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

6 months to
23 Apr 2026
Same period 2025 Same period 2024
Rank 10 6 25
Rank change year-on-year -4 +19 -7
Permanent jobs citing Problem-Solving 309 325 872
As % of all permanent jobs in Scotland 9.20% 16.94% 13.91%
As % of the Processes & Methodologies category 12.70% 18.39% 15.04%
Number of salaries quoted 185 172 395
10th Percentile - £26,929 £25,818
25th Percentile £27,000 £29,500 £34,000
Median annual salary (50th Percentile) £35,000 £50,000 £45,000
Median % change year-on-year -30.00% +11.11% -18.18%
75th Percentile £53,750 £67,500 £61,725
90th Percentile £72,000 £85,253 £72,433
UK median annual salary £47,500 £52,500 £50,000
% change year-on-year -9.52% +5.00% -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 2,433 1,767 5,797
As % of all permanent jobs advertised in Scotland 72.45% 92.13% 92.50%
Number of salaries quoted 1,323 897 2,406
10th Percentile £28,250 £26,987 £28,625
25th Percentile £31,250 £41,000 £40,000
Median annual salary (50th Percentile) £45,000 £55,000 £52,500
Median % change year-on-year -18.18% +4.76% -9.19%
75th Percentile £67,500 £75,000 £65,000
90th Percentile £84,750 £93,778 £80,000
UK median annual salary £57,500 £60,000 £55,000
% change year-on-year -4.17% +9.09% -10.57%

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 23 April 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 23 April 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
Edinburgh -10 98 £36,250 -34.09% 47
Glasgow -6 82 £38,000 -26.27% 25
North Lanarkshire +6 19 £27,000 - 1
Aberdeen -14 18 £55,000 +10.00% 2
South Lanarkshire +2 13 £41,000 - 7
Stirling -6 13 £54,500 +15.43% 8
Renfrewshire - 12 £27,000 - 5
Fife -3 9 £32,500 -36.59% 6
Lanarkshire +1 7 £27,000 - 22
West Lothian -14 7 £67,500 +150.66% 10
West Dunbartonshire - 5 £27,000 -
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 - 1
Ayrshire - 4 £27,000 - 1
Midlothian -4 3 £32,500 +20.69% 35
Highlands - 3 - - 8
Dundee -8 2 £33,500 +24.22% 2
Perth and Kinross -7 1 £33,500 +8.06%
Inverclyde - 1 - - 1
Dunbartonshire - 1 £16,640 - 1
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 12 (3.88%) SharePoint
2 8 (2.59%) Microsoft Exchange
3 5 (1.62%) Exchange Server 2007
3 5 (1.62%) Exchange Server 2010
3 5 (1.62%) Exchange Server 2013
4 4 (1.29%) Apache Airflow
5 3 (0.97%) Confluence
5 3 (0.97%) WebSphere
5 3 (0.97%) WebSphere Application Server
6 1 (0.32%) Apache Spark
6 1 (0.32%) IIS
Applications
1 16 (5.18%) Microsoft Office
2 14 (4.53%) Microsoft Excel
3 9 (2.91%) MS Visio
4 2 (0.65%) Microsoft PowerPoint
4 2 (0.65%) Weka
5 1 (0.32%) Spreadsheet
Business Applications
1 4 (1.29%) Dynamics NAV
1 4 (1.29%) Markit EDM
2 1 (0.32%) FIS Private Capital Suite
2 1 (0.32%) SAP S/4HANA
Cloud Services
1 64 (20.71%) Azure
2 31 (10.03%) Microsoft 365
3 20 (6.47%) AWS
4 17 (5.50%) SaaS
5 16 (5.18%) Azure DevOps
6 15 (4.85%) GitHub
7 14 (4.53%) dbt
7 14 (4.53%) Snowflake
8 12 (3.88%) Azure Data Factory
9 10 (3.24%) Azure Key Vault
9 10 (3.24%) Entra ID
9 10 (3.24%) GitHub Actions
9 10 (3.24%) Power Platform
10 9 (2.91%) Datadog
11 6 (1.94%) Power Automate
12 5 (1.62%) Amazon CloudWatch
12 5 (1.62%) Amazon S3
12 5 (1.62%) AWS Lambda
12 5 (1.62%) GitHub Copilot
12 5 (1.62%) Serverless
Communications & Networking
1 15 (4.85%) DNS
2 12 (3.88%) Broadband
2 12 (3.88%) DHCP
2 12 (3.88%) Firewall
3 8 (2.59%) Wi-Fi
4 7 (2.27%) SAN
5 6 (1.94%) LAN
6 4 (1.29%) Network Security
7 3 (0.97%) Ethernet
7 3 (0.97%) RS-232
7 3 (0.97%) VoIP
7 3 (0.97%) VPN
7 3 (0.97%) WAN
8 2 (0.65%) Remote Desktop
8 2 (0.65%) Wireless
9 1 (0.32%) ATM
9 1 (0.32%) Internet
9 1 (0.32%) VLAN
9 1 (0.32%) Wireshark
9 1 (0.32%) WLAN
Database & Business Intelligence
1 11 (3.56%) SQL Server
2 10 (3.24%) Power BI
3 4 (1.29%) Amazon RDS
3 4 (1.29%) Amazon Redshift
3 4 (1.29%) Data Warehouse
3 4 (1.29%) Metadata
3 4 (1.29%) PostgreSQL
3 4 (1.29%) SQL Server Integration Services
4 3 (0.97%) Azure SQL Database
5 2 (0.65%) SQL Server Reporting Services
5 2 (0.65%) Tableau
6 1 (0.32%) Big Data
6 1 (0.32%) Data Vault
6 1 (0.32%) Delta Lake
6 1 (0.32%) NoSQL
Development Applications
1 8 (2.59%) Git
2 7 (2.27%) JIRA
3 2 (0.65%) Postman
4 1 (0.32%) GitLab
4 1 (0.32%) Jenkins
4 1 (0.32%) Visual Studio Code
General
1 189 (61.17%) Social Skills
2 94 (30.42%) Finance
3 76 (24.60%) Banking
4 75 (24.27%) Analytical Skills
5 24 (7.77%) Public Sector
6 23 (7.44%) Legal
7 13 (4.21%) Organisational Skills
8 11 (3.56%) Retail
9 10 (3.24%) Games
9 10 (3.24%) General Ledger
9 10 (3.24%) Influencing Skills
10 8 (2.59%) Documentation Skills
10 8 (2.59%) Law
11 7 (2.27%) Manufacturing
12 5 (1.62%) Inclusion and Diversity
12 5 (1.62%) Presentation Skills
12 5 (1.62%) Telecoms
13 4 (1.29%) Electronics
14 3 (0.97%) Marketing
14 3 (0.97%) Pharmaceutical
Job Titles
1 79 (25.57%) Analyst
2 48 (15.53%) Senior
3 37 (11.97%) IT Support
4 32 (10.36%) QA Analyst
4 32 (10.36%) Quality Analyst
5 21 (6.80%) Business Analyst
6 18 (5.83%) IT Engineer
7 17 (5.50%) Support Engineer
8 15 (4.85%) Lead
9 14 (4.53%) Senior Manager
10 13 (4.21%) Support Analyst
11 12 (3.88%) IT Support Engineer
12 10 (3.24%) Azure Engineer
12 10 (3.24%) Trainee
12 10 (3.24%) Trainee Analyst
12 10 (3.24%) Trainee Business Analyst
13 9 (2.91%) Applications Engineer
13 9 (2.91%) Applications Support
13 9 (2.91%) Development Engineer
13 9 (2.91%) Junior
Libraries, Frameworks & Software Standards
1 21 (6.80%) .NET
2 10 (3.24%) GraphQL
2 10 (3.24%) OAuth
2 10 (3.24%) OpenAPI
2 10 (3.24%) Swagger
3 9 (2.91%) ADO
4 6 (1.94%) SOAP
5 4 (1.29%) AWS CDK
5 4 (1.29%) REST
6 1 (0.32%) CrewAI
6 1 (0.32%) CSS
6 1 (0.32%) HTML
6 1 (0.32%) LangGraph
6 1 (0.32%) NumPy
6 1 (0.32%) PySpark
6 1 (0.32%) PyTorch
6 1 (0.32%) scikit-learn
6 1 (0.32%) TensorFlow
Miscellaneous
1 27 (8.74%) Management Information System
2 21 (6.80%) Onboarding
3 19 (6.15%) Self-Motivation
4 14 (4.53%) Analytical Mindset
5 13 (4.21%) Product Ownership
6 12 (3.88%) Cloud Native
7 10 (3.24%) Cyber Threat
8 8 (2.59%) Renewable Energy
9 7 (2.27%) Cyberattack
9 7 (2.27%) Data Centre
9 7 (2.27%) Smartphone
10 6 (1.94%) Driving Licence
10 6 (1.94%) NHS
11 5 (1.62%) Low-Code
12 4 (1.29%) Social Media
13 3 (0.97%) Data Protection Act
13 3 (0.97%) Enterprise Software
13 3 (0.97%) FPGA
13 3 (0.97%) Hybrid Cloud
13 3 (0.97%) VHDL
Operating Systems
1 32 (10.36%) Windows
2 17 (5.50%) Windows Server
3 10 (3.24%) Linux
4 5 (1.62%) Windows Server 2008
4 5 (1.62%) Windows Server 2012
4 5 (1.62%) Windows Server 2016
5 4 (1.29%) Android
5 4 (1.29%) Unix
6 2 (0.65%) Ubuntu
7 1 (0.32%) Apple iOS
7 1 (0.32%) Mac OS
7 1 (0.32%) Windows 10
Processes & Methodologies
1 110 (35.60%) Coaching
1 110 (35.60%) Continuous Improvement
2 64 (20.71%) Emotional Intelligence
3 52 (16.83%) Agile
4 41 (13.27%) CI/CD
5 40 (12.94%) DevOps
5 40 (12.94%) ITIL
6 38 (12.30%) Mentoring
7 36 (11.65%) Asset Management
8 28 (9.06%) Customer Service
9 27 (8.74%) Cybersecurity
10 25 (8.09%) Software Engineering
11 24 (7.77%) Change Management
12 22 (7.12%) Project Management
12 22 (7.12%) User Experience
13 21 (6.80%) AI
13 21 (6.80%) Data Analysis
14 20 (6.47%) Business Analysis
14 20 (6.47%) Root Cause Analysis
14 20 (6.47%) Service Delivery
Programming Languages
1 41 (13.27%) SQL
2 24 (7.77%) PowerShell
3 21 (6.80%) Python
4 20 (6.47%) JavaScript
5 11 (3.56%) C#
6 4 (1.29%) Shell Script
6 4 (1.29%) TypeScript
7 3 (0.97%) Java
7 3 (0.97%) T-SQL
8 2 (0.65%) Data Analysis Expressions
9 1 (0.32%) MATLAB
9 1 (0.32%) Scala
Qualifications
1 31 (10.03%) Degree
2 11 (3.56%) ITIL Certification
3 10 (3.24%) BPSS Clearance
3 10 (3.24%) Cisco Certification
3 10 (3.24%) Microsoft Certification
4 9 (2.91%) CCNA
5 7 (2.27%) A+ Certification
5 7 (2.27%) CISM
5 7 (2.27%) CISSP
5 7 (2.27%) MCSE
5 7 (2.27%) Network+ Certification
6 5 (1.62%) Computer Science Degree
7 4 (1.29%) AWS Certification
7 4 (1.29%) CRISC
8 3 (0.97%) SC Cleared
8 3 (0.97%) Security Cleared
9 2 (0.65%) ACCA
9 2 (0.65%) Azure Certification
9 2 (0.65%) CIMA
9 2 (0.65%) PMI Certification
Quality Assurance & Compliance
1 53 (17.15%) QA
2 6 (1.94%) Data Quality
3 5 (1.62%) GDPR
3 5 (1.62%) ISO/IEC 27001
3 5 (1.62%) SLA
4 4 (1.29%) COBIT
4 4 (1.29%) NIST
5 3 (0.97%) ISO 14001
5 3 (0.97%) ISO 9001
5 3 (0.97%) PCI DSS
6 2 (0.65%) GxP
6 2 (0.65%) ISO/IEC 19770
7 1 (0.32%) Actionable Recommendations
7 1 (0.32%) Cyber Essentials
System Software
1 20 (6.47%) Active Directory
2 12 (3.88%) Docker
3 2 (0.65%) Hyper-V
3 2 (0.65%) Virtual Machines
3 2 (0.65%) VMware Infrastructure
3 2 (0.65%) vSphere
Systems Management
1 21 (6.80%) Terraform
2 13 (4.21%) Kubernetes
3 9 (2.91%) Grafana
3 9 (2.91%) Prometheus
4 6 (1.94%) Microsoft Intune
5 4 (1.29%) Control-M
6 3 (0.97%) Ansible
6 3 (0.97%) SCCM
7 1 (0.32%) Computer Incident Response Team
7 1 (0.32%) Proxmox
7 1 (0.32%) QRadar
Vendors
1 54 (17.48%) Microsoft
2 13 (4.21%) Dell
2 13 (4.21%) ServiceNow
3 11 (3.56%) Cisco
4 6 (1.94%) Oracle
5 5 (1.62%) HP
6 4 (1.29%) Ab Initio
6 4 (1.29%) IBM
6 4 (1.29%) Informatica
7 3 (0.97%) Apple
7 3 (0.97%) EMC
7 3 (0.97%) VMware
8 2 (0.65%) BeyondTrust
8 2 (0.65%) iManage
8 2 (0.65%) Meraki
8 2 (0.65%) OpenAI
8 2 (0.65%) Palo Alto
8 2 (0.65%) SAP
8 2 (0.65%) Sophos
8 2 (0.65%) Zscaler