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

6 months to
27 May 2026
Same period 2025 Same period 2024
Rank 13 9 24
Rank change year-on-year -4 +15 -7
Permanent jobs citing Problem-Solving 277 297 865
As % of all permanent jobs in Scotland 8.58% 14.65% 13.49%
As % of the Processes & Methodologies category 12.06% 15.66% 14.81%
Number of salaries quoted 176 144 387
10th Percentile £25,563 - £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% -10.00%
75th Percentile £50,063 £61,250 £61,250
90th Percentile £73,750 £76,840 £72,500
UK median annual salary £47,500 £50,000 £49,000
% change year-on-year -5.00% +2.04% -10.91%

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 2,296 1,896 5,840
As % of all permanent jobs advertised in Scotland 71.13% 93.54% 91.05%
Number of salaries quoted 1,269 815 2,413
10th Percentile £28,250 £26,929 £28,300
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 £91,829 £80,000
UK median annual salary £60,000 £58,375 £55,000
% change year-on-year +2.78% +6.14% -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 27 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 27 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 85 £37,500 -27.24% 41
Edinburgh -12 71 £36,500 -30.48% 36
North Lanarkshire - 19 £27,000 - 2
South Lanarkshire - 17 £55,000 - 2
Renfrewshire +6 12 £27,000 -57.14% 5
Fife +1 12 £36,000 -31.43% 5
Stirling -5 12 £54,500 +15.43% 1
Aberdeen -18 12 £32,500 -35.00% 2
Lanarkshire - 7 £27,000 - 24
West Lothian -9 5 £27,500 -59.26%
West Dunbartonshire - 4 £27,000 -
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 -
Ayrshire - 4 £27,000 -
Dunbartonshire 0 2 £16,640 -
Highlands -6 2 £26,500 - 11
Midlothian -2 1 £35,000 +29.97% 14
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 (5.42%) SharePoint
2 11 (3.97%) Microsoft Exchange
3 5 (1.81%) Exchange Server 2007
3 5 (1.81%) Exchange Server 2010
3 5 (1.81%) Exchange Server 2013
4 4 (1.44%) Apache Airflow
5 3 (1.08%) WebSphere
5 3 (1.08%) WebSphere Application Server
6 2 (0.72%) Confluence
7 1 (0.36%) Apache Spark
7 1 (0.36%) IIS
7 1 (0.36%) Oracle SOA Suite
Applications
1 16 (5.78%) Microsoft Office
2 9 (3.25%) MS Visio
3 8 (2.89%) Microsoft Excel
4 2 (0.72%) Spreadsheet
5 1 (0.36%) PlantUML
5 1 (0.36%) Weka
Business Applications
1 8 (2.89%) Dynamics NAV
2 4 (1.44%) Markit EDM
3 1 (0.36%) FIS Private Capital Suite
3 1 (0.36%) Oracle Applications
3 1 (0.36%) Oracle EBS
3 1 (0.36%) SAP S/4HANA
Cloud Services
1 56 (20.22%) Azure
2 31 (11.19%) Microsoft 365
3 22 (7.94%) AWS
4 13 (4.69%) Entra ID
5 12 (4.33%) SaaS
6 9 (3.25%) Azure DevOps
6 9 (3.25%) dbt
6 9 (3.25%) Snowflake
7 8 (2.89%) GitHub
8 6 (2.17%) Azure Data Factory
8 6 (2.17%) Datadog
8 6 (2.17%) GitHub Actions
8 6 (2.17%) Serverless
9 5 (1.81%) Amazon CloudWatch
9 5 (1.81%) Amazon S3
9 5 (1.81%) AWS Lambda
9 5 (1.81%) Azure Key Vault
9 5 (1.81%) Power Platform
10 4 (1.44%) Amazon EC2
10 4 (1.44%) AWS CodePipeline
Communications & Networking
1 18 (6.50%) DNS
2 14 (5.05%) Broadband
3 12 (4.33%) DHCP
3 12 (4.33%) Firewall
4 7 (2.53%) SAN
5 5 (1.81%) Network Security
5 5 (1.81%) Wi-Fi
6 4 (1.44%) LAN
6 4 (1.44%) WAN
7 3 (1.08%) VPN
8 2 (0.72%) Internet
8 2 (0.72%) Remote Desktop
8 2 (0.72%) VLAN
8 2 (0.72%) Wireless
9 1 (0.36%) BGP
9 1 (0.36%) IPFIX
9 1 (0.36%) OSPF
9 1 (0.36%) SNMP
9 1 (0.36%) TCP/IP
9 1 (0.36%) VoIP
Database & Business Intelligence
1 10 (3.61%) SQL Server
2 5 (1.81%) Data Warehouse
2 5 (1.81%) Power BI
3 4 (1.44%) Amazon RDS
3 4 (1.44%) Amazon Redshift
3 4 (1.44%) Metadata
3 4 (1.44%) PostgreSQL
3 4 (1.44%) SQL Server Integration Services
4 3 (1.08%) Tableau
5 1 (0.36%) Azure SQL Database
5 1 (0.36%) Big Data
5 1 (0.36%) Data Lake
5 1 (0.36%) Data Vault
5 1 (0.36%) Delta Lake
5 1 (0.36%) InfluxDB
5 1 (0.36%) NoSQL
5 1 (0.36%) Oracle BI Publisher
5 1 (0.36%) Oracle Reports
Development Applications
1 8 (2.89%) Git
2 6 (2.17%) JIRA
3 2 (0.72%) Postman
4 1 (0.36%) GitLab
4 1 (0.36%) Jenkins
4 1 (0.36%) Oracle Forms
4 1 (0.36%) SonarQube
4 1 (0.36%) Visual Studio Code
General
1 179 (64.62%) Social Skills
2 73 (26.35%) Banking
3 68 (24.55%) Finance
4 58 (20.94%) Analytical Skills
5 20 (7.22%) Public Sector
6 18 (6.50%) Legal
7 13 (4.69%) Organisational Skills
8 10 (3.61%) Games
8 10 (3.61%) Influencing Skills
9 8 (2.89%) Documentation Skills
9 8 (2.89%) General Ledger
9 8 (2.89%) Law
10 7 (2.53%) Telecoms
11 6 (2.17%) Retail
12 4 (1.44%) Inclusion and Diversity
12 4 (1.44%) Manufacturing
13 2 (0.72%) Pharmaceutical
14 1 (0.36%) Advertising
14 1 (0.36%) Local Government
14 1 (0.36%) Publishing
Job Titles
1 75 (27.08%) Analyst
2 40 (14.44%) Senior
3 38 (13.72%) IT Support
4 32 (11.55%) QA Analyst
4 32 (11.55%) Quality Analyst
5 18 (6.50%) Lead
6 17 (6.14%) Business Analyst
6 17 (6.14%) IT Engineer
6 17 (6.14%) Support Analyst
7 15 (5.42%) Support Engineer
8 13 (4.69%) Senior Manager
9 10 (3.61%) Administrator
9 10 (3.61%) IT Analyst
9 10 (3.61%) IT Support Analyst
9 10 (3.61%) IT Support Engineer
10 9 (3.25%) Applications Support
10 9 (3.25%) Junior
11 8 (2.89%) 2nd Line Support
11 8 (2.89%) Field Engineer
11 8 (2.89%) Field Service Engineer
Libraries, Frameworks & Software Standards
1 12 (4.33%) .NET
2 8 (2.89%) AWS CDK
3 5 (1.81%) ADO
3 5 (1.81%) GraphQL
3 5 (1.81%) OAuth
3 5 (1.81%) OpenAPI
3 5 (1.81%) Swagger
4 4 (1.44%) REST
4 4 (1.44%) SOAP
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 24 (8.66%) Management Information System
2 19 (6.86%) Onboarding
3 16 (5.78%) Cloud Native
4 12 (4.33%) Analytical Mindset
5 10 (3.61%) Cyber Threat
5 10 (3.61%) Self-Motivation
6 9 (3.25%) Driving Licence
7 8 (2.89%) Product Ownership
8 7 (2.53%) Cyberattack
8 7 (2.53%) Data Centre
8 7 (2.53%) Smartphone
9 6 (2.17%) NHS
10 5 (1.81%) Social Media
11 4 (1.44%) Data Protection Act
12 3 (1.08%) Enterprise Software
12 3 (1.08%) Hybrid Cloud
12 3 (1.08%) Renewable Energy
13 2 (0.72%) Low-Code
13 2 (0.72%) Video Conferencing
13 2 (0.72%) Virtual Team
Operating Systems
1 26 (9.39%) Windows
2 14 (5.05%) Windows Server
3 7 (2.53%) Linux
4 5 (1.81%) Windows Server 2008
4 5 (1.81%) Windows Server 2012
4 5 (1.81%) Windows Server 2016
5 4 (1.44%) Unix
6 3 (1.08%) Android
7 2 (0.72%) Windows 10
8 1 (0.36%) Ubuntu
Processes & Methodologies
1 98 (35.38%) Continuous Improvement
2 97 (35.02%) Coaching
3 64 (23.10%) Emotional Intelligence
4 46 (16.61%) Agile
5 33 (11.91%) CI/CD
6 32 (11.55%) DevOps
6 32 (11.55%) ITIL
6 32 (11.55%) Mentoring
7 30 (10.83%) Customer Service
8 22 (7.94%) Cybersecurity
9 21 (7.58%) Observability
9 21 (7.58%) Software Engineering
10 20 (7.22%) Code Quality
11 19 (6.86%) Analytics
11 19 (6.86%) User Experience
12 18 (6.50%) AI
12 18 (6.50%) Disaster Recovery
12 18 (6.50%) Service Delivery
13 17 (6.14%) Asset Management
13 17 (6.14%) Root Cause Analysis
Programming Languages
1 36 (13.00%) SQL
2 21 (7.58%) JavaScript
3 14 (5.05%) PowerShell
3 14 (5.05%) Python
4 8 (2.89%) TypeScript
5 6 (2.17%) C#
6 4 (1.44%) Shell Script
7 3 (1.08%) Java
7 3 (1.08%) T-SQL
8 1 (0.36%) Bash
8 1 (0.36%) PL/SQL
8 1 (0.36%) Scala
Qualifications
1 24 (8.66%) Degree
2 10 (3.61%) ITIL Certification
2 10 (3.61%) Microsoft Certification
3 9 (3.25%) Cisco Certification
4 8 (2.89%) BPSS Clearance
4 8 (2.89%) CCNA
5 7 (2.53%) A+ Certification
5 7 (2.53%) MCSE
5 7 (2.53%) Network+ Certification
6 5 (1.81%) CISM
6 5 (1.81%) CISSP
7 4 (1.44%) Computer Science Degree
7 4 (1.44%) CRISC
8 2 (0.72%) ACCA
8 2 (0.72%) AWS Certification
8 2 (0.72%) CIMA
8 2 (0.72%) Security Cleared
9 1 (0.36%) JNCIP
9 1 (0.36%) PRINCE2 Practitioner
9 1 (0.36%) SC Cleared
Quality Assurance & Compliance
1 51 (18.41%) QA
2 5 (1.81%) Data Quality
2 5 (1.81%) GDPR
2 5 (1.81%) ISO/IEC 27001
3 4 (1.44%) COBIT
3 4 (1.44%) NIST
4 3 (1.08%) ISO 14001
4 3 (1.08%) ISO 9001
4 3 (1.08%) PCI DSS
4 3 (1.08%) SLA
5 1 (0.36%) Accessibility
5 1 (0.36%) Cyber Essentials
5 1 (0.36%) GxP
System Software
1 27 (9.75%) Active Directory
2 8 (2.89%) Docker
3 2 (0.72%) Hyper-V
3 2 (0.72%) VMware Infrastructure
4 1 (0.36%) Virtual Desktop
4 1 (0.36%) vSphere
Systems Management
1 12 (4.33%) Terraform
2 9 (3.25%) Kubernetes
3 8 (2.89%) Microsoft Intune
4 6 (2.17%) Grafana
4 6 (2.17%) Prometheus
5 4 (1.44%) Control-M
6 3 (1.08%) SCCM
7 1 (0.36%) Ansible
7 1 (0.36%) Nagios
7 1 (0.36%) Proxmox
7 1 (0.36%) ZABBIX
Vendors
1 50 (18.05%) Microsoft
2 12 (4.33%) Dell
3 11 (3.97%) ServiceNow
4 7 (2.53%) Cisco
4 7 (2.53%) Oracle
5 5 (1.81%) HP
6 4 (1.44%) Ab Initio
6 4 (1.44%) IBM
6 4 (1.44%) Informatica
7 3 (1.08%) Apple
7 3 (1.08%) VMware
8 2 (0.72%) BeyondTrust
8 2 (0.72%) Citrix
8 2 (0.72%) Meraki
8 2 (0.72%) OpenAI
8 2 (0.72%) Palo Alto
8 2 (0.72%) SAP
8 2 (0.72%) Sophos
8 2 (0.72%) Zscaler
9 1 (0.36%) Dataiku