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

6 months to
17 Jul 2026
Same period 2025 Same period 2024
Rank 15 7 22
Rank change year-on-year -8 +15 -11
Permanent jobs citing Problem-Solving 234 380 750
As % of all permanent jobs in Scotland 7.02% 15.21% 12.67%
As % of the Processes & Methodologies category 9.90% 16.78% 14.41%
Number of salaries quoted 168 179 369
10th Percentile £25,638 £26,929 £26,850
25th Percentile £27,000 £27,500 £35,000
Median annual salary (50th Percentile) £33,000 £44,500 £47,500
Median % change year-on-year -25.84% -6.32% -0.12%
75th Percentile £56,750 £63,750 £62,500
90th Percentile £72,786 £71,900 £73,750
UK median annual salary £47,500 £49,000 £50,000
% change year-on-year -3.06% -2.00% -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 2,363 2,264 5,205
As % of all permanent jobs advertised in Scotland 70.85% 90.60% 87.94%
Number of salaries quoted 1,404 1,002 2,370
10th Percentile £28,000 £26,968 £28,750
25th Percentile £32,250 £32,851 £40,000
Median annual salary (50th Percentile) £47,500 £48,500 £52,500
Median % change year-on-year -2.06% -7.62% -4.55%
75th Percentile £65,000 £68,079 £67,500
90th Percentile £81,250 £85,000 £80,000
UK median annual salary £60,000 £57,000 £55,000
% change year-on-year +5.26% +3.64% -8.84%

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 17 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 17 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 +4 76 £37,500 -37.50% 35
Edinburgh -15 49 £32,500 -37.50% 24
South Lanarkshire - 17 £44,000 - 2
Fife +3 14 £36,000 -29.76% 3
North Lanarkshire +4 12 £27,000 -14.96% 3
West Lothian -4 11 £27,500 -59.26% 2
Stirling -6 8 £54,500 +71.65% 2
Renfrewshire +4 7 £27,000 -14.96% 3
Highlands +2 6 £26,500 - 7
Lanarkshire +13 5 £27,000 -1.82% 27
Clackmannanshire - 5 - -
Aberdeen - 4 £32,500 - 1
Perth and Kinross - 3 £28,000 - 1
Dunbartonshire -1 2 £16,640 - 1
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 (4.27%) SharePoint
2 9 (3.85%) Microsoft Exchange
3 4 (1.71%) Exchange Server 2007
3 4 (1.71%) Exchange Server 2010
3 4 (1.71%) Exchange Server 2013
4 3 (1.28%) Confluence
5 2 (0.85%) IIS
6 1 (0.43%) Apache Spark
6 1 (0.43%) Oracle SOA Suite
6 1 (0.43%) WebSphere
6 1 (0.43%) WebSphere Application Server
Applications
1 22 (9.40%) Microsoft Office
2 12 (5.13%) Microsoft Excel
3 6 (2.56%) MS Visio
4 3 (1.28%) Spreadsheet
5 1 (0.43%) PlantUML
5 1 (0.43%) Siemens NX
5 1 (0.43%) Simulink
Business Applications
1 8 (3.42%) Dynamics NAV
2 2 (0.85%) SAP ERP
3 1 (0.43%) FIS Private Capital Suite
3 1 (0.43%) Oracle Applications
3 1 (0.43%) Oracle EBS
3 1 (0.43%) SAP S/4HANA
3 1 (0.43%) Teamcenter
Cloud Services
1 44 (18.80%) Azure
2 37 (15.81%) Microsoft 365
3 15 (6.41%) AWS
3 15 (6.41%) Entra ID
4 9 (3.85%) SaaS
5 5 (2.14%) Azure DevOps
6 4 (1.71%) GCP
7 3 (1.28%) Azure AKS
7 3 (1.28%) Microsoft Purview
7 3 (1.28%) Power Platform
7 3 (1.28%) Serverless
8 2 (0.85%) Azure Monitor
8 2 (0.85%) Azure Sentinel
8 2 (0.85%) Dynamics 365
8 2 (0.85%) Figma
8 2 (0.85%) GitHub
8 2 (0.85%) Miro
9 1 (0.43%) Amazon S3
9 1 (0.43%) MailChimp
9 1 (0.43%) SuccessFactors
Communications & Networking
1 16 (6.84%) Broadband
2 11 (4.70%) Firewall
3 10 (4.27%) DNS
4 8 (3.42%) LAN
4 8 (3.42%) VoIP
4 8 (3.42%) WAN
5 6 (2.56%) SAN
6 5 (2.14%) MPLS
6 5 (2.14%) Network Security
6 5 (2.14%) VPN
7 4 (1.71%) DHCP
7 4 (1.71%) Internet
7 4 (1.71%) Wi-Fi
8 1 (0.43%) BGP
8 1 (0.43%) IPFIX
8 1 (0.43%) OSPF
8 1 (0.43%) SNMP
8 1 (0.43%) TCP/IP
8 1 (0.43%) VLAN
Database & Business Intelligence
1 6 (2.56%) SQL Server
2 3 (1.28%) Power BI
2 3 (1.28%) Tableau
3 2 (0.85%) BusinessObjects
3 2 (0.85%) Data Warehouse
3 2 (0.85%) Metadata
3 2 (0.85%) Oracle Reports
3 2 (0.85%) Relational Database
3 2 (0.85%) SAP BW
4 1 (0.43%) Azure SQL Database
4 1 (0.43%) Big Data
4 1 (0.43%) Data Lake
4 1 (0.43%) Data Vault
4 1 (0.43%) Delta Lake
4 1 (0.43%) InfluxDB
4 1 (0.43%) NoSQL
4 1 (0.43%) Oracle BI Publisher
4 1 (0.43%) Oracle Database
4 1 (0.43%) Oracle Database 10g
4 1 (0.43%) Oracle Database 11g
Development Applications
1 11 (4.70%) JIRA
2 7 (2.99%) 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 (0.43%) Cucumber
4 1 (0.43%) GitLab
4 1 (0.43%) Jenkins
4 1 (0.43%) Selenium
4 1 (0.43%) SonarQube
4 1 (0.43%) Visual Studio Code
4 1 (0.43%) WebDriver
4 1 (0.43%) Zephyr
General
1 141 (60.26%) Social Skills
2 47 (20.09%) Analytical Skills
2 47 (20.09%) Finance
3 41 (17.52%) Banking
4 18 (7.69%) Organisational Skills
5 17 (7.26%) Legal
5 17 (7.26%) Public Sector
6 13 (5.56%) Telecoms
7 10 (4.27%) Games
7 10 (4.27%) Manufacturing
8 9 (3.85%) Influencing Skills
9 8 (3.42%) Retail
10 6 (2.56%) Inclusion and Diversity
11 5 (2.14%) Pharmaceutical
12 3 (1.28%) Documentation Skills
12 3 (1.28%) General Ledger
12 3 (1.28%) Law
12 3 (1.28%) Military
13 2 (0.85%) Legal Technology
13 2 (0.85%) Publishing
Job Titles
1 43 (18.38%) Analyst
2 36 (15.38%) Senior
3 29 (12.39%) IT Support
4 19 (8.12%) Support Analyst
5 18 (7.69%) IT Engineer
6 17 (7.26%) Lead
6 17 (7.26%) Support Engineer
7 15 (6.41%) Administrator
7 15 (6.41%) Developer
8 13 (5.56%) 2nd Line Support
8 13 (5.56%) Senior Analyst
9 12 (5.13%) IT Support Engineer
10 10 (4.27%) 2nd Line Engineer
10 10 (4.27%) Business Analyst
10 10 (4.27%) IT Analyst
10 10 (4.27%) Senior Manager
11 9 (3.85%) 2nd Line Support Engineer
11 9 (3.85%) IT Support Analyst
11 9 (3.85%) Systems Administrator
11 9 (3.85%) Technical Support
Libraries, Frameworks & Software Standards
1 8 (3.42%) AWS CDK
2 5 (2.14%) .NET
3 3 (1.28%) RESTful
4 2 (0.85%) CSS
4 2 (0.85%) HTML
4 2 (0.85%) Playwright
4 2 (0.85%) React
4 2 (0.85%) SAP Basis
4 2 (0.85%) SAP Fiori
5 1 (0.43%) Android SDK
5 1 (0.43%) CrewAI
5 1 (0.43%) gRPC
5 1 (0.43%) LangGraph
5 1 (0.43%) Next.js
5 1 (0.43%) NumPy
5 1 (0.43%) OpenTelemetry
5 1 (0.43%) PySpark
5 1 (0.43%) PyTorch
5 1 (0.43%) scikit-learn
5 1 (0.43%) TensorFlow
Miscellaneous
1 22 (9.40%) Onboarding
2 18 (7.69%) Driving Licence
2 18 (7.69%) Management Information System
3 12 (5.13%) Cloud Native
4 9 (3.85%) AS400
5 8 (3.42%) Cyber Threat
6 7 (2.99%) Analytical Mindset
6 7 (2.99%) Cyberattack
6 7 (2.99%) Self-Motivation
6 7 (2.99%) Social Media
7 6 (2.56%) Data Centre
7 6 (2.56%) Product Ownership
7 6 (2.56%) Smartphone
8 5 (2.14%) Data Protection Act
8 5 (2.14%) NHS
9 3 (1.28%) FPGA
9 3 (1.28%) Hybrid Cloud
9 3 (1.28%) VHDL
10 2 (0.85%) Mobile App
10 2 (0.85%) Virtual Team
Operating Systems
1 22 (9.40%) Windows
2 11 (4.70%) Windows Server
3 4 (1.71%) Mac OS
3 4 (1.71%) Windows Server 2008
3 4 (1.71%) Windows Server 2012
3 4 (1.71%) Windows Server 2016
4 1 (0.43%) Android
4 1 (0.43%) Windows 10
Processes & Methodologies
1 86 (36.75%) Continuous Improvement
2 52 (22.22%) Coaching
3 38 (16.24%) Agile
4 37 (15.81%) ITIL
5 34 (14.53%) Customer Service
6 33 (14.10%) Mentoring
7 32 (13.68%) Emotional Intelligence
8 26 (11.11%) Cybersecurity
9 25 (10.68%) Collaborative Working
10 21 (8.97%) AI
10 21 (8.97%) ERP
10 21 (8.97%) Service Delivery
11 20 (8.55%) Analytics
11 20 (8.55%) DevOps
12 17 (7.26%) Project Delivery
12 17 (7.26%) User Experience
13 16 (6.84%) CI/CD
14 15 (6.41%) Code Quality
14 15 (6.41%) Observability
14 15 (6.41%) Software Engineering
Programming Languages
1 22 (9.40%) JavaScript
2 21 (8.97%) SQL
3 11 (4.70%) TypeScript
4 9 (3.85%) RPG
5 8 (3.42%) Python
6 3 (1.28%) C#
6 3 (1.28%) Java
7 2 (0.85%) C
7 2 (0.85%) C++
7 2 (0.85%) PL/SQL
7 2 (0.85%) SystemVerilog
8 1 (0.43%) Bash
8 1 (0.43%) Embedded C
8 1 (0.43%) Embedded C++
8 1 (0.43%) Kotlin
8 1 (0.43%) MATLAB
8 1 (0.43%) PowerShell
8 1 (0.43%) Scala
8 1 (0.43%) T-SQL
Qualifications
1 37 (15.81%) Degree
2 10 (4.27%) Microsoft Certification
3 9 (3.85%) BPSS Clearance
4 7 (2.99%) ITIL Certification
5 6 (2.56%) A+ Certification
5 6 (2.56%) CCNA
5 6 (2.56%) Cisco Certification
5 6 (2.56%) MCSE
5 6 (2.56%) Network+ Certification
6 5 (2.14%) CISM
6 5 (2.14%) CISSP
6 5 (2.14%) CRISC
6 5 (2.14%) Security Cleared
7 3 (1.28%) ISTQB
8 2 (0.85%) ISEB
8 2 (0.85%) ITIL Foundation Certificate
8 2 (0.85%) PhD
8 2 (0.85%) PMI Certification
8 2 (0.85%) PMP
8 2 (0.85%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 21 (8.97%) QA
2 5 (2.14%) ISO/IEC 27001
2 5 (2.14%) NIST
3 4 (1.71%) Accessibility
3 4 (1.71%) COBIT
4 3 (1.28%) GDPR
5 1 (0.43%) ISO 14001
5 1 (0.43%) ISO 22301
5 1 (0.43%) ISO 9001
5 1 (0.43%) NCSC
5 1 (0.43%) SLA
System Software
1 24 (10.26%) Active Directory
2 3 (1.28%) Docker
2 3 (1.28%) Firmware
3 1 (0.43%) Embedded Firmware
3 1 (0.43%) Hyper-V
3 1 (0.43%) Virtual Desktop
3 1 (0.43%) Virtual Machines
3 1 (0.43%) VMware Infrastructure
Systems Management
1 8 (3.42%) Microsoft Intune
2 3 (1.28%) Grafana
2 3 (1.28%) Kubernetes
3 2 (0.85%) Terraform
4 1 (0.43%) Nagios
4 1 (0.43%) Prometheus
4 1 (0.43%) RSA Archer
4 1 (0.43%) ZABBIX
Vendors
1 54 (23.08%) Microsoft
2 10 (4.27%) Dell
3 9 (3.85%) IBM
3 9 (3.85%) SAP
4 8 (3.42%) Google
4 8 (3.42%) Meraki
4 8 (3.42%) ServiceNow
5 5 (2.14%) Fortinet
5 5 (2.14%) Salesforce
6 4 (1.71%) HP
6 4 (1.71%) Oracle
7 3 (1.28%) VMware
8 2 (0.85%) Cisco
8 2 (0.85%) Citrix
8 2 (0.85%) OpenAI
8 2 (0.85%) Siemens
8 2 (0.85%) Sophos
8 2 (0.85%) Xilinx
8 2 (0.85%) Zscaler
9 1 (0.43%) Intapp