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 12 March 2026, with comparisons to the same periods in the previous two years.

6 months to
12 Mar 2026
Same period 2025 Same period 2024
Rank 11 4 20
Rank change year-on-year -7 +16 -1
Permanent jobs citing Problem-Solving 310 356 667
As % of all permanent jobs in Scotland 10.25% 16.99% 13.61%
As % of the Processes & Methodologies category 13.21% 18.16% 14.64%
Number of salaries quoted 173 160 350
10th Percentile £25,375 £26,929 £26,925
25th Percentile £29,375 £31,250 £35,175
Median annual salary (50th Percentile) £35,000 £50,000 £47,529
Median % change year-on-year -30.00% +5.20% -19.80%
75th Percentile £56,750 £69,063 £65,000
90th Percentile £79,758 £95,000 £75,000
UK median annual salary £45,000 £55,000 £50,000
% change year-on-year -18.18% +10.00% -9.95%

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 2,346 1,960 4,556
As % of all permanent jobs advertised in Scotland 77.58% 93.56% 92.98%
Number of salaries quoted 1,219 932 2,255
10th Percentile £28,250 £31,250 £27,000
25th Percentile £31,250 £40,000 £38,000
Median annual salary (50th Percentile) £45,000 £55,000 £52,500
Median % change year-on-year -18.18% +4.76% -10.26%
75th Percentile £70,000 £73,886 £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% -11.31%

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 12 March 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 12 March 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 -8 119 £32,500 -40.91% 34
Glasgow -2 83 £42,000 -5.62% 35
Aberdeen -8 17 £55,000 +10.00% 4
North Lanarkshire -2 12 £30,500 - 6
Stirling -6 10 £54,500 +15.43% 8
Dundee - 10 £33,500 -
West Lothian +2 9 £67,500 +150.66% 9
Perth and Kinross -4 7 £33,500 +8.06%
Lanarkshire -3 6 £45,500 +40.00% 29
Renfrewshire - 6 - - 3
Fife -5 5 £36,000 -15.29% 6
South Lanarkshire -5 5 - - 3
Highlands - 5 - - 8
Midlothian -6 3 £32,500 +20.69% 28
West Dunbartonshire - 3 £16,000 -
Ayrshire - 2 - - 1
North Ayrshire - 2 - -
East Ayrshire - 2 - - 1
Inverclyde - 1 - - 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 (3.23%) SharePoint
2 9 (2.90%) Microsoft Exchange
3 7 (2.26%) Exchange Server 2013
4 5 (1.61%) Exchange Server 2007
4 5 (1.61%) Exchange Server 2010
5 4 (1.29%) Apache Airflow
5 4 (1.29%) WebSphere
5 4 (1.29%) WebSphere Application Server
6 3 (0.97%) Confluence
7 1 (0.32%) FileNet
Applications
1 16 (5.16%) Microsoft Office
2 14 (4.52%) Microsoft Excel
3 8 (2.58%) MS Visio
4 2 (0.65%) Microsoft PowerPoint
4 2 (0.65%) Weka
5 1 (0.32%) Chatbot
Business Applications
1 4 (1.29%) Markit EDM
2 1 (0.32%) FIS Private Capital Suite
Cloud Services
1 68 (21.94%) Azure
2 32 (10.32%) Microsoft 365
3 21 (6.77%) Azure DevOps
3 21 (6.77%) dbt
4 20 (6.45%) AWS
5 18 (5.81%) Snowflake
6 17 (5.48%) GitHub
6 17 (5.48%) SaaS
7 14 (4.52%) Azure Data Factory
8 11 (3.55%) Azure Key Vault
8 11 (3.55%) Power Platform
9 10 (3.23%) Datadog
9 10 (3.23%) Entra ID
9 10 (3.23%) GitHub Actions
10 8 (2.58%) Power Automate
11 7 (2.26%) GitHub Copilot
12 6 (1.94%) GCP
13 5 (1.61%) Amazon CloudWatch
13 5 (1.61%) Amazon S3
13 5 (1.61%) AWS Lambda
Communications & Networking
1 23 (7.42%) Wi-Fi
2 21 (6.77%) LAN
3 17 (5.48%) VoIP
4 14 (4.52%) DNS
5 13 (4.19%) DHCP
6 12 (3.87%) Broadband
6 12 (3.87%) Firewall
7 7 (2.26%) SAN
8 4 (1.29%) ATM
8 4 (1.29%) Ethernet
8 4 (1.29%) Network Security
8 4 (1.29%) RS-232
8 4 (1.29%) TCP/IP
8 4 (1.29%) VPN
8 4 (1.29%) WAN
9 2 (0.65%) Remote Desktop
9 2 (0.65%) Wireless
10 1 (0.32%) Softphone
10 1 (0.32%) VLAN
10 1 (0.32%) Wireshark
Database & Business Intelligence
1 11 (3.55%) Power BI
1 11 (3.55%) SQL Server
2 7 (2.26%) Amazon RDS
2 7 (2.26%) Data Warehouse
2 7 (2.26%) PostgreSQL
3 4 (1.29%) Amazon Redshift
3 4 (1.29%) Metadata
3 4 (1.29%) SQL Server Integration Services
4 3 (0.97%) Azure SQL Database
4 3 (0.97%) Elasticsearch
4 3 (0.97%) Redis
5 2 (0.65%) SQL Server Reporting Services
6 1 (0.32%) Big Data
6 1 (0.32%) NoSQL
6 1 (0.32%) Tableau
Development Applications
1 8 (2.58%) Git
1 8 (2.58%) JIRA
2 2 (0.65%) Postman
3 1 (0.32%) GitLab
3 1 (0.32%) Jenkins
3 1 (0.32%) Visual Studio Code
General
1 179 (57.74%) Social Skills
2 99 (31.94%) Finance
3 80 (25.81%) Analytical Skills
4 40 (12.90%) Banking
5 25 (8.06%) Public Sector
6 24 (7.74%) Legal
7 16 (5.16%) Law
7 16 (5.16%) Organisational Skills
8 11 (3.55%) Retail
9 10 (3.23%) Games
9 10 (3.23%) General Ledger
9 10 (3.23%) Manufacturing
10 9 (2.90%) Documentation Skills
11 8 (2.58%) Influencing Skills
12 6 (1.94%) Electronics
12 6 (1.94%) Marketing
12 6 (1.94%) Presentation Skills
13 5 (1.61%) Telecoms
14 4 (1.29%) Inclusion and Diversity
15 3 (0.97%) French Language
Job Titles
1 79 (25.48%) Analyst
2 50 (16.13%) Senior
3 46 (14.84%) IT Support
4 32 (10.32%) QA Analyst
4 32 (10.32%) Quality Analyst
5 25 (8.06%) Business Analyst
6 18 (5.81%) IT Engineer
7 17 (5.48%) IT Assistant
7 17 (5.48%) IT Support Assistant
7 17 (5.48%) Support Assistant
7 17 (5.48%) Support Engineer
8 15 (4.84%) Trainee
8 15 (4.84%) Trainee Analyst
8 15 (4.84%) Trainee Business Analyst
9 12 (3.87%) IT Support Engineer
9 12 (3.87%) Lead
9 12 (3.87%) Senior Manager
10 11 (3.55%) Applications Engineer
10 11 (3.55%) Azure Engineer
11 10 (3.23%) Development Engineer
Libraries, Frameworks & Software Standards
1 22 (7.10%) .NET
2 11 (3.55%) GraphQL
2 11 (3.55%) OAuth
2 11 (3.55%) OpenAPI
2 11 (3.55%) Swagger
3 10 (3.23%) ADO
4 6 (1.94%) SOAP
5 4 (1.29%) HTML
5 4 (1.29%) REST
6 3 (0.97%) CSS
6 3 (0.97%) Django
7 1 (0.32%) CrewAI
7 1 (0.32%) Hugging Face
7 1 (0.32%) LangChain
7 1 (0.32%) LangGraph
7 1 (0.32%) Next.js
7 1 (0.32%) Node.js
7 1 (0.32%) NumPy
7 1 (0.32%) PyTorch
7 1 (0.32%) TensorFlow
Miscellaneous
1 39 (12.58%) Self-Motivation
2 25 (8.06%) Onboarding
3 17 (5.48%) Management Information System
4 14 (4.52%) Product Ownership
5 13 (4.19%) Analytical Mindset
6 12 (3.87%) Driving Licence
7 10 (3.23%) Cyber Threat
8 8 (2.58%) Data Centre
8 8 (2.58%) Renewable Energy
9 7 (2.26%) Cloud Native
9 7 (2.26%) Cyberattack
9 7 (2.26%) Low-Code
9 7 (2.26%) Smartphone
10 6 (1.94%) NHS
11 4 (1.29%) FPGA
11 4 (1.29%) Social Media
11 4 (1.29%) VHDL
12 3 (0.97%) Data Protection Act
12 3 (0.97%) Linux Command Line
12 3 (0.97%) Web Conferencing
Operating Systems
1 40 (12.90%) Windows
2 17 (5.48%) Windows Server
3 13 (4.19%) Linux
4 7 (2.26%) Android
4 7 (2.26%) Unix
4 7 (2.26%) Windows Server 2008
4 7 (2.26%) Windows Server 2012
5 5 (1.61%) Windows Server 2016
6 2 (0.65%) Ubuntu
7 1 (0.32%) Apple iOS
7 1 (0.32%) Mac OS
7 1 (0.32%) Windows 10
Processes & Methodologies
1 86 (27.74%) Coaching
2 81 (26.13%) Continuous Improvement
3 47 (15.16%) CI/CD
4 44 (14.19%) Asset Management
4 44 (14.19%) DevOps
5 42 (13.55%) Agile
6 38 (12.26%) Mentoring
7 34 (10.97%) Emotional Intelligence
7 34 (10.97%) ITIL
8 29 (9.35%) Change Management
9 28 (9.03%) Project Management
10 27 (8.71%) Customer Service
11 24 (7.74%) AI
11 24 (7.74%) Business Analysis
11 24 (7.74%) Software Engineering
12 22 (7.10%) Root Cause Analysis
12 22 (7.10%) Stakeholder Engagement
13 20 (6.45%) Observability
14 19 (6.13%) ITSM
14 19 (6.13%) Service Delivery
Programming Languages
1 43 (13.87%) SQL
2 29 (9.35%) Python
3 28 (9.03%) PowerShell
4 21 (6.77%) JavaScript
5 11 (3.55%) C#
6 4 (1.29%) C++
6 4 (1.29%) Java
6 4 (1.29%) Shell Script
6 4 (1.29%) T-SQL
7 2 (0.65%) Data Analysis Expressions
8 1 (0.32%) MATLAB
8 1 (0.32%) TypeScript
Qualifications
1 58 (18.71%) Degree
2 12 (3.87%) ITIL Certification
3 11 (3.55%) Cisco Certification
4 10 (3.23%) BPSS Clearance
4 10 (3.23%) Microsoft Certification
5 9 (2.90%) CCNA
6 7 (2.26%) A+ Certification
6 7 (2.26%) MCSE
6 7 (2.26%) Network+ Certification
7 6 (1.94%) SC Cleared
7 6 (1.94%) Security Cleared
8 5 (1.61%) CISM
8 5 (1.61%) CISSP
8 5 (1.61%) Computer Science Degree
9 4 (1.29%) AWS Certification
10 3 (0.97%) Master's Degree
11 2 (0.65%) Azure Certification
11 2 (0.65%) CCA
11 2 (0.65%) CCIE
11 2 (0.65%) CRISC
Quality Assurance & Compliance
1 56 (18.06%) QA
2 6 (1.94%) Data Quality
2 6 (1.94%) SLA
3 5 (1.61%) Accessibility
3 5 (1.61%) GDPR
4 3 (0.97%) ISO 14001
4 3 (0.97%) ISO 9001
4 3 (0.97%) ISO/IEC 27001
4 3 (0.97%) PCI DSS
5 2 (0.65%) COBIT
5 2 (0.65%) GxP
5 2 (0.65%) ISO/IEC 19770
5 2 (0.65%) NIST
5 2 (0.65%) WCAG
6 1 (0.32%) Actionable Recommendations
6 1 (0.32%) Cyber Essentials
System Software
1 19 (6.13%) Active Directory
2 16 (5.16%) Docker
3 4 (1.29%) Embedded Firmware
3 4 (1.29%) Firmware
4 2 (0.65%) Hyper-V
4 2 (0.65%) Virtual Machines
4 2 (0.65%) VMware Infrastructure
4 2 (0.65%) vSphere
Systems Management
1 30 (9.68%) Terraform
2 13 (4.19%) Kubernetes
3 10 (3.23%) Grafana
3 10 (3.23%) Prometheus
4 5 (1.61%) Microsoft Intune
5 4 (1.29%) Ansible
5 4 (1.29%) Control-M
6 3 (0.97%) AWS Copilot
6 3 (0.97%) SCCM
7 1 (0.32%) Computer Incident Response Team
7 1 (0.32%) Proxmox
7 1 (0.32%) QRadar
Vendors
1 58 (18.71%) Microsoft
2 14 (4.52%) Dell
2 14 (4.52%) ServiceNow
3 11 (3.55%) Cisco
4 6 (1.94%) HP
4 6 (1.94%) Oracle
5 4 (1.29%) Ab Initio
5 4 (1.29%) EMC
5 4 (1.29%) Google
5 4 (1.29%) IBM
5 4 (1.29%) Informatica
6 3 (0.97%) Apple
6 3 (0.97%) OpenAI
7 2 (0.65%) BeyondTrust
7 2 (0.65%) Palo Alto
7 2 (0.65%) SAP
7 2 (0.65%) Sophos
7 2 (0.65%) VMware
7 2 (0.65%) Zscaler
8 1 (0.32%) Extreme Networks