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

6 months to
22 May 2026
Same period 2025 Same period 2024
Rank 13 9 23
Rank change year-on-year -4 +14 -6
Permanent jobs citing Problem-Solving 280 294 867
As % of all permanent jobs in Scotland 8.63% 14.50% 13.71%
As % of the Processes & Methodologies category 12.16% 15.52% 14.95%
Number of salaries quoted 180 143 385
10th Percentile £25,375 - £25,818
25th Percentile £27,000 £26,929 £34,000
Median annual salary (50th Percentile) £35,000 £50,000 £45,000
Median % change year-on-year -30.00% +11.11% -10.89%
75th Percentile £50,063 £61,250 £61,250
90th Percentile £73,750 £75,972 £72,473
UK median annual salary £47,500 £50,967 £49,244
% change year-on-year -6.80% +3.50% -10.47%

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 2,303 1,894 5,800
As % of all permanent jobs advertised in Scotland 70.97% 93.44% 91.71%
Number of salaries quoted 1,274 830 2,380
10th Percentile £28,250 £26,929 £28,750
25th Percentile £31,250 £32,851 £40,000
Median annual salary (50th Percentile) £45,000 £52,500 £52,500
Median % change year-on-year -14.29% - -8.70%
75th Percentile £65,000 £71,250 £65,000
90th Percentile £80,000 £93,778 £80,000
UK median annual salary £60,000 £59,648 £55,000
% change year-on-year +0.59% +8.45% -9.84%

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 22 May 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 22 May 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
Glasgow -2 87 £37,500 -27.24% 45
Edinburgh -12 72 £37,000 -28.85% 36
North Lanarkshire - 19 £27,000 - 4
South Lanarkshire - 17 £55,000 - 1
Renfrewshire +8 12 £27,000 -57.14% 6
Stirling -4 12 £54,500 +15.43% 1
Aberdeen -18 12 £32,500 -35.00% 1
Fife 0 11 £36,000 -31.43% 5
Lanarkshire - 7 £27,000 - 26
West Lothian -8 6 £27,500 -41.76% 1
West Dunbartonshire - 5 £27,000 -
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 -
Ayrshire - 4 £27,000 -
Dunbartonshire 0 2 £16,640 -
Midlothian -2 1 £35,000 +29.97% 14
Highlands -7 1 £26,500 - 12
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 15 (5.36%) SharePoint
2 11 (3.93%) Microsoft Exchange
3 5 (1.79%) Exchange Server 2007
3 5 (1.79%) Exchange Server 2010
3 5 (1.79%) Exchange Server 2013
4 4 (1.43%) Apache Airflow
5 3 (1.07%) WebSphere
5 3 (1.07%) WebSphere Application Server
6 2 (0.71%) Confluence
7 1 (0.36%) Apache Spark
7 1 (0.36%) IIS
Applications
1 17 (6.07%) Microsoft Office
2 9 (3.21%) MS Visio
3 8 (2.86%) Microsoft Excel
4 2 (0.71%) Spreadsheet
4 2 (0.71%) Weka
5 1 (0.36%) PlantUML
Business Applications
1 7 (2.50%) Dynamics NAV
2 4 (1.43%) Markit EDM
3 1 (0.36%) FIS Private Capital Suite
3 1 (0.36%) SAP S/4HANA
Cloud Services
1 55 (19.64%) Azure
2 32 (11.43%) Microsoft 365
3 23 (8.21%) AWS
4 14 (5.00%) Entra ID
5 12 (4.29%) SaaS
6 9 (3.21%) Azure DevOps
6 9 (3.21%) dbt
6 9 (3.21%) Snowflake
7 8 (2.86%) GitHub
8 6 (2.14%) Azure Data Factory
8 6 (2.14%) Datadog
8 6 (2.14%) GitHub Actions
8 6 (2.14%) Serverless
9 5 (1.79%) Amazon CloudWatch
9 5 (1.79%) Amazon S3
9 5 (1.79%) AWS Lambda
9 5 (1.79%) Azure Key Vault
10 4 (1.43%) Amazon EC2
10 4 (1.43%) AWS CodePipeline
10 4 (1.43%) Power Platform
Communications & Networking
1 18 (6.43%) DNS
2 13 (4.64%) Broadband
3 12 (4.29%) DHCP
3 12 (4.29%) Firewall
4 8 (2.86%) SAN
5 5 (1.79%) Wi-Fi
6 4 (1.43%) Network Security
7 3 (1.07%) LAN
7 3 (1.07%) VPN
7 3 (1.07%) WAN
8 2 (0.71%) Internet
8 2 (0.71%) Remote Desktop
8 2 (0.71%) VLAN
8 2 (0.71%) Wireless
9 1 (0.36%) BGP
9 1 (0.36%) Ethernet
9 1 (0.36%) IPFIX
9 1 (0.36%) OSPF
9 1 (0.36%) RS-232
9 1 (0.36%) SNMP
Database & Business Intelligence
1 9 (3.21%) SQL Server
2 4 (1.43%) Amazon RDS
2 4 (1.43%) Amazon Redshift
2 4 (1.43%) Data Warehouse
2 4 (1.43%) Metadata
2 4 (1.43%) PostgreSQL
2 4 (1.43%) Power BI
2 4 (1.43%) SQL Server Integration Services
3 2 (0.71%) Tableau
4 1 (0.36%) Azure SQL Database
4 1 (0.36%) Big Data
4 1 (0.36%) Data Vault
4 1 (0.36%) Delta Lake
4 1 (0.36%) InfluxDB
4 1 (0.36%) NoSQL
Development Applications
1 8 (2.86%) Git
2 6 (2.14%) JIRA
3 2 (0.71%) Postman
4 1 (0.36%) GitLab
4 1 (0.36%) Jenkins
4 1 (0.36%) SonarQube
4 1 (0.36%) Visual Studio Code
General
1 179 (63.93%) Social Skills
2 73 (26.07%) Banking
3 69 (24.64%) Finance
4 58 (20.71%) Analytical Skills
5 22 (7.86%) Public Sector
6 19 (6.79%) Legal
7 13 (4.64%) Organisational Skills
8 10 (3.57%) Games
8 10 (3.57%) Influencing Skills
9 9 (3.21%) General Ledger
10 8 (2.86%) Documentation Skills
10 8 (2.86%) Law
11 7 (2.50%) Telecoms
12 6 (2.14%) Retail
13 5 (1.79%) Manufacturing
14 4 (1.43%) Inclusion and Diversity
15 3 (1.07%) Pharmaceutical
16 1 (0.36%) Advertising
16 1 (0.36%) Electronics
16 1 (0.36%) Publishing
Job Titles
1 74 (26.43%) Analyst
2 41 (14.64%) Senior
3 37 (13.21%) IT Support
4 32 (11.43%) QA Analyst
4 32 (11.43%) Quality Analyst
5 19 (6.79%) Lead
6 18 (6.43%) IT Engineer
7 17 (6.07%) Business Analyst
8 16 (5.71%) Support Analyst
9 15 (5.36%) Support Engineer
10 13 (4.64%) Senior Manager
11 10 (3.57%) Administrator
11 10 (3.57%) IT Support Engineer
12 9 (3.21%) Applications Support
12 9 (3.21%) Field Engineer
12 9 (3.21%) Field Service Engineer
12 9 (3.21%) IT Analyst
12 9 (3.21%) IT Support Analyst
12 9 (3.21%) Junior
13 8 (2.86%) 2nd Line Support
Libraries, Frameworks & Software Standards
1 12 (4.29%) .NET
2 8 (2.86%) AWS CDK
3 5 (1.79%) ADO
3 5 (1.79%) GraphQL
3 5 (1.79%) OAuth
3 5 (1.79%) OpenAPI
3 5 (1.79%) SOAP
3 5 (1.79%) Swagger
4 4 (1.43%) REST
5 1 (0.36%) CSS
5 1 (0.36%) gRPC
5 1 (0.36%) HTML
5 1 (0.36%) LangGraph
5 1 (0.36%) NumPy
5 1 (0.36%) OpenTelemetry
5 1 (0.36%) Playwright
5 1 (0.36%) PySpark
5 1 (0.36%) PyTorch
5 1 (0.36%) scikit-learn
5 1 (0.36%) TensorFlow
Miscellaneous
1 25 (8.93%) Management Information System
2 20 (7.14%) Onboarding
3 16 (5.71%) Cloud Native
4 13 (4.64%) Analytical Mindset
5 10 (3.57%) Cyber Threat
6 9 (3.21%) Self-Motivation
7 8 (2.86%) Data Centre
7 8 (2.86%) Driving Licence
7 8 (2.86%) Product Ownership
7 8 (2.86%) Smartphone
8 7 (2.50%) Cyberattack
9 6 (2.14%) NHS
10 5 (1.79%) Social Media
11 4 (1.43%) Data Protection Act
12 3 (1.07%) Hybrid Cloud
12 3 (1.07%) Renewable Energy
12 3 (1.07%) Video Conferencing
13 2 (0.71%) Enterprise Software
13 2 (0.71%) Robotics
13 2 (0.71%) Virtual Team
Operating Systems
1 28 (10.00%) Windows
2 14 (5.00%) Windows Server
3 9 (3.21%) Linux
4 5 (1.79%) Windows Server 2008
4 5 (1.79%) Windows Server 2012
4 5 (1.79%) Windows Server 2016
5 4 (1.43%) Unix
6 3 (1.07%) Android
7 2 (0.71%) Ubuntu
7 2 (0.71%) Windows 10
Processes & Methodologies
1 98 (35.00%) Coaching
1 98 (35.00%) Continuous Improvement
2 64 (22.86%) Emotional Intelligence
3 46 (16.43%) Agile
4 34 (12.14%) ITIL
4 34 (12.14%) Mentoring
5 33 (11.79%) CI/CD
5 33 (11.79%) Customer Service
6 32 (11.43%) DevOps
7 22 (7.86%) Cybersecurity
8 21 (7.50%) Observability
8 21 (7.50%) Software Engineering
9 20 (7.14%) Code Quality
9 20 (7.14%) User Experience
10 19 (6.79%) AI
10 19 (6.79%) Disaster Recovery
10 19 (6.79%) Service Delivery
11 18 (6.43%) Analytics
11 18 (6.43%) Asset Management
11 18 (6.43%) Stakeholder Engagement
Programming Languages
1 33 (11.79%) SQL
2 21 (7.50%) JavaScript
3 15 (5.36%) PowerShell
4 13 (4.64%) Python
5 8 (2.86%) TypeScript
6 6 (2.14%) C#
7 4 (1.43%) Shell Script
8 3 (1.07%) Java
8 3 (1.07%) T-SQL
9 1 (0.36%) Bash
9 1 (0.36%) Scala
Qualifications
1 26 (9.29%) Degree
2 11 (3.93%) Cisco Certification
2 11 (3.93%) ITIL Certification
2 11 (3.93%) Microsoft Certification
3 10 (3.57%) BPSS Clearance
3 10 (3.57%) CCNA
4 8 (2.86%) A+ Certification
4 8 (2.86%) MCSE
4 8 (2.86%) Network+ Certification
5 6 (2.14%) CISM
5 6 (2.14%) CISSP
6 5 (1.79%) Computer Science Degree
7 4 (1.43%) CRISC
8 3 (1.07%) AWS Certification
8 3 (1.07%) Security Cleared
9 2 (0.71%) ACCA
9 2 (0.71%) Azure Certification
9 2 (0.71%) CIMA
9 2 (0.71%) SC Cleared
10 1 (0.36%) AWS Certified Solutions Architect
Quality Assurance & Compliance
1 53 (18.93%) QA
2 6 (2.14%) GDPR
3 5 (1.79%) Data Quality
3 5 (1.79%) ISO/IEC 27001
4 4 (1.43%) COBIT
4 4 (1.43%) NIST
5 3 (1.07%) ISO 14001
5 3 (1.07%) ISO 9001
5 3 (1.07%) PCI DSS
5 3 (1.07%) SLA
6 2 (0.71%) GxP
7 1 (0.36%) Accessibility
7 1 (0.36%) Cyber Essentials
System Software
1 26 (9.29%) Active Directory
2 9 (3.21%) Docker
3 2 (0.71%) Hyper-V
3 2 (0.71%) VMware Infrastructure
3 2 (0.71%) vSphere
4 1 (0.36%) Virtual Desktop
Systems Management
1 12 (4.29%) Terraform
2 10 (3.57%) Kubernetes
3 9 (3.21%) Microsoft Intune
4 6 (2.14%) Grafana
4 6 (2.14%) Prometheus
5 4 (1.43%) Control-M
6 3 (1.07%) SCCM
7 2 (0.71%) Ansible
8 1 (0.36%) Nagios
8 1 (0.36%) Proxmox
8 1 (0.36%) ZABBIX
Vendors
1 50 (17.86%) Microsoft
2 13 (4.64%) Dell
3 11 (3.93%) ServiceNow
4 8 (2.86%) Cisco
5 6 (2.14%) Oracle
6 5 (1.79%) HP
7 4 (1.43%) Ab Initio
7 4 (1.43%) IBM
7 4 (1.43%) Informatica
8 3 (1.07%) Apple
8 3 (1.07%) VMware
9 2 (0.71%) BeyondTrust
9 2 (0.71%) Citrix
9 2 (0.71%) Meraki
9 2 (0.71%) OpenAI
9 2 (0.71%) Palo Alto
9 2 (0.71%) SAP
9 2 (0.71%) Sophos
9 2 (0.71%) Zscaler
10 1 (0.36%) Dataiku