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

6 months to
13 Feb 2026
Same period 2025 Same period 2024
Rank 11 5 18
Rank change year-on-year -6 +13 +1
Permanent jobs citing Problem-Solving 351 374 562
As % of all permanent jobs in Scotland 11.87% 15.73% 13.86%
As % of the Processes & Methodologies category 14.90% 16.71% 14.92%
Number of salaries quoted 194 153 327
10th Percentile £25,375 £31,250 £26,250
25th Percentile £28,250 £36,000 £35,517
Median annual salary (50th Percentile) £33,500 £51,500 £47,500
Median % change year-on-year -34.95% +8.42% -20.20%
75th Percentile £55,469 £70,000 £65,000
90th Percentile £77,653 £95,000 £74,250
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 2,355 2,238 3,767
As % of all permanent jobs advertised in Scotland 79.67% 94.11% 92.90%
Number of salaries quoted 1,179 945 2,152
10th Percentile £27,500 £31,250 £25,000
25th Percentile £31,000 £41,250 £33,250
Median annual salary (50th Percentile) £45,000 £55,000 £50,000
Median % change year-on-year -18.18% +10.00% -13.04%
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 13 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 13 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 -8 148 £31,500 -51.54% 35
Glasgow 0 91 £42,000 -5.62% 36
Aberdeen -3 18 £40,000 -20.00% 4
West Lothian +15 13 £60,000 - 4
Midlothian 0 10 £25,684 +16.86% 25
Dundee - 10 £33,500 - 2
North Lanarkshire -2 9 £30,500 - 1
Stirling -3 7 £54,500 +1.64% 3
Perth and Kinross -4 7 £33,500 +8.06%
Renfrewshire - 6 - - 4
Highlands -3 5 - - 5
South Lanarkshire -4 4 - - 1
Lanarkshire -4 4 £58,500 +80.00% 28
Fife -5 4 £36,000 -15.29% 1
West Dunbartonshire - 3 £16,000 - 1
East Lothian -3 2 £25,684 -20.97%
Ayrshire - 2 - -
North Ayrshire - 2 - -
East Ayrshire - 2 - -
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 10 (2.85%) SharePoint
2 9 (2.56%) Microsoft Exchange
3 7 (1.99%) Exchange Server 2013
4 6 (1.71%) Confluence
5 5 (1.42%) Exchange Server 2007
5 5 (1.42%) Exchange Server 2010
6 4 (1.14%) Apache Airflow
6 4 (1.14%) WebSphere
6 4 (1.14%) WebSphere Application Server
7 1 (0.28%) FileNet
Applications
1 16 (4.56%) Microsoft Office
2 14 (3.99%) Microsoft Excel
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
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%) FIS Private Capital Suite
Cloud Services
1 83 (23.65%) Azure
2 33 (9.40%) Microsoft 365
3 26 (7.41%) Azure DevOps
4 22 (6.27%) dbt
4 22 (6.27%) GitHub
5 20 (5.70%) AWS
6 19 (5.41%) Snowflake
7 18 (5.13%) SaaS
8 14 (3.99%) Azure Data Factory
8 14 (3.99%) Datadog
8 14 (3.99%) GitHub Actions
9 11 (3.13%) Azure Key Vault
9 11 (3.13%) Entra ID
9 11 (3.13%) Power Platform
10 8 (2.28%) Power Automate
11 7 (1.99%) GitHub Copilot
12 6 (1.71%) GCP
13 5 (1.42%) Amazon S3
13 5 (1.42%) AWS Lambda
13 5 (1.42%) Serverless
Communications & Networking
1 24 (6.84%) Wi-Fi
2 23 (6.55%) LAN
3 21 (5.98%) Broadband
4 17 (4.84%) VoIP
5 16 (4.56%) DNS
6 15 (4.27%) DHCP
7 14 (3.99%) Firewall
8 6 (1.71%) VPN
8 6 (1.71%) WAN
9 5 (1.42%) Network Security
9 5 (1.42%) SAN
9 5 (1.42%) TCP/IP
10 4 (1.14%) ATM
10 4 (1.14%) Ethernet
10 4 (1.14%) RS-232
11 2 (0.57%) Remote Desktop
11 2 (0.57%) Softphone
11 2 (0.57%) Wireless
12 1 (0.28%) VLAN
12 1 (0.28%) Wireshark
Database & Business Intelligence
1 12 (3.42%) SQL Server
2 11 (3.13%) Power BI
3 8 (2.28%) Data Warehouse
4 7 (1.99%) Amazon RDS
4 7 (1.99%) PostgreSQL
5 6 (1.71%) Oracle BI Publisher
6 4 (1.14%) Amazon Redshift
6 4 (1.14%) Essbase
6 4 (1.14%) Metadata
6 4 (1.14%) SQL Server Integration Services
7 3 (0.85%) Azure SQL Database
7 3 (0.85%) Elasticsearch
7 3 (0.85%) Redis
8 2 (0.57%) Oracle BI EE
8 2 (0.57%) Oracle Reports
8 2 (0.57%) SQL Server Reporting Services
9 1 (0.28%) Big Data
9 1 (0.28%) NoSQL
9 1 (0.28%) Oracle Database
9 1 (0.28%) Tableau
Development Applications
1 11 (3.13%) JIRA
2 9 (2.56%) Git
3 8 (2.28%) Oracle Forms
4 1 (0.28%) Postman
4 1 (0.28%) Visual Studio
4 1 (0.28%) Visual Studio Code
General
1 193 (54.99%) Social Skills
2 120 (34.19%) Finance
3 87 (24.79%) Analytical Skills
4 39 (11.11%) Banking
5 28 (7.98%) Retail
6 26 (7.41%) Organisational Skills
7 23 (6.55%) Public Sector
8 21 (5.98%) Legal
9 20 (5.70%) Telecoms
10 18 (5.13%) Games
11 17 (4.84%) Law
12 11 (3.13%) Manufacturing
13 10 (2.85%) General Ledger
14 9 (2.56%) Documentation Skills
14 9 (2.56%) Marketing
15 7 (1.99%) Electronics
16 6 (1.71%) Fire and Rescue
16 6 (1.71%) Presentation Skills
17 3 (0.85%) Inclusion and Diversity
17 3 (0.85%) Influencing Skills
Job Titles
1 92 (26.21%) Analyst
2 50 (14.25%) Senior
3 47 (13.39%) IT Support
4 32 (9.12%) QA Analyst
4 32 (9.12%) Quality Analyst
5 24 (6.84%) Business Analyst
6 17 (4.84%) IT Assistant
6 17 (4.84%) IT Support Assistant
6 17 (4.84%) Support Assistant
6 17 (4.84%) Trainee
6 17 (4.84%) Trainee Analyst
6 17 (4.84%) Trainee Business Analyst
7 16 (4.56%) IT Engineer
7 16 (4.56%) Support Engineer
8 14 (3.99%) Applications Support
8 14 (3.99%) Development Engineer
9 12 (3.42%) Developer
9 12 (3.42%) Senior Analyst
9 12 (3.42%) Support Analyst
10 11 (3.13%) IT Support 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
7 2 (0.57%) React
8 1 (0.28%) .NET Framework
8 1 (0.28%) AngularJS
8 1 (0.28%) Node.js
8 1 (0.28%) NumPy
8 1 (0.28%) RESTful
8 1 (0.28%) scikit-learn
8 1 (0.28%) TensorFlow
8 1 (0.28%) XML
Miscellaneous
1 44 (12.54%) Self-Motivation
2 26 (7.41%) Onboarding
3 20 (5.70%) Management Information System
3 20 (5.70%) Product Ownership
4 15 (4.27%) Analytical Mindset
4 15 (4.27%) Driving Licence
5 8 (2.28%) Renewable Energy
6 7 (1.99%) Cloud Native
6 7 (1.99%) Low-Code
7 6 (1.71%) Data Centre
8 5 (1.42%) NHS
8 5 (1.42%) Smartphone
9 4 (1.14%) FPGA
9 4 (1.14%) VHDL
10 3 (0.85%) Cyber Threat
10 3 (0.85%) Data Structures
10 3 (0.85%) Linux Command Line
10 3 (0.85%) Social Media
10 3 (0.85%) Web Conferencing
11 2 (0.57%) Virtual Team
Operating Systems
1 42 (11.97%) Windows
2 17 (4.84%) Windows Server
3 14 (3.99%) Linux
4 7 (1.99%) Android
4 7 (1.99%) Unix
4 7 (1.99%) Windows Server 2008
4 7 (1.99%) Windows Server 2012
5 5 (1.42%) Windows Server 2016
6 2 (0.57%) Apple iOS
6 2 (0.57%) Ubuntu
7 1 (0.28%) Mac OS
7 1 (0.28%) Windows 10
Processes & Methodologies
1 106 (30.20%) Continuous Improvement
2 104 (29.63%) Coaching
3 66 (18.80%) Asset Management
4 58 (16.52%) DevOps
5 55 (15.67%) Agile
6 54 (15.38%) CI/CD
7 41 (11.68%) Customer Service
8 34 (9.69%) Emotional Intelligence
8 34 (9.69%) Mentoring
8 34 (9.69%) Project Management
9 31 (8.83%) Change Management
10 30 (8.55%) ITIL
11 28 (7.98%) AI
12 27 (7.69%) Stakeholder Engagement
13 26 (7.41%) Root Cause Analysis
14 25 (7.12%) Software Engineering
14 25 (7.12%) Stakeholder Management
15 23 (6.55%) Business Analysis
15 23 (6.55%) Migration
15 23 (6.55%) Observability
Programming Languages
1 52 (14.81%) SQL
2 33 (9.40%) Python
3 28 (7.98%) PowerShell
4 19 (5.41%) JavaScript
5 12 (3.42%) C#
6 6 (1.71%) C++
7 5 (1.42%) Java
8 4 (1.14%) Groovy
8 4 (1.14%) Shell Script
8 4 (1.14%) T-SQL
9 2 (0.57%) Data Analysis Expressions
10 1 (0.28%) MATLAB
10 1 (0.28%) TypeScript
Qualifications
1 64 (18.23%) Degree
2 10 (2.85%) Cisco Certification
3 9 (2.56%) Microsoft Certification
4 8 (2.28%) BPSS Clearance
4 8 (2.28%) Computer Science Degree
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%) Azure Certification
10 2 (0.57%) CCA
Quality Assurance & Compliance
1 62 (17.66%) QA
2 7 (1.99%) SLA
3 6 (1.71%) Accessibility
3 6 (1.71%) Data Quality
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 27001
System Software
1 22 (6.27%) Active Directory
2 20 (5.70%) Docker
3 7 (1.99%) Firmware
4 5 (1.42%) Embedded Firmware
5 3 (0.85%) Virtual Desktop
6 2 (0.57%) Hyper-V
6 2 (0.57%) Virtual Machines
6 2 (0.57%) vSphere
7 1 (0.28%) Virtual Servers
7 1 (0.28%) VMware Infrastructure
Systems Management
1 35 (9.97%) Terraform
2 18 (5.13%) Kubernetes
3 14 (3.99%) Grafana
3 14 (3.99%) Prometheus
4 8 (2.28%) 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 60 (17.09%) Microsoft
2 19 (5.41%) Cisco
3 17 (4.84%) Oracle
4 16 (4.56%) BT
5 13 (3.70%) Dell
6 7 (1.99%) HP
6 7 (1.99%) ServiceNow
7 5 (1.42%) Infor
8 4 (1.14%) Ab Initio
8 4 (1.14%) Apple
8 4 (1.14%) EMC
8 4 (1.14%) Hyperion
8 4 (1.14%) IBM
8 4 (1.14%) Informatica
9 3 (0.85%) Google
9 3 (0.85%) Meraki
9 3 (0.85%) SAP
10 2 (0.57%) BeyondTrust
10 2 (0.57%) OpenAI
10 2 (0.57%) Palo Alto