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

6 months to
17 Apr 2026
Same period 2025 Same period 2024
Rank 10 5 25
Rank change year-on-year -5 +20 -7
Permanent jobs citing Problem-Solving 318 332 872
As % of all permanent jobs in Scotland 9.62% 17.13% 13.87%
As % of the Processes & Methodologies category 13.08% 18.56% 14.95%
Number of salaries quoted 187 175 393
10th Percentile - £26,929 £25,818
25th Percentile £27,000 £29,625 £32,500
Median annual salary (50th Percentile) £35,000 £50,000 £45,000
Median % change year-on-year -30.00% +11.11% -18.18%
75th Percentile £54,688 £67,500 £61,250
90th Percentile £72,500 £85,253 £72,196
UK median annual salary £47,500 £53,168 £50,000
% change year-on-year -10.66% +6.34% -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 2,431 1,789 5,831
As % of all permanent jobs advertised in Scotland 73.51% 92.31% 92.73%
Number of salaries quoted 1,308 910 2,436
10th Percentile £28,250 £27,500 £28,000
25th Percentile £31,250 £41,250 £39,851
Median annual salary (50th Percentile) £45,000 £55,000 £52,500
Median % change year-on-year -18.18% +4.76% -9.19%
75th Percentile £67,500 £75,000 £65,000
90th Percentile £85,000 £93,778 £80,000
UK median annual salary £57,500 £60,000 £55,000
% change year-on-year -4.17% +9.09% -10.20%

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 17 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 17 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 -11 107 £37,500 -31.82% 39
Glasgow -7 82 £38,000 -24.00% 35
North Lanarkshire +5 19 £27,000 - 1
Aberdeen -14 18 £55,000 +10.00% 8
Stirling -7 13 £54,500 +15.43% 2
South Lanarkshire +2 12 £27,000 - 3
Renfrewshire - 12 £27,000 - 5
Fife -4 8 £34,250 -33.17% 5
Lanarkshire +1 7 £27,000 - 23
West Lothian -7 7 £67,500 +150.66% 7
West Dunbartonshire - 5 £27,000 - 1
Dundee -6 4 £33,500 +24.22% 2
Ayrshire - 4 £27,000 - 1
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 - 1
Midlothian -4 3 £32,500 +20.69% 23
Highlands - 3 - - 9
Perth and Kinross -8 2 £33,500 +8.06%
Inverclyde - 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 11 (3.46%) SharePoint
2 7 (2.20%) Microsoft Exchange
3 5 (1.57%) Exchange Server 2007
3 5 (1.57%) Exchange Server 2010
3 5 (1.57%) Exchange Server 2013
4 4 (1.26%) Apache Airflow
4 4 (1.26%) WebSphere
4 4 (1.26%) WebSphere Application Server
5 3 (0.94%) Confluence
6 1 (0.31%) Apache Spark
6 1 (0.31%) IIS
Applications
1 16 (5.03%) Microsoft Office
2 14 (4.40%) Microsoft Excel
3 9 (2.83%) MS Visio
4 2 (0.63%) Microsoft PowerPoint
4 2 (0.63%) Weka
Business Applications
1 4 (1.26%) Markit EDM
2 3 (0.94%) Dynamics NAV
3 1 (0.31%) FIS Private Capital Suite
3 1 (0.31%) SAP S/4HANA
Cloud Services
1 69 (21.70%) Azure
2 30 (9.43%) Microsoft 365
3 22 (6.92%) AWS
4 19 (5.97%) Azure DevOps
5 18 (5.66%) GitHub
6 17 (5.35%) dbt
6 17 (5.35%) SaaS
7 15 (4.72%) Snowflake
8 14 (4.40%) Azure Data Factory
9 12 (3.77%) Power Platform
10 11 (3.46%) Azure Key Vault
10 11 (3.46%) GitHub Actions
11 10 (3.14%) Datadog
11 10 (3.14%) Entra ID
12 8 (2.52%) Power Automate
13 7 (2.20%) GitHub Copilot
14 6 (1.89%) GCP
15 5 (1.57%) Amazon CloudWatch
15 5 (1.57%) Amazon S3
15 5 (1.57%) AWS Lambda
Communications & Networking
1 14 (4.40%) DNS
2 12 (3.77%) Broadband
2 12 (3.77%) DHCP
2 12 (3.77%) Firewall
3 11 (3.46%) Wi-Fi
4 10 (3.14%) LAN
5 7 (2.20%) SAN
6 6 (1.89%) VoIP
7 5 (1.57%) Network Security
8 4 (1.26%) WAN
9 3 (0.94%) Ethernet
9 3 (0.94%) RS-232
9 3 (0.94%) VPN
10 2 (0.63%) Remote Desktop
10 2 (0.63%) TCP/IP
10 2 (0.63%) Wireless
11 1 (0.31%) ATM
11 1 (0.31%) Internet
11 1 (0.31%) Wireshark
11 1 (0.31%) WLAN
Database & Business Intelligence
1 12 (3.77%) Power BI
1 12 (3.77%) SQL Server
2 6 (1.89%) Amazon RDS
2 6 (1.89%) PostgreSQL
3 4 (1.26%) Amazon Redshift
3 4 (1.26%) Data Warehouse
3 4 (1.26%) Metadata
3 4 (1.26%) SQL Server Integration Services
4 3 (0.94%) Azure SQL Database
5 2 (0.63%) Elasticsearch
5 2 (0.63%) Redis
5 2 (0.63%) SQL Server Reporting Services
5 2 (0.63%) Tableau
6 1 (0.31%) Big Data
6 1 (0.31%) Data Vault
6 1 (0.31%) Delta Lake
6 1 (0.31%) NoSQL
Development Applications
1 9 (2.83%) Git
2 8 (2.52%) JIRA
3 2 (0.63%) Postman
4 1 (0.31%) GitLab
4 1 (0.31%) Jenkins
4 1 (0.31%) Visual Studio Code
General
1 196 (61.64%) Social Skills
2 98 (30.82%) Finance
3 80 (25.16%) Analytical Skills
4 75 (23.58%) Banking
5 25 (7.86%) Public Sector
6 23 (7.23%) Legal
7 13 (4.09%) Organisational Skills
8 11 (3.46%) Retail
9 10 (3.14%) Games
9 10 (3.14%) General Ledger
9 10 (3.14%) Influencing Skills
10 9 (2.83%) Documentation Skills
10 9 (2.83%) Law
11 7 (2.20%) Manufacturing
12 5 (1.57%) Inclusion and Diversity
12 5 (1.57%) Presentation Skills
12 5 (1.57%) Telecoms
13 4 (1.26%) Electronics
14 3 (0.94%) Marketing
14 3 (0.94%) Pharmaceutical
Job Titles
1 78 (24.53%) Analyst
2 49 (15.41%) Senior
3 39 (12.26%) IT Support
4 32 (10.06%) QA Analyst
4 32 (10.06%) Quality Analyst
5 21 (6.60%) Business Analyst
6 18 (5.66%) IT Engineer
7 17 (5.35%) Support Engineer
8 14 (4.40%) Lead
8 14 (4.40%) Senior Manager
9 12 (3.77%) IT Support Engineer
9 12 (3.77%) Support Analyst
10 11 (3.46%) Applications Engineer
10 11 (3.46%) Azure Engineer
11 10 (3.14%) Applications Support
11 10 (3.14%) Development Engineer
11 10 (3.14%) Trainee
11 10 (3.14%) Trainee Analyst
11 10 (3.14%) Trainee Business Analyst
12 9 (2.83%) Junior
Libraries, Frameworks & Software Standards
1 23 (7.23%) .NET
2 11 (3.46%) GraphQL
2 11 (3.46%) OAuth
2 11 (3.46%) OpenAPI
2 11 (3.46%) Swagger
3 10 (3.14%) ADO
4 6 (1.89%) SOAP
5 4 (1.26%) REST
6 3 (0.94%) AWS CDK
7 2 (0.63%) CSS
7 2 (0.63%) Django
7 2 (0.63%) HTML
8 1 (0.31%) CrewAI
8 1 (0.31%) LangGraph
8 1 (0.31%) NumPy
8 1 (0.31%) PySpark
8 1 (0.31%) PyTorch
8 1 (0.31%) scikit-learn
8 1 (0.31%) TensorFlow
Miscellaneous
1 27 (8.49%) Management Information System
2 24 (7.55%) Self-Motivation
3 22 (6.92%) Onboarding
4 14 (4.40%) Analytical Mindset
4 14 (4.40%) Product Ownership
5 11 (3.46%) Cloud Native
6 10 (3.14%) Cyber Threat
7 8 (2.52%) Renewable Energy
8 7 (2.20%) Cyberattack
8 7 (2.20%) Data Centre
8 7 (2.20%) Low-Code
8 7 (2.20%) Smartphone
9 6 (1.89%) NHS
10 5 (1.57%) Driving Licence
11 4 (1.26%) Social Media
12 3 (0.94%) Data Protection Act
12 3 (0.94%) Enterprise Software
12 3 (0.94%) FPGA
12 3 (0.94%) Hybrid Cloud
12 3 (0.94%) VHDL
Operating Systems
1 32 (10.06%) Windows
2 17 (5.35%) Windows Server
3 12 (3.77%) Linux
4 6 (1.89%) Unix
5 5 (1.57%) Windows Server 2008
5 5 (1.57%) Windows Server 2012
5 5 (1.57%) Windows Server 2016
6 4 (1.26%) Android
7 2 (0.63%) Ubuntu
8 1 (0.31%) Apple iOS
8 1 (0.31%) Mac OS
8 1 (0.31%) Windows 10
Processes & Methodologies
1 115 (36.16%) Coaching
2 112 (35.22%) Continuous Improvement
3 64 (20.13%) Emotional Intelligence
4 54 (16.98%) Agile
5 47 (14.78%) CI/CD
6 46 (14.47%) DevOps
7 42 (13.21%) ITIL
8 41 (12.89%) Asset Management
9 37 (11.64%) Mentoring
10 27 (8.49%) Customer Service
10 27 (8.49%) Cybersecurity
10 27 (8.49%) Software Engineering
11 24 (7.55%) Change Management
11 24 (7.55%) User Experience
12 23 (7.23%) AI
12 23 (7.23%) Data Analysis
13 22 (6.92%) Observability
13 22 (6.92%) Project Management
13 22 (6.92%) Stakeholder Engagement
14 21 (6.60%) Infrastructure as Code
Programming Languages
1 44 (13.84%) SQL
2 26 (8.18%) Python
3 25 (7.86%) PowerShell
4 21 (6.60%) JavaScript
5 12 (3.77%) C#
6 4 (1.26%) Java
6 4 (1.26%) Shell Script
6 4 (1.26%) T-SQL
7 3 (0.94%) TypeScript
8 2 (0.63%) Data Analysis Expressions
9 1 (0.31%) MATLAB
9 1 (0.31%) Scala
Qualifications
1 35 (11.01%) Degree
2 11 (3.46%) Cisco Certification
2 11 (3.46%) ITIL Certification
3 10 (3.14%) BPSS Clearance
3 10 (3.14%) Microsoft Certification
4 9 (2.83%) CCNA
5 7 (2.20%) A+ Certification
5 7 (2.20%) CISM
5 7 (2.20%) CISSP
5 7 (2.20%) MCSE
5 7 (2.20%) Network+ Certification
6 5 (1.57%) Computer Science Degree
6 5 (1.57%) SC Cleared
6 5 (1.57%) Security Cleared
7 4 (1.26%) AWS Certification
7 4 (1.26%) CRISC
8 2 (0.63%) ACCA
8 2 (0.63%) CIMA
8 2 (0.63%) ITIL Foundation Certificate
8 2 (0.63%) PMI Certification
Quality Assurance & Compliance
1 54 (16.98%) QA
2 6 (1.89%) Data Quality
3 5 (1.57%) GDPR
3 5 (1.57%) ISO/IEC 27001
3 5 (1.57%) SLA
4 4 (1.26%) COBIT
4 4 (1.26%) NIST
5 3 (0.94%) ISO 14001
5 3 (0.94%) ISO 9001
5 3 (0.94%) PCI DSS
6 2 (0.63%) GxP
6 2 (0.63%) ISO/IEC 19770
7 1 (0.31%) Accessibility
7 1 (0.31%) Actionable Recommendations
7 1 (0.31%) Cyber Essentials
7 1 (0.31%) WCAG
System Software
1 19 (5.97%) Active Directory
2 15 (4.72%) Docker
3 2 (0.63%) Hyper-V
3 2 (0.63%) Virtual Machines
3 2 (0.63%) VMware Infrastructure
3 2 (0.63%) vSphere
Systems Management
1 26 (8.18%) Terraform
2 14 (4.40%) Kubernetes
3 10 (3.14%) Grafana
3 10 (3.14%) Prometheus
4 5 (1.57%) Microsoft Intune
5 4 (1.26%) Ansible
5 4 (1.26%) Control-M
6 3 (0.94%) SCCM
7 2 (0.63%) AWS Copilot
8 1 (0.31%) Computer Incident Response Team
8 1 (0.31%) Proxmox
8 1 (0.31%) QRadar
Vendors
1 53 (16.67%) Microsoft
2 13 (4.09%) Dell
2 13 (4.09%) ServiceNow
3 12 (3.77%) Cisco
4 6 (1.89%) Oracle
5 5 (1.57%) HP
6 4 (1.26%) Ab Initio
6 4 (1.26%) IBM
6 4 (1.26%) Informatica
7 3 (0.94%) Apple
7 3 (0.94%) EMC
7 3 (0.94%) Google
7 3 (0.94%) VMware
8 2 (0.63%) BeyondTrust
8 2 (0.63%) iManage
8 2 (0.63%) Meraki
8 2 (0.63%) Palo Alto
8 2 (0.63%) SAP
8 2 (0.63%) Sophos
8 2 (0.63%) Zscaler