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

6 months to
20 Jun 2026
Same period 2025 Same period 2024
Rank 12 10 24
Rank change year-on-year -2 +14 -7
Permanent jobs citing Problem-Solving 262 332 818
As % of all permanent jobs in Scotland 8.04% 14.86% 12.52%
As % of the Processes & Methodologies category 11.44% 16.02% 14.20%
Number of salaries quoted 170 138 394
10th Percentile £25,375 - £25,818
25th Percentile £27,000 £26,929 £34,125
Median annual salary (50th Percentile) £35,000 £48,798 £45,272
Median % change year-on-year -28.28% +7.79% -9.46%
75th Percentile £52,875 £63,750 £62,460
90th Percentile £73,750 £79,288 £72,500
UK median annual salary £47,500 £50,000 £48,504
% change year-on-year -5.00% +3.09% -11.81%

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 2,290 2,072 5,759
As % of all permanent jobs advertised in Scotland 70.25% 92.75% 88.18%
Number of salaries quoted 1,329 857 2,593
10th Percentile £28,250 £26,929 £28,000
25th Percentile £31,500 £32,851 £40,000
Median annual salary (50th Percentile) £45,000 £50,000 £52,500
Median % change year-on-year -10.00% -4.76% -8.70%
75th Percentile £65,000 £70,000 £65,250
90th Percentile £80,250 £90,022 £80,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -9.54%

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 20 June 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 20 June 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 +10 88 £37,875 -32.67% 43
Edinburgh -15 45 £40,750 -22.38% 29
North Lanarkshire +9 20 £27,000 - 3
South Lanarkshire - 18 £55,000 - 2
Fife +4 14 £36,000 -31.43% 3
Renfrewshire +7 13 £27,000 -57.14% 3
Stirling -3 11 £54,500 +19.43% 6
Aberdeen -8 9 £32,500 -18.75% 3
Lanarkshire - 7 £27,000 - 17
West Lothian -6 5 £27,500 -59.26% 1
Highlands -1 4 £26,500 - 6
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 - 1
West Dunbartonshire - 4 £27,000 - 1
Ayrshire - 4 £27,000 - 1
Clackmannanshire - 4 - -
Dunbartonshire 0 2 £16,640 - 1
Perth and Kinross - 2 £28,000 -
Moray - 1 £62,500 - 2
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 (4.20%) Microsoft Exchange
1 11 (4.20%) SharePoint
2 5 (1.91%) Exchange Server 2007
2 5 (1.91%) Exchange Server 2010
2 5 (1.91%) Exchange Server 2013
3 3 (1.15%) Apache Airflow
3 3 (1.15%) Confluence
4 2 (0.76%) IIS
4 2 (0.76%) WebSphere
4 2 (0.76%) WebSphere Application Server
5 1 (0.38%) Apache Spark
5 1 (0.38%) Oracle SOA Suite
Applications
1 19 (7.25%) Microsoft Office
2 9 (3.44%) Microsoft Excel
3 7 (2.67%) MS Visio
4 3 (1.15%) Spreadsheet
5 1 (0.38%) PlantUML
5 1 (0.38%) Siemens NX
Business Applications
1 8 (3.05%) Dynamics NAV
2 1 (0.38%) FIS Private Capital Suite
2 1 (0.38%) Oracle Applications
2 1 (0.38%) Oracle EBS
2 1 (0.38%) SAP S/4HANA
2 1 (0.38%) Teamcenter
Cloud Services
1 38 (14.50%) Azure
2 27 (10.31%) Microsoft 365
3 19 (7.25%) AWS
4 11 (4.20%) Entra ID
5 10 (3.82%) SaaS
6 6 (2.29%) Serverless
7 4 (1.53%) Amazon CloudWatch
7 4 (1.53%) Amazon S3
7 4 (1.53%) AWS Lambda
7 4 (1.53%) Azure DevOps
7 4 (1.53%) GCP
8 3 (1.15%) Amazon EC2
8 3 (1.15%) AWS CodePipeline
8 3 (1.15%) AWS Step Functions
8 3 (1.15%) Azure AKS
8 3 (1.15%) Microsoft Purview
8 3 (1.15%) OneDrive
8 3 (1.15%) Power Platform
9 2 (0.76%) Azure Sentinel
9 2 (0.76%) Miro
Communications & Networking
1 14 (5.34%) Broadband
2 13 (4.96%) DNS
3 9 (3.44%) Firewall
4 7 (2.67%) DHCP
4 7 (2.67%) SAN
5 5 (1.91%) Network Security
5 5 (1.91%) Wi-Fi
6 3 (1.15%) LAN
6 3 (1.15%) VoIP
6 3 (1.15%) WAN
7 2 (0.76%) Internet
7 2 (0.76%) Remote Desktop
7 2 (0.76%) VPN
8 1 (0.38%) BGP
8 1 (0.38%) IPFIX
8 1 (0.38%) OSPF
8 1 (0.38%) SNMP
8 1 (0.38%) TCP/IP
8 1 (0.38%) VLAN
Database & Business Intelligence
1 8 (3.05%) SQL Server
2 3 (1.15%) Amazon RDS
2 3 (1.15%) Amazon Redshift
2 3 (1.15%) Metadata
2 3 (1.15%) PostgreSQL
2 3 (1.15%) Power BI
2 3 (1.15%) SQL Server Integration Services
2 3 (1.15%) Tableau
3 2 (0.76%) Data Warehouse
3 2 (0.76%) Oracle Reports
4 1 (0.38%) Azure SQL Database
4 1 (0.38%) Big Data
4 1 (0.38%) Data Lake
4 1 (0.38%) Data Vault
4 1 (0.38%) InfluxDB
4 1 (0.38%) NoSQL
4 1 (0.38%) Oracle BI Publisher
4 1 (0.38%) Oracle Database
4 1 (0.38%) Oracle Database 10g
4 1 (0.38%) Oracle Database 11g
Development Applications
1 10 (3.82%) Git
2 9 (3.44%) JIRA
3 2 (0.76%) Oracle Forms
3 2 (0.76%) Postman
4 1 (0.38%) Burp Suite
4 1 (0.38%) Cucumber
4 1 (0.38%) GitLab
4 1 (0.38%) Jenkins
4 1 (0.38%) JMeter
4 1 (0.38%) Selenium
4 1 (0.38%) SonarQube
4 1 (0.38%) Visual Studio Code
4 1 (0.38%) WebDriver
4 1 (0.38%) Zephyr
General
1 163 (62.21%) Social Skills
2 73 (27.86%) Banking
3 51 (19.47%) Finance
4 50 (19.08%) Analytical Skills
5 21 (8.02%) Public Sector
6 19 (7.25%) Legal
7 15 (5.73%) Organisational Skills
8 10 (3.82%) Games
9 9 (3.44%) Influencing Skills
9 9 (3.44%) Manufacturing
10 7 (2.67%) General Ledger
10 7 (2.67%) Telecoms
11 6 (2.29%) Documentation Skills
11 6 (2.29%) Retail
12 5 (1.91%) Inclusion and Diversity
12 5 (1.91%) Law
13 4 (1.53%) Pharmaceutical
14 2 (0.76%) Legal Technology
14 2 (0.76%) Publishing
15 1 (0.38%) Local Government
Job Titles
1 74 (28.24%) Analyst
2 34 (12.98%) IT Support
3 32 (12.21%) QA Analyst
3 32 (12.21%) Quality Analyst
4 30 (11.45%) Senior
5 18 (6.87%) IT Engineer
6 16 (6.11%) Lead
6 16 (6.11%) Support Analyst
7 14 (5.34%) Administrator
8 13 (4.96%) Business Analyst
9 11 (4.20%) Developer
9 11 (4.20%) IT Support Engineer
9 11 (4.20%) Senior Manager
9 11 (4.20%) Support Engineer
10 10 (3.82%) IT Analyst
11 9 (3.44%) IT Support Analyst
11 9 (3.44%) Junior
12 8 (3.05%) Field Engineer
12 8 (3.05%) Field Service Engineer
12 8 (3.05%) Systems Administrator
Libraries, Frameworks & Software Standards
1 8 (3.05%) AWS CDK
2 5 (1.91%) .NET
3 3 (1.15%) REST
3 3 (1.15%) SOAP
4 2 (0.76%) CSS
4 2 (0.76%) HTML
4 2 (0.76%) Playwright
4 2 (0.76%) RESTful
5 1 (0.38%) Android SDK
5 1 (0.38%) CrewAI
5 1 (0.38%) gRPC
5 1 (0.38%) LangGraph
5 1 (0.38%) Next.js
5 1 (0.38%) NumPy
5 1 (0.38%) OpenTelemetry
5 1 (0.38%) PySpark
5 1 (0.38%) PyTorch
5 1 (0.38%) React
5 1 (0.38%) scikit-learn
5 1 (0.38%) TensorFlow
Miscellaneous
1 21 (8.02%) Management Information System
2 16 (6.11%) Onboarding
3 12 (4.58%) Cloud Native
4 11 (4.20%) Analytical Mindset
4 11 (4.20%) Driving Licence
5 9 (3.44%) Self-Motivation
6 7 (2.67%) Cyber Threat
6 7 (2.67%) Cyberattack
6 7 (2.67%) Data Centre
6 7 (2.67%) Smartphone
7 6 (2.29%) AS400
7 6 (2.29%) NHS
7 6 (2.29%) Social Media
8 5 (1.91%) Product Ownership
9 4 (1.53%) Data Protection Act
10 3 (1.15%) Hybrid Cloud
11 2 (0.76%) Enterprise Software
11 2 (0.76%) Legacy Systems
11 2 (0.76%) Virtual Team
11 2 (0.76%) VLE
Operating Systems
1 15 (5.73%) Windows
2 8 (3.05%) Windows Server
3 5 (1.91%) Windows Server 2008
3 5 (1.91%) Windows Server 2012
3 5 (1.91%) Windows Server 2016
4 3 (1.15%) Linux
4 3 (1.15%) Unix
5 2 (0.76%) Mac OS
6 1 (0.38%) Android
6 1 (0.38%) Windows 10
Processes & Methodologies
1 111 (42.37%) Continuous Improvement
2 81 (30.92%) Coaching
3 64 (24.43%) Emotional Intelligence
4 39 (14.89%) Agile
5 31 (11.83%) ITIL
6 28 (10.69%) Customer Service
6 28 (10.69%) Mentoring
7 21 (8.02%) Cybersecurity
8 20 (7.63%) Service Delivery
9 19 (7.25%) AI
9 19 (7.25%) CI/CD
9 19 (7.25%) DevOps
10 18 (6.87%) Analytics
10 18 (6.87%) Collaborative Working
10 18 (6.87%) ERP
10 18 (6.87%) User Experience
11 16 (6.11%) Code Quality
11 16 (6.11%) Observability
11 16 (6.11%) Software Engineering
11 16 (6.11%) Stakeholder Engagement
Programming Languages
1 25 (9.54%) SQL
2 19 (7.25%) JavaScript
3 10 (3.82%) TypeScript
4 7 (2.67%) Python
5 6 (2.29%) RPG
6 4 (1.53%) Java
7 3 (1.15%) Shell Script
8 2 (0.76%) C#
8 2 (0.76%) PL/SQL
8 2 (0.76%) T-SQL
9 1 (0.38%) Bash
9 1 (0.38%) Kotlin
9 1 (0.38%) PowerShell
9 1 (0.38%) Scala
Qualifications
1 29 (11.07%) Degree
2 9 (3.44%) ITIL Certification
2 9 (3.44%) Microsoft Certification
3 8 (3.05%) BPSS Clearance
4 7 (2.67%) A+ Certification
4 7 (2.67%) CCNA
4 7 (2.67%) Cisco Certification
4 7 (2.67%) MCSE
4 7 (2.67%) Network+ Certification
5 4 (1.53%) CISM
5 4 (1.53%) CISSP
5 4 (1.53%) CRISC
6 3 (1.15%) Security Cleared
7 2 (0.76%) ACCA
7 2 (0.76%) CIMA
7 2 (0.76%) Computer Science Degree
7 2 (0.76%) ISTQB
8 1 (0.38%) ISEB
8 1 (0.38%) ISTQB Foundation Certification
8 1 (0.38%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 53 (20.23%) QA
2 4 (1.53%) COBIT
2 4 (1.53%) ISO/IEC 27001
2 4 (1.53%) NIST
3 3 (1.15%) Data Quality
3 3 (1.15%) ISO 14001
3 3 (1.15%) ISO 9001
3 3 (1.15%) SLA
4 2 (0.76%) Accessibility
4 2 (0.76%) GDPR
5 1 (0.38%) ISO 22301
5 1 (0.38%) NCSC
System Software
1 21 (8.02%) Active Directory
2 3 (1.15%) Docker
3 1 (0.38%) Virtual Desktop
3 1 (0.38%) VMware Infrastructure
Systems Management
1 7 (2.67%) Microsoft Intune
2 3 (1.15%) Control-M
2 3 (1.15%) Kubernetes
3 2 (0.76%) Grafana
3 2 (0.76%) SCCM
3 2 (0.76%) Terraform
4 1 (0.38%) Nagios
4 1 (0.38%) Prometheus
4 1 (0.38%) ZABBIX
Vendors
1 37 (14.12%) Microsoft
2 12 (4.58%) Dell
3 9 (3.44%) ServiceNow
4 7 (2.67%) Google
4 7 (2.67%) Oracle
4 7 (2.67%) SAP
5 6 (2.29%) IBM
6 5 (1.91%) HP
7 4 (1.53%) Salesforce
8 3 (1.15%) Informatica
8 3 (1.15%) Meraki
8 3 (1.15%) VMware
9 2 (0.76%) BeyondTrust
9 2 (0.76%) Cisco
9 2 (0.76%) Citrix
9 2 (0.76%) OpenAI
9 2 (0.76%) Sophos
9 2 (0.76%) Zscaler
10 1 (0.38%) Siemens
10 1 (0.38%) YouTube