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

6 months to
2 Jul 2026
Same period 2025 Same period 2024
Rank 13 9 22
Rank change year-on-year -4 +13 -10
Permanent jobs citing Problem-Solving 252 355 786
As % of all permanent jobs in Scotland 7.55% 14.98% 12.63%
As % of the Processes & Methodologies category 10.69% 16.33% 14.35%
Number of salaries quoted 172 156 400
10th Percentile £25,375 £26,929 £25,818
25th Percentile £27,000 £26,968 £34,000
Median annual salary (50th Percentile) £33,000 £45,635 £45,272
Median % change year-on-year -27.69% +0.80% -9.46%
75th Percentile £54,500 £63,750 £62,500
90th Percentile £73,357 £74,670 £72,600
UK median annual salary £47,500 £50,000 £49,274
% change year-on-year -5.00% +1.47% -10.41%

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 2,358 2,174 5,477
As % of all permanent jobs advertised in Scotland 70.68% 91.73% 88.04%
Number of salaries quoted 1,375 943 2,526
10th Percentile £28,000 £26,968 £27,750
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 £70,000 £66,250
90th Percentile £81,250 £86,771 £80,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -9.09%

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 2 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 2 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 +6 85 £37,625 -37.29% 63
Edinburgh -19 47 £36,500 -29.81% 32
South Lanarkshire - 18 £55,000 - 4
North Lanarkshire +7 16 £27,000 -14.96% 1
Fife +2 14 £36,000 -29.76% 2
Renfrewshire +3 10 £27,000 -14.96% 3
Stirling -9 9 £54,500 +69.06% 6
West Lothian -5 8 £27,500 -59.26% 2
Aberdeen - 8 £32,500 - 2
Lanarkshire +16 6 £27,000 -1.82% 18
Highlands -1 5 £26,500 - 6
Clackmannanshire - 5 - -
Ayrshire - 3 £27,000 -
North Ayrshire - 3 £27,000 -
East Ayrshire - 3 £27,000 - 1
West Dunbartonshire - 3 £27,000 - 1
Dunbartonshire -1 2 £16,640 - 3
Moray - 2 £62,500 - 1
Perth and Kinross - 2 £28,000 - 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 (4.37%) Microsoft Exchange
1 11 (4.37%) SharePoint
2 5 (1.98%) Exchange Server 2007
2 5 (1.98%) Exchange Server 2010
2 5 (1.98%) Exchange Server 2013
3 3 (1.19%) Confluence
4 2 (0.79%) Apache Airflow
4 2 (0.79%) IIS
4 2 (0.79%) WebSphere
4 2 (0.79%) WebSphere Application Server
5 1 (0.40%) Apache Spark
5 1 (0.40%) Oracle SOA Suite
Applications
1 22 (8.73%) Microsoft Office
2 11 (4.37%) Microsoft Excel
3 7 (2.78%) MS Visio
4 3 (1.19%) Spreadsheet
5 1 (0.40%) PlantUML
5 1 (0.40%) Siemens NX
Business Applications
1 8 (3.17%) Dynamics NAV
2 1 (0.40%) FIS Private Capital Suite
2 1 (0.40%) Oracle Applications
2 1 (0.40%) Oracle EBS
2 1 (0.40%) SAP ERP
2 1 (0.40%) SAP S/4HANA
2 1 (0.40%) Teamcenter
Cloud Services
1 42 (16.67%) Azure
2 33 (13.10%) Microsoft 365
3 18 (7.14%) AWS
4 14 (5.56%) Entra ID
5 11 (4.37%) SaaS
6 5 (1.98%) Azure DevOps
6 5 (1.98%) Serverless
7 4 (1.59%) GCP
8 3 (1.19%) Amazon CloudWatch
8 3 (1.19%) Amazon S3
8 3 (1.19%) AWS Lambda
8 3 (1.19%) Azure AKS
8 3 (1.19%) Microsoft Purview
8 3 (1.19%) Power Platform
9 2 (0.79%) AWS CodePipeline
9 2 (0.79%) AWS Step Functions
9 2 (0.79%) Azure Sentinel
9 2 (0.79%) Dynamics 365
9 2 (0.79%) Figma
9 2 (0.79%) Miro
Communications & Networking
1 15 (5.95%) Broadband
2 12 (4.76%) DNS
3 11 (4.37%) Firewall
4 7 (2.78%) SAN
5 6 (2.38%) DHCP
5 6 (2.38%) LAN
5 6 (2.38%) VoIP
5 6 (2.38%) WAN
6 5 (1.98%) Network Security
6 5 (1.98%) Wi-Fi
7 4 (1.59%) VPN
8 3 (1.19%) Internet
8 3 (1.19%) MPLS
9 1 (0.40%) BGP
9 1 (0.40%) IPFIX
9 1 (0.40%) OSPF
9 1 (0.40%) Remote Desktop
9 1 (0.40%) SNMP
9 1 (0.40%) TCP/IP
9 1 (0.40%) VLAN
Database & Business Intelligence
1 7 (2.78%) SQL Server
2 3 (1.19%) Metadata
2 3 (1.19%) Power BI
2 3 (1.19%) Tableau
3 2 (0.79%) Amazon RDS
3 2 (0.79%) Amazon Redshift
3 2 (0.79%) Data Warehouse
3 2 (0.79%) Oracle Reports
3 2 (0.79%) PostgreSQL
3 2 (0.79%) SQL Server Integration Services
4 1 (0.40%) Azure SQL Database
4 1 (0.40%) Big Data
4 1 (0.40%) BusinessObjects
4 1 (0.40%) InfluxDB
4 1 (0.40%) NoSQL
4 1 (0.40%) Oracle BI Publisher
4 1 (0.40%) Oracle Database
4 1 (0.40%) Oracle Database 10g
4 1 (0.40%) Oracle Database 11g
4 1 (0.40%) SAP BW
Development Applications
1 11 (4.37%) JIRA
2 9 (3.57%) Git
3 2 (0.79%) Burp Suite
3 2 (0.79%) JMeter
3 2 (0.79%) Oracle Forms
3 2 (0.79%) Postman
4 1 (0.40%) Cucumber
4 1 (0.40%) GitLab
4 1 (0.40%) Jenkins
4 1 (0.40%) Selenium
4 1 (0.40%) SonarQube
4 1 (0.40%) Visual Studio Code
4 1 (0.40%) WebDriver
4 1 (0.40%) Zephyr
General
1 155 (61.51%) Social Skills
2 57 (22.62%) Banking
3 50 (19.84%) Analytical Skills
4 48 (19.05%) Finance
5 20 (7.94%) Public Sector
6 19 (7.54%) Legal
7 18 (7.14%) Organisational Skills
8 11 (4.37%) Telecoms
9 10 (3.97%) Games
9 10 (3.97%) Manufacturing
10 9 (3.57%) Influencing Skills
11 7 (2.78%) Retail
12 6 (2.38%) Documentation Skills
12 6 (2.38%) General Ledger
13 5 (1.98%) Inclusion and Diversity
13 5 (1.98%) Pharmaceutical
14 3 (1.19%) Law
15 2 (0.79%) Legal Technology
15 2 (0.79%) Publishing
16 1 (0.40%) Advertising
Job Titles
1 60 (23.81%) Analyst
2 34 (13.49%) IT Support
3 33 (13.10%) Senior
4 19 (7.54%) IT Engineer
5 18 (7.14%) Support Analyst
6 16 (6.35%) Lead
6 16 (6.35%) QA Analyst
6 16 (6.35%) Quality Analyst
7 15 (5.95%) Administrator
7 15 (5.95%) Support Engineer
8 14 (5.56%) Developer
9 12 (4.76%) Business Analyst
9 12 (4.76%) IT Support Engineer
10 11 (4.37%) 2nd Line Support
10 11 (4.37%) Senior Analyst
10 11 (4.37%) Senior Manager
11 10 (3.97%) IT Analyst
12 9 (3.57%) IT Support Analyst
12 9 (3.57%) Junior
12 9 (3.57%) Systems Administrator
Libraries, Frameworks & Software Standards
1 8 (3.17%) AWS CDK
2 6 (2.38%) .NET
3 3 (1.19%) RESTful
4 2 (0.79%) CSS
4 2 (0.79%) HTML
4 2 (0.79%) Playwright
4 2 (0.79%) React
4 2 (0.79%) REST
4 2 (0.79%) SOAP
5 1 (0.40%) CrewAI
5 1 (0.40%) gRPC
5 1 (0.40%) LangGraph
5 1 (0.40%) Next.js
5 1 (0.40%) OpenTelemetry
5 1 (0.40%) PySpark
5 1 (0.40%) PyTorch
5 1 (0.40%) SAP Basis
5 1 (0.40%) SAP Fiori
5 1 (0.40%) scikit-learn
5 1 (0.40%) TensorFlow
Miscellaneous
1 20 (7.94%) Management Information System
1 20 (7.94%) Onboarding
2 15 (5.95%) Driving Licence
3 12 (4.76%) Cloud Native
4 10 (3.97%) Analytical Mindset
5 8 (3.17%) AS400
5 8 (3.17%) Self-Motivation
6 7 (2.78%) Cyber Threat
6 7 (2.78%) Cyberattack
6 7 (2.78%) Data Centre
6 7 (2.78%) Smartphone
7 6 (2.38%) NHS
7 6 (2.38%) Product Ownership
7 6 (2.38%) Social Media
8 4 (1.59%) Data Protection Act
9 3 (1.19%) Hybrid Cloud
10 2 (0.79%) Enterprise Software
10 2 (0.79%) Mobile App
10 2 (0.79%) Virtual Team
10 2 (0.79%) VLE
Operating Systems
1 18 (7.14%) Windows
2 10 (3.97%) Windows Server
3 5 (1.98%) Windows Server 2008
3 5 (1.98%) Windows Server 2012
3 5 (1.98%) Windows Server 2016
4 3 (1.19%) Mac OS
5 2 (0.79%) Linux
5 2 (0.79%) Unix
6 1 (0.40%) Android
6 1 (0.40%) Windows 10
Processes & Methodologies
1 102 (40.48%) Continuous Improvement
2 67 (26.59%) Coaching
3 48 (19.05%) Emotional Intelligence
4 39 (15.48%) Agile
5 35 (13.89%) ITIL
6 32 (12.70%) Customer Service
7 30 (11.90%) Mentoring
8 23 (9.13%) Cybersecurity
9 22 (8.73%) Service Delivery
10 21 (8.33%) Collaborative Working
11 20 (7.94%) AI
11 20 (7.94%) DevOps
12 19 (7.54%) Analytics
13 18 (7.14%) CI/CD
13 18 (7.14%) ERP
13 18 (7.14%) User Experience
14 16 (6.35%) Code Quality
14 16 (6.35%) Observability
14 16 (6.35%) Software Engineering
15 15 (5.95%) Stakeholder Engagement
Programming Languages
1 25 (9.92%) SQL
2 21 (8.33%) JavaScript
3 11 (4.37%) TypeScript
4 8 (3.17%) RPG
5 7 (2.78%) Python
6 4 (1.59%) Java
7 3 (1.19%) C#
8 2 (0.79%) PL/SQL
8 2 (0.79%) Shell Script
8 2 (0.79%) T-SQL
9 1 (0.40%) Bash
9 1 (0.40%) Kotlin
9 1 (0.40%) PowerShell
9 1 (0.40%) Scala
Qualifications
1 31 (12.30%) Degree
2 9 (3.57%) Microsoft Certification
3 8 (3.17%) BPSS Clearance
3 8 (3.17%) ITIL Certification
4 7 (2.78%) A+ Certification
4 7 (2.78%) CCNA
4 7 (2.78%) Cisco Certification
4 7 (2.78%) MCSE
4 7 (2.78%) Network+ Certification
5 4 (1.59%) CISM
5 4 (1.59%) CISSP
5 4 (1.59%) CRISC
6 3 (1.19%) ISTQB
6 3 (1.19%) Security Cleared
7 2 (0.79%) Computer Science Degree
7 2 (0.79%) ISEB
8 1 (0.40%) ACCA
8 1 (0.40%) MCT
8 1 (0.40%) PMI Certification
8 1 (0.40%) PMP
Quality Assurance & Compliance
1 39 (15.48%) QA
2 4 (1.59%) COBIT
2 4 (1.59%) ISO/IEC 27001
2 4 (1.59%) NIST
3 3 (1.19%) ISO 14001
3 3 (1.19%) ISO 9001
4 2 (0.79%) Accessibility
4 2 (0.79%) Data Quality
4 2 (0.79%) GDPR
4 2 (0.79%) SLA
5 1 (0.40%) ISO 22301
5 1 (0.40%) NCSC
System Software
1 24 (9.52%) Active Directory
2 3 (1.19%) Docker
3 1 (0.40%) Hyper-V
3 1 (0.40%) Virtual Desktop
3 1 (0.40%) Virtual Machines
3 1 (0.40%) VMware Infrastructure
Systems Management
1 8 (3.17%) Microsoft Intune
2 3 (1.19%) Grafana
2 3 (1.19%) Kubernetes
3 2 (0.79%) Control-M
3 2 (0.79%) Terraform
4 1 (0.40%) Nagios
4 1 (0.40%) Prometheus
4 1 (0.40%) SCCM
4 1 (0.40%) ZABBIX
Vendors
1 46 (18.25%) Microsoft
2 12 (4.76%) Dell
3 8 (3.17%) Google
3 8 (3.17%) IBM
3 8 (3.17%) SAP
3 8 (3.17%) ServiceNow
4 6 (2.38%) Meraki
5 5 (1.98%) HP
5 5 (1.98%) Salesforce
6 4 (1.59%) Oracle
7 3 (1.19%) Fortinet
7 3 (1.19%) VMware
8 2 (0.79%) Cisco
8 2 (0.79%) Citrix
8 2 (0.79%) Informatica
8 2 (0.79%) OpenAI
8 2 (0.79%) Sophos
8 2 (0.79%) Zscaler
9 1 (0.40%) Siemens
9 1 (0.40%) YouTube