Windows 10
Processes & Methodologies
1 112 (31.91%) Continuous Improvement
2 103 (29.34%) Coaching
3 67 (19.09%) Asset Management
4 57 (16.24%) DevOps
5 56 (15.95%) CI/CD
6 53 (15.10%) Agile
7 46 (13.11%) Customer Service
8 37 (10.54%) Mentoring
9 34 (9.69%) Emotional Intelligence
10 33 (9.40%) ITIL
11 31 (8.83%) Change Management
11 31 (8.83%) Project Management
12 27 (7.69%) Software Engineering
13 26 (7.41%) AI
14 25 (7.12%) Root Cause Analysis
14 25 (7.12%) Stakeholder Engagement
15 24 (6.84%) Stakeholder Management
16 23 (6.55%) Business Intelligence
17 22 (6.27%) Business Analysis
17 22 (6.27%) Migration
Programming Languages
1 51 (14.53%) SQL
2 33 (9.40%) Python
3 28 (7.98%) PowerShell
4 19 (5.41%) JavaScript
5 13 (3.70%) C#
6 8 (2.28%) C++
7 6 (1.71%) Java
8 4 (1.14%) Groovy
8 4 (1.14%) Shell Script
9 3 (0.85%) T-SQL
10 2 (0.57%) Data Analysis Expressions
10 2 (0.57%) MATLAB
11 1 (0.28%) TypeScript
Qualifications
1 64 (18.23%) Degree
2 11 (3.13%) Microsoft Certification
3 10 (2.85%) Cisco Certification
3 10 (2.85%) Computer Science Degree
4 8 (2.28%) BPSS Clearance
5 7 (1.99%) CCNA
6 6 (1.71%) SC Cleared
6 6 (1.71%) Security Cleared
7 5 (1.42%) A+ Certification
7 5 (1.42%) ITIL Certification
7 5 (1.42%) MCSE
7 5 (1.42%) Network+ Certification
8 4 (1.14%) AWS Certification
9 3 (0.85%) CCIE
9 3 (0.85%) CISM
9 3 (0.85%) CISSP
9 3 (0.85%) HND
9 3 (0.85%) Master's Degree
10 2 (0.57%) CCA
10 2 (0.57%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 59 (16.81%) QA
2 8 (2.28%) Data Quality
2 8 (2.28%) SLA
3 6 (1.71%) Accessibility
3 6 (1.71%) GDPR
4 3 (0.85%) ISO 14001
4 3 (0.85%) ISO 9001
4 3 (0.85%) PCI DSS
5 2 (0.57%) GxP
5 2 (0.57%) ISO/IEC 19770
5 2 (0.57%) WCAG
6 1 (0.28%) Actionable Recommendations
6 1 (0.28%) Cyber Essentials
6 1 (0.28%) ISO/IEC 15288
6 1 (0.28%) ISO/IEC 27001
System Software
1 21 (5.98%) Active Directory
2 20 (5.70%) Docker
3 10 (2.85%) Firmware
4 7 (1.99%) Virtual Desktop
5 5 (1.42%) Embedded Firmware
6 3 (0.85%) Hyper-V
7 2 (0.57%) Virtual Machines
7 2 (0.57%) VMware Infrastructure
7 2 (0.57%) vSphere
8 1 (0.28%) Virtual Servers
Systems Management
1 35 (9.97%) Terraform
2 17 (4.84%) Kubernetes
3 14 (3.99%) Grafana
3 14 (3.99%) Prometheus
4 11 (3.13%) Microsoft Intune
5 5 (1.42%) Ansible
6 4 (1.14%) Control-M
7 3 (0.85%) AWS Copilot
7 3 (0.85%) SCCM
8 1 (0.28%) Computer Incident Response Team
8 1 (0.28%) Proxmox
8 1 (0.28%) QRadar
Vendors
1 62 (17.66%) Microsoft
2 20 (5.70%) Cisco
3 18 (5.13%) Oracle
4 16 (4.56%) BT
5 10 (2.85%) Dell
6 7 (1.99%) ServiceNow
7 6 (1.71%) Apple
8 5 (1.42%) EMC
8 5 (1.42%) Infor
9 4 (1.14%) Ab Initio
9 4 (1.14%) HP
9 4 (1.14%) Hyperion
9 4 (1.14%) IBM
9 4 (1.14%) Informatica
9 4 (1.14%) Meraki
10 3 (0.85%) Citrix
10 3 (0.85%) Freshdesk
10 3 (0.85%) Google
10 3 (0.85%) SAP
11 2 (0.57%) BeyondTrust