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

6 months to
29 Apr 2026
Same period 2025 Same period 2024
Rank 13 6 25
Rank change year-on-year -7 +19 -6
Permanent jobs citing Problem-Solving 291 302 877
As % of all permanent jobs in Scotland 8.67% 16.08% 13.83%
As % of the Processes & Methodologies category 12.08% 17.49% 14.96%
Number of salaries quoted 180 169 393
10th Percentile - £26,929 £25,864
25th Percentile £27,000 £29,500 £34,500
Median annual salary (50th Percentile) £36,000 £50,000 £45,543
Median % change year-on-year -28.00% +9.79% -17.19%
75th Percentile £55,625 £67,500 £62,342
90th Percentile £72,500 £85,253 £72,487
UK median annual salary £47,500 £52,500 £50,000
% change year-on-year -9.52% +5.00% -9.09%

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 2,408 1,727 5,864
As % of all permanent jobs advertised in Scotland 71.75% 91.96% 92.46%
Number of salaries quoted 1,331 884 2,403
10th Percentile £28,250 £26,978 £28,750
25th Percentile £31,750 £40,938 £40,000
Median annual salary (50th Percentile) £47,500 £55,000 £52,500
Median % change year-on-year -13.64% +4.76% -8.94%
75th Percentile £67,500 £75,000 £65,000
90th Percentile £81,250 £93,778 £80,000
UK median annual salary £57,500 £60,000 £55,000
% change year-on-year -4.17% +9.09% -10.57%

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 April 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 29 April 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 -12 86 £37,500 -31.82% 38
Glasgow -6 80 £38,000 -26.27% 20
North Lanarkshire - 19 £27,000 - 3
Aberdeen -14 17 £40,000 -20.00% 2
South Lanarkshire - 14 £55,000 - 4
Stirling -6 13 £54,500 +15.43% 2
Renfrewshire - 12 £27,000 - 3
Fife -3 9 £34,250 -34.76% 5
Lanarkshire - 7 £27,000 - 16
West Lothian -11 6 £67,500 +150.66% 5
West Dunbartonshire - 5 £27,000 -
Ayrshire - 4 £27,000 - 1
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 - 1
Midlothian -3 3 £32,500 +20.69% 25
Highlands - 3 - - 7
Dunbartonshire - 1 £16,640 - 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 13 (4.47%) SharePoint
2 9 (3.09%) Microsoft Exchange
3 5 (1.72%) Exchange Server 2007
3 5 (1.72%) Exchange Server 2010
3 5 (1.72%) Exchange Server 2013
4 4 (1.37%) Apache Airflow
5 3 (1.03%) Confluence
5 3 (1.03%) WebSphere
5 3 (1.03%) WebSphere Application Server
6 1 (0.34%) Apache Spark
6 1 (0.34%) IIS
Applications
1 16 (5.50%) Microsoft Office
2 11 (3.78%) Microsoft Excel
3 9 (3.09%) MS Visio
4 2 (0.69%) Weka
5 1 (0.34%) Microsoft PowerPoint
5 1 (0.34%) Spreadsheet
Business Applications
1 5 (1.72%) Dynamics NAV
2 4 (1.37%) Markit EDM
3 1 (0.34%) FIS Private Capital Suite
3 1 (0.34%) SAP S/4HANA
Cloud Services
1 62 (21.31%) Azure
2 33 (11.34%) Microsoft 365
3 21 (7.22%) AWS
4 16 (5.50%) SaaS
5 14 (4.81%) Azure DevOps
6 13 (4.47%) GitHub
7 12 (4.12%) dbt
7 12 (4.12%) Snowflake
8 11 (3.78%) Entra ID
9 9 (3.09%) Azure Data Factory
9 9 (3.09%) GitHub Actions
10 8 (2.75%) Azure Key Vault
10 8 (2.75%) Datadog
11 7 (2.41%) Power Platform
12 6 (2.06%) Serverless
13 5 (1.72%) Amazon CloudWatch
13 5 (1.72%) Amazon S3
13 5 (1.72%) AWS Lambda
13 5 (1.72%) Power Automate
14 4 (1.37%) Amazon EC2
Communications & Networking
1 16 (5.50%) DNS
2 12 (4.12%) Broadband
2 12 (4.12%) DHCP
2 12 (4.12%) Firewall
3 6 (2.06%) SAN
4 5 (1.72%) Wi-Fi
5 4 (1.37%) Network Security
6 3 (1.03%) Ethernet
6 3 (1.03%) LAN
6 3 (1.03%) RS-232
6 3 (1.03%) VPN
6 3 (1.03%) WAN
7 2 (0.69%) Remote Desktop
7 2 (0.69%) Wireless
8 1 (0.34%) Internet
8 1 (0.34%) VLAN
8 1 (0.34%) WLAN
Database & Business Intelligence
1 9 (3.09%) SQL Server
2 7 (2.41%) Power BI
3 4 (1.37%) Amazon RDS
3 4 (1.37%) Amazon Redshift
3 4 (1.37%) Data Warehouse
3 4 (1.37%) Metadata
3 4 (1.37%) PostgreSQL
3 4 (1.37%) SQL Server Integration Services
4 2 (0.69%) Tableau
5 1 (0.34%) Azure SQL Database
5 1 (0.34%) Big Data
5 1 (0.34%) Data Vault
5 1 (0.34%) Delta Lake
5 1 (0.34%) NoSQL
Development Applications
1 8 (2.75%) Git
2 7 (2.41%) JIRA
3 2 (0.69%) Postman
4 1 (0.34%) GitLab
4 1 (0.34%) Jenkins
4 1 (0.34%) Visual Studio Code
General
1 181 (62.20%) Social Skills
2 80 (27.49%) Finance
3 73 (25.09%) Banking
4 62 (21.31%) Analytical Skills
5 21 (7.22%) Public Sector
6 19 (6.53%) Legal
7 13 (4.47%) Organisational Skills
8 10 (3.44%) Games
8 10 (3.44%) General Ledger
8 10 (3.44%) Influencing Skills
9 8 (2.75%) Documentation Skills
9 8 (2.75%) Law
10 7 (2.41%) Retail
11 5 (1.72%) Inclusion and Diversity
11 5 (1.72%) Manufacturing
11 5 (1.72%) Telecoms
12 3 (1.03%) Electronics
12 3 (1.03%) Pharmaceutical
13 2 (0.69%) Marketing
13 2 (0.69%) Private Banking
Job Titles
1 77 (26.46%) Analyst
2 47 (16.15%) Senior
3 34 (11.68%) IT Support
4 32 (11.00%) QA Analyst
4 32 (11.00%) Quality Analyst
5 19 (6.53%) Business Analyst
6 17 (5.84%) IT Engineer
7 16 (5.50%) Lead
7 16 (5.50%) Support Engineer
8 15 (5.15%) Support Analyst
9 13 (4.47%) Senior Manager
10 11 (3.78%) IT Support Engineer
11 9 (3.09%) Applications Support
11 9 (3.09%) Developer
11 9 (3.09%) Junior
12 8 (2.75%) 2nd Line Support
12 8 (2.75%) IT Support Analyst
12 8 (2.75%) Trainee
12 8 (2.75%) Trainee Analyst
12 8 (2.75%) Trainee Business Analyst
Libraries, Frameworks & Software Standards
1 20 (6.87%) .NET
2 8 (2.75%) ADO
2 8 (2.75%) GraphQL
2 8 (2.75%) OAuth
2 8 (2.75%) OpenAPI
2 8 (2.75%) Swagger
3 6 (2.06%) SOAP
4 5 (1.72%) AWS CDK
5 4 (1.37%) REST
6 1 (0.34%) CrewAI
6 1 (0.34%) CSS
6 1 (0.34%) HTML
6 1 (0.34%) LangGraph
6 1 (0.34%) NumPy
6 1 (0.34%) Playwright
6 1 (0.34%) PySpark
6 1 (0.34%) PyTorch
6 1 (0.34%) scikit-learn
6 1 (0.34%) TensorFlow
Miscellaneous
1 26 (8.93%) Management Information System
2 20 (6.87%) Onboarding
3 13 (4.47%) Cloud Native
4 12 (4.12%) Product Ownership
4 12 (4.12%) Self-Motivation
5 11 (3.78%) Analytical Mindset
6 10 (3.44%) Cyber Threat
7 7 (2.41%) Cyberattack
7 7 (2.41%) Driving Licence
7 7 (2.41%) Renewable Energy
8 6 (2.06%) Data Centre
8 6 (2.06%) NHS
8 6 (2.06%) Smartphone
9 4 (1.37%) Data Protection Act
9 4 (1.37%) Low-Code
9 4 (1.37%) Social Media
10 3 (1.03%) FPGA
10 3 (1.03%) Hybrid Cloud
10 3 (1.03%) VHDL
11 2 (0.69%) Robotics
Operating Systems
1 31 (10.65%) Windows
2 17 (5.84%) Windows Server
3 9 (3.09%) Linux
4 5 (1.72%) Windows Server 2008
4 5 (1.72%) Windows Server 2012
4 5 (1.72%) Windows Server 2016
5 4 (1.37%) Unix
6 3 (1.03%) Android
7 2 (0.69%) Ubuntu
8 1 (0.34%) Apple iOS
8 1 (0.34%) Windows 10
Processes & Methodologies
1 106 (36.43%) Continuous Improvement
2 105 (36.08%) Coaching
3 64 (21.99%) Emotional Intelligence
4 49 (16.84%) Agile
5 38 (13.06%) CI/CD
5 38 (13.06%) ITIL
6 37 (12.71%) DevOps
6 37 (12.71%) Mentoring
7 30 (10.31%) Asset Management
8 28 (9.62%) Customer Service
9 23 (7.90%) Cybersecurity
9 23 (7.90%) Software Engineering
10 22 (7.56%) Service Delivery
11 21 (7.22%) Change Management
11 21 (7.22%) User Experience
12 20 (6.87%) Code Quality
12 20 (6.87%) Observability
12 20 (6.87%) Root Cause Analysis
12 20 (6.87%) Stakeholder Engagement
13 19 (6.53%) AI
Programming Languages
1 37 (12.71%) SQL
2 21 (7.22%) JavaScript
2 21 (7.22%) PowerShell
3 18 (6.19%) Python
4 9 (3.09%) C#
5 5 (1.72%) TypeScript
6 4 (1.37%) Shell Script
7 3 (1.03%) Java
7 3 (1.03%) T-SQL
8 1 (0.34%) Scala
Qualifications
1 24 (8.25%) Degree
2 11 (3.78%) ITIL Certification
3 9 (3.09%) Cisco Certification
3 9 (3.09%) Microsoft Certification
4 8 (2.75%) BPSS Clearance
4 8 (2.75%) CCNA
5 6 (2.06%) A+ Certification
5 6 (2.06%) CISM
5 6 (2.06%) CISSP
5 6 (2.06%) MCSE
5 6 (2.06%) Network+ Certification
6 5 (1.72%) Computer Science Degree
7 4 (1.37%) AWS Certification
7 4 (1.37%) CRISC
8 2 (0.69%) ACCA
8 2 (0.69%) Azure Certification
8 2 (0.69%) CIMA
8 2 (0.69%) PMI Certification
8 2 (0.69%) SC Cleared
8 2 (0.69%) Security Cleared
Quality Assurance & Compliance
1 53 (18.21%) QA
2 5 (1.72%) Data Quality
2 5 (1.72%) GDPR
2 5 (1.72%) ISO/IEC 27001
2 5 (1.72%) SLA
3 4 (1.37%) COBIT
3 4 (1.37%) NIST
4 3 (1.03%) ISO 14001
4 3 (1.03%) ISO 9001
4 3 (1.03%) PCI DSS
5 2 (0.69%) GxP
6 1 (0.34%) Cyber Essentials
6 1 (0.34%) ISO/IEC 19770
System Software
1 22 (7.56%) Active Directory
2 11 (3.78%) Docker
3 2 (0.69%) Hyper-V
3 2 (0.69%) VMware Infrastructure
3 2 (0.69%) vSphere
4 1 (0.34%) Virtual Machines
Systems Management
1 17 (5.84%) Terraform
2 12 (4.12%) Kubernetes
3 8 (2.75%) Grafana
3 8 (2.75%) Prometheus
4 7 (2.41%) Microsoft Intune
5 4 (1.37%) Control-M
6 3 (1.03%) SCCM
7 2 (0.69%) Ansible
8 1 (0.34%) Proxmox
Vendors
1 53 (18.21%) Microsoft
2 12 (4.12%) Dell
2 12 (4.12%) ServiceNow
3 11 (3.78%) Cisco
4 6 (2.06%) Oracle
5 5 (1.72%) HP
6 4 (1.37%) Ab Initio
6 4 (1.37%) IBM
6 4 (1.37%) Informatica
7 3 (1.03%) Apple
7 3 (1.03%) EMC
7 3 (1.03%) VMware
8 2 (0.69%) BeyondTrust
8 2 (0.69%) iManage
8 2 (0.69%) Meraki
8 2 (0.69%) OpenAI
8 2 (0.69%) Palo Alto
8 2 (0.69%) SAP
8 2 (0.69%) Sophos
8 2 (0.69%) Zscaler