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

6 months to
9 Jul 2026
Same period 2025 Same period 2024
Rank 15 7 22
Rank change year-on-year -8 +15 -10
Permanent jobs citing Problem-Solving 236 370 770
As % of all permanent jobs in Scotland 7.13% 15.11% 12.58%
As % of the Processes & Methodologies category 10.03% 16.58% 14.27%
Number of salaries quoted 172 170 383
10th Percentile £25,375 £26,929 £26,250
25th Percentile £27,000 £27,500 £35,000
Median annual salary (50th Percentile) £33,000 £45,635 £47,500
Median % change year-on-year -27.69% -3.93% -5.00%
75th Percentile £56,750 £63,750 £62,500
90th Percentile £73,357 £72,934 £73,750
UK median annual salary £47,500 £50,000 £49,500
% change year-on-year -5.00% +1.01% -10.00%

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 2,354 2,231 5,396
As % of all permanent jobs advertised in Scotland 71.07% 91.10% 88.16%
Number of salaries quoted 1,380 991 2,464
10th Percentile £28,000 £27,250 £28,250
25th Percentile £31,500 £32,851 £40,000
Median annual salary (50th Percentile) £47,500 £50,000 £52,500
Median % change year-on-year -5.00% -4.76% -4.55%
75th Percentile £65,000 £69,000 £67,500
90th Percentile £82,500 £85,000 £80,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -8.71%

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 9 July 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 9 July 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 +3 81 £37,500 -37.50% 57
Edinburgh -19 46 £36,250 -30.95% 37
South Lanarkshire - 17 £44,000 - 3
Fife +3 13 £36,500 -28.78% 5
North Lanarkshire +1 12 £27,000 -14.96% 2
West Lothian -5 10 £27,500 -59.26% 1
Stirling -9 8 £54,500 +71.65% 3
Renfrewshire +4 7 £27,000 -14.96% 5
Highlands +3 6 £26,500 - 7
Aberdeen - 6 £32,500 - 5
Lanarkshire +13 5 £27,000 -1.82% 23
Clackmannanshire - 5 - -
Perth and Kinross - 3 £28,000 - 1
Dunbartonshire 0 2 £16,640 - 2
Angus - 2 £42,500 -
Ayrshire - 2 £27,000 -
West Dunbartonshire - 2 £27,000 - 2
Moray - 2 £62,500 -
North Ayrshire - 2 £27,000 -
East Ayrshire - 2 £27,000 -
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 (4.24%) Microsoft Exchange
2 9 (3.81%) SharePoint
3 5 (2.12%) Exchange Server 2007
3 5 (2.12%) Exchange Server 2010
3 5 (2.12%) Exchange Server 2013
4 3 (1.27%) Confluence
5 2 (0.85%) IIS
5 2 (0.85%) WebSphere
5 2 (0.85%) WebSphere Application Server
6 1 (0.42%) Apache Airflow
6 1 (0.42%) Apache Spark
6 1 (0.42%) Oracle SOA Suite
Applications
1 22 (9.32%) Microsoft Office
2 12 (5.08%) Microsoft Excel
3 6 (2.54%) MS Visio
4 3 (1.27%) Spreadsheet
5 1 (0.42%) PlantUML
5 1 (0.42%) Siemens NX
Business Applications
1 8 (3.39%) Dynamics NAV
2 1 (0.42%) FIS Private Capital Suite
2 1 (0.42%) Oracle Applications
2 1 (0.42%) Oracle EBS
2 1 (0.42%) SAP ERP
2 1 (0.42%) SAP S/4HANA
2 1 (0.42%) Teamcenter
Cloud Services
1 43 (18.22%) Azure
2 35 (14.83%) Microsoft 365
3 17 (7.20%) AWS
4 15 (6.36%) Entra ID
5 11 (4.66%) SaaS
6 5 (2.12%) Azure DevOps
7 4 (1.69%) GCP
7 4 (1.69%) Serverless
8 3 (1.27%) Azure AKS
8 3 (1.27%) Microsoft Purview
8 3 (1.27%) Power Platform
9 2 (0.85%) Amazon CloudWatch
9 2 (0.85%) Amazon S3
9 2 (0.85%) AWS Lambda
9 2 (0.85%) Azure Monitor
9 2 (0.85%) Azure Sentinel
9 2 (0.85%) Dynamics 365
9 2 (0.85%) Figma
9 2 (0.85%) GitHub
9 2 (0.85%) Miro
Communications & Networking
1 16 (6.78%) Broadband
2 11 (4.66%) DNS
2 11 (4.66%) Firewall
3 7 (2.97%) LAN
3 7 (2.97%) SAN
3 7 (2.97%) VoIP
3 7 (2.97%) WAN
4 5 (2.12%) DHCP
4 5 (2.12%) Network Security
4 5 (2.12%) Wi-Fi
5 4 (1.69%) Internet
5 4 (1.69%) MPLS
5 4 (1.69%) VPN
6 1 (0.42%) BGP
6 1 (0.42%) IPFIX
6 1 (0.42%) OSPF
6 1 (0.42%) SNMP
6 1 (0.42%) TCP/IP
6 1 (0.42%) VLAN
Database & Business Intelligence
1 6 (2.54%) SQL Server
2 3 (1.27%) Power BI
2 3 (1.27%) Tableau
3 2 (0.85%) Data Warehouse
3 2 (0.85%) Metadata
3 2 (0.85%) Oracle Reports
4 1 (0.42%) Amazon Redshift
4 1 (0.42%) Azure SQL Database
4 1 (0.42%) Big Data
4 1 (0.42%) BusinessObjects
4 1 (0.42%) Data Vault
4 1 (0.42%) Delta Lake
4 1 (0.42%) NoSQL
4 1 (0.42%) Oracle BI Publisher
4 1 (0.42%) Oracle Database
4 1 (0.42%) Oracle Database 10g
4 1 (0.42%) Oracle Database 11g
4 1 (0.42%) PostgreSQL
4 1 (0.42%) SAP BW
4 1 (0.42%) SQL Server Integration Services
Development Applications
1 12 (5.08%) JIRA
2 9 (3.81%) Git
3 2 (0.85%) Burp Suite
3 2 (0.85%) JMeter
3 2 (0.85%) Oracle Forms
3 2 (0.85%) Postman
4 1 (0.42%) Cucumber
4 1 (0.42%) GitLab
4 1 (0.42%) Jenkins
4 1 (0.42%) Selenium
4 1 (0.42%) SonarQube
4 1 (0.42%) Visual Studio Code
4 1 (0.42%) WebDriver
4 1 (0.42%) Zephyr
General
1 139 (58.90%) Social Skills
2 49 (20.76%) Analytical Skills
3 45 (19.07%) Finance
4 41 (17.37%) Banking
5 19 (8.05%) Legal
5 19 (8.05%) Organisational Skills
6 18 (7.63%) Public Sector
7 13 (5.51%) Telecoms
8 10 (4.24%) Games
8 10 (4.24%) Manufacturing
9 9 (3.81%) Influencing Skills
10 8 (3.39%) Retail
11 5 (2.12%) Documentation Skills
11 5 (2.12%) Inclusion and Diversity
11 5 (2.12%) Pharmaceutical
12 4 (1.69%) General Ledger
13 3 (1.27%) Law
14 2 (0.85%) Legal Technology
14 2 (0.85%) Military
14 2 (0.85%) Publishing
Job Titles
1 43 (18.22%) Analyst
2 36 (15.25%) Senior
3 32 (13.56%) IT Support
4 20 (8.47%) IT Engineer
5 19 (8.05%) Support Analyst
6 17 (7.20%) Support Engineer
7 16 (6.78%) Lead
8 15 (6.36%) Administrator
8 15 (6.36%) Developer
9 13 (5.51%) 2nd Line Support
9 13 (5.51%) IT Support Engineer
10 12 (5.08%) Senior Analyst
11 11 (4.66%) Senior Manager
12 10 (4.24%) Business Analyst
12 10 (4.24%) IT Analyst
13 9 (3.81%) 2nd Line Engineer
13 9 (3.81%) IT Support Analyst
13 9 (3.81%) Junior
13 9 (3.81%) Systems Administrator
14 8 (3.39%) RPG Developer
Libraries, Frameworks & Software Standards
1 8 (3.39%) AWS CDK
2 6 (2.54%) .NET
3 3 (1.27%) RESTful
4 2 (0.85%) CSS
4 2 (0.85%) HTML
4 2 (0.85%) Playwright
4 2 (0.85%) React
5 1 (0.42%) CrewAI
5 1 (0.42%) gRPC
5 1 (0.42%) LangGraph
5 1 (0.42%) Next.js
5 1 (0.42%) NumPy
5 1 (0.42%) OpenTelemetry
5 1 (0.42%) PySpark
5 1 (0.42%) PyTorch
5 1 (0.42%) SAP Basis
5 1 (0.42%) SAP Fiori
5 1 (0.42%) scikit-learn
5 1 (0.42%) SOAP
5 1 (0.42%) TensorFlow
Miscellaneous
1 23 (9.75%) Onboarding
2 17 (7.20%) Driving Licence
2 17 (7.20%) Management Information System
3 12 (5.08%) Cloud Native
4 9 (3.81%) Analytical Mindset
4 9 (3.81%) AS400
5 8 (3.39%) Self-Motivation
6 7 (2.97%) Cyber Threat
6 7 (2.97%) Cyberattack
6 7 (2.97%) Data Centre
6 7 (2.97%) Smartphone
6 7 (2.97%) Social Media
7 6 (2.54%) NHS
7 6 (2.54%) Product Ownership
8 4 (1.69%) Data Protection Act
9 3 (1.27%) Hybrid Cloud
10 2 (0.85%) Enterprise Software
10 2 (0.85%) Mobile App
10 2 (0.85%) Virtual Team
10 2 (0.85%) VLE
Operating Systems
1 20 (8.47%) Windows
2 11 (4.66%) Windows Server
3 5 (2.12%) Windows Server 2008
3 5 (2.12%) Windows Server 2012
3 5 (2.12%) Windows Server 2016
4 4 (1.69%) Mac OS
5 1 (0.42%) Android
5 1 (0.42%) Linux
5 1 (0.42%) Unix
5 1 (0.42%) Windows 10
Processes & Methodologies
1 87 (36.86%) Continuous Improvement
2 52 (22.03%) Coaching
3 39 (16.53%) Agile
4 37 (15.68%) ITIL
5 34 (14.41%) Customer Service
6 32 (13.56%) Emotional Intelligence
6 32 (13.56%) Mentoring
7 24 (10.17%) Cybersecurity
8 22 (9.32%) Collaborative Working
9 21 (8.90%) Service Delivery
10 20 (8.47%) AI
10 20 (8.47%) Analytics
10 20 (8.47%) DevOps
11 19 (8.05%) ERP
12 18 (7.63%) User Experience
13 17 (7.20%) CI/CD
14 16 (6.78%) Code Quality
14 16 (6.78%) Observability
14 16 (6.78%) Project Delivery
14 16 (6.78%) Software Engineering
Programming Languages
1 24 (10.17%) SQL
2 22 (9.32%) JavaScript
3 11 (4.66%) TypeScript
4 9 (3.81%) RPG
5 7 (2.97%) Python
6 4 (1.69%) Java
7 3 (1.27%) C#
8 2 (0.85%) PL/SQL
8 2 (0.85%) T-SQL
9 1 (0.42%) Bash
9 1 (0.42%) C
9 1 (0.42%) C++
9 1 (0.42%) Kotlin
9 1 (0.42%) PowerShell
9 1 (0.42%) Scala
9 1 (0.42%) Shell Script
Qualifications
1 32 (13.56%) Degree
2 9 (3.81%) Microsoft Certification
3 8 (3.39%) BPSS Clearance
4 7 (2.97%) A+ Certification
4 7 (2.97%) CCNA
4 7 (2.97%) Cisco Certification
4 7 (2.97%) ITIL Certification
4 7 (2.97%) MCSE
4 7 (2.97%) Network+ Certification
5 4 (1.69%) CISM
5 4 (1.69%) CISSP
5 4 (1.69%) CRISC
6 3 (1.27%) ISTQB
6 3 (1.27%) Security Cleared
7 2 (0.85%) Computer Science Degree
7 2 (0.85%) ISEB
7 2 (0.85%) ITIL Foundation Certificate
7 2 (0.85%) PMI Certification
7 2 (0.85%) PMP
7 2 (0.85%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 22 (9.32%) QA
2 4 (1.69%) COBIT
2 4 (1.69%) ISO/IEC 27001
2 4 (1.69%) NIST
3 2 (0.85%) Accessibility
3 2 (0.85%) GDPR
3 2 (0.85%) ISO 14001
3 2 (0.85%) ISO 9001
4 1 (0.42%) Data Quality
4 1 (0.42%) ISO 22301
4 1 (0.42%) NCSC
4 1 (0.42%) SLA
System Software
1 24 (10.17%) Active Directory
2 3 (1.27%) Docker
3 1 (0.42%) Embedded Firmware
3 1 (0.42%) Firmware
3 1 (0.42%) Hyper-V
3 1 (0.42%) Virtual Desktop
3 1 (0.42%) Virtual Machines
3 1 (0.42%) VMware Infrastructure
Systems Management
1 8 (3.39%) Microsoft Intune
2 3 (1.27%) Grafana
2 3 (1.27%) Kubernetes
3 2 (0.85%) Terraform
4 1 (0.42%) Control-M
4 1 (0.42%) Nagios
4 1 (0.42%) Prometheus
4 1 (0.42%) ZABBIX
Vendors
1 50 (21.19%) Microsoft
2 12 (5.08%) Dell
3 9 (3.81%) IBM
4 8 (3.39%) Google
4 8 (3.39%) SAP
5 7 (2.97%) Meraki
5 7 (2.97%) ServiceNow
6 5 (2.12%) HP
6 5 (2.12%) Salesforce
7 4 (1.69%) Fortinet
8 3 (1.27%) Oracle
8 3 (1.27%) VMware
9 2 (0.85%) Cisco
9 2 (0.85%) Citrix
9 2 (0.85%) OpenAI
9 2 (0.85%) Sophos
9 2 (0.85%) Zscaler
10 1 (0.42%) Informatica
10 1 (0.42%) Siemens
10 1 (0.42%) YouTube