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

6 months to
25 Apr 2026
Same period 2025 Same period 2024
Rank 12 6 25
Rank change year-on-year -6 +19 -7
Permanent jobs citing Problem-Solving 302 309 880
As % of all permanent jobs in Scotland 9.00% 16.36% 13.90%
As % of the Processes & Methodologies category 12.47% 17.77% 15.01%
Number of salaries quoted 179 173 395
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 £52,000 £67,500 £61,250
90th Percentile £72,500 £85,202 £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 2,422 1,739 5,861
As % of all permanent jobs advertised in Scotland 72.19% 92.06% 92.55%
Number of salaries quoted 1,320 896 2,412
10th Percentile £28,250 £27,125 £28,750
25th Percentile £31,250 £41,188 £40,000
Median annual salary (50th Percentile) £46,788 £55,000 £52,500
Median % change year-on-year -14.93% +4.76% -9.48%
75th Percentile £67,500 £75,000 £65,000
90th Percentile £83,875 £93,778 £80,000
UK median annual salary £57,500 £60,000 £55,000
% change year-on-year -4.17% +9.09% -10.90%

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 25 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 25 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 -11 96 £35,750 -35.00% 37
Glasgow -7 81 £38,000 -28.42% 22
North Lanarkshire - 19 £27,000 - 1
Aberdeen -15 17 £40,000 -20.00% 2
South Lanarkshire - 14 £55,000 - 6
Stirling -6 13 £54,500 +15.43% 8
Renfrewshire - 12 £27,000 - 2
Fife -4 8 £32,500 -38.10% 6
Lanarkshire - 7 £27,000 - 21
West Lothian -10 6 £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 -3 3 £32,500 +20.69% 32
Highlands - 3 - - 7
Inverclyde - 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 (3.97%) SharePoint
2 8 (2.65%) Microsoft Exchange
3 5 (1.66%) Exchange Server 2007
3 5 (1.66%) Exchange Server 2010
3 5 (1.66%) Exchange Server 2013
4 4 (1.32%) Apache Airflow
5 3 (0.99%) Confluence
5 3 (0.99%) WebSphere
5 3 (0.99%) WebSphere Application Server
6 1 (0.33%) Apache Spark
6 1 (0.33%) IIS
Applications
1 16 (5.30%) Microsoft Office
2 13 (4.30%) Microsoft Excel
3 9 (2.98%) MS Visio
4 2 (0.66%) Weka
5 1 (0.33%) Microsoft PowerPoint
5 1 (0.33%) Spreadsheet
Business Applications
1 4 (1.32%) Dynamics NAV
1 4 (1.32%) Markit EDM
2 1 (0.33%) FIS Private Capital Suite
2 1 (0.33%) SAP S/4HANA
Cloud Services
1 66 (21.85%) Azure
2 32 (10.60%) Microsoft 365
3 21 (6.95%) AWS
4 17 (5.63%) Azure DevOps
5 16 (5.30%) SaaS
6 15 (4.97%) GitHub
7 14 (4.64%) dbt
7 14 (4.64%) Snowflake
8 12 (3.97%) Azure Data Factory
9 10 (3.31%) Azure Key Vault
9 10 (3.31%) Entra ID
9 10 (3.31%) GitHub Actions
9 10 (3.31%) Power Platform
10 9 (2.98%) Datadog
11 6 (1.99%) Power Automate
11 6 (1.99%) Serverless
12 5 (1.66%) Amazon CloudWatch
12 5 (1.66%) Amazon S3
12 5 (1.66%) AWS Lambda
12 5 (1.66%) GitHub Copilot
Communications & Networking
1 15 (4.97%) DNS
2 12 (3.97%) Broadband
2 12 (3.97%) DHCP
2 12 (3.97%) Firewall
3 6 (1.99%) SAN
4 5 (1.66%) Wi-Fi
5 4 (1.32%) Network Security
6 3 (0.99%) Ethernet
6 3 (0.99%) LAN
6 3 (0.99%) RS-232
6 3 (0.99%) VPN
6 3 (0.99%) WAN
7 2 (0.66%) Remote Desktop
7 2 (0.66%) Wireless
8 1 (0.33%) Internet
8 1 (0.33%) VLAN
8 1 (0.33%) WLAN
Database & Business Intelligence
1 11 (3.64%) SQL Server
2 10 (3.31%) Power BI
3 4 (1.32%) Amazon RDS
3 4 (1.32%) Amazon Redshift
3 4 (1.32%) Data Warehouse
3 4 (1.32%) Metadata
3 4 (1.32%) PostgreSQL
3 4 (1.32%) SQL Server Integration Services
4 3 (0.99%) Azure SQL Database
5 2 (0.66%) SQL Server Reporting Services
5 2 (0.66%) Tableau
6 1 (0.33%) Big Data
6 1 (0.33%) Data Vault
6 1 (0.33%) Delta Lake
6 1 (0.33%) NoSQL
Development Applications
1 8 (2.65%) Git
2 7 (2.32%) JIRA
3 2 (0.66%) Postman
4 1 (0.33%) GitLab
4 1 (0.33%) Jenkins
4 1 (0.33%) Visual Studio Code
General
1 185 (61.26%) Social Skills
2 94 (31.13%) Finance
3 77 (25.50%) Banking
4 68 (22.52%) Analytical Skills
5 22 (7.28%) Legal
5 22 (7.28%) Public Sector
6 13 (4.30%) Organisational Skills
7 11 (3.64%) Retail
8 10 (3.31%) Games
8 10 (3.31%) General Ledger
8 10 (3.31%) Influencing Skills
9 8 (2.65%) Documentation Skills
9 8 (2.65%) Law
10 6 (1.99%) Manufacturing
11 5 (1.66%) Inclusion and Diversity
11 5 (1.66%) Telecoms
12 4 (1.32%) Presentation Skills
13 3 (0.99%) Electronics
13 3 (0.99%) Pharmaceutical
14 2 (0.66%) Private Banking
Job Titles
1 80 (26.49%) Analyst
2 48 (15.89%) Senior
3 33 (10.93%) IT Support
4 32 (10.60%) QA Analyst
4 32 (10.60%) Quality Analyst
5 21 (6.95%) Business Analyst
6 17 (5.63%) IT Engineer
6 17 (5.63%) Lead
7 16 (5.30%) Support Engineer
8 14 (4.64%) Senior Manager
8 14 (4.64%) Support Analyst
9 11 (3.64%) IT Support Engineer
10 10 (3.31%) Azure Engineer
10 10 (3.31%) Trainee
10 10 (3.31%) Trainee Analyst
10 10 (3.31%) Trainee Business Analyst
11 9 (2.98%) Applications Engineer
11 9 (2.98%) Applications Support
11 9 (2.98%) Development Engineer
11 9 (2.98%) Junior
Libraries, Frameworks & Software Standards
1 21 (6.95%) .NET
2 10 (3.31%) GraphQL
2 10 (3.31%) OAuth
2 10 (3.31%) OpenAPI
2 10 (3.31%) Swagger
3 9 (2.98%) ADO
4 6 (1.99%) SOAP
5 5 (1.66%) AWS CDK
6 4 (1.32%) REST
7 1 (0.33%) CrewAI
7 1 (0.33%) CSS
7 1 (0.33%) HTML
7 1 (0.33%) LangGraph
7 1 (0.33%) NumPy
7 1 (0.33%) Playwright
7 1 (0.33%) PySpark
7 1 (0.33%) PyTorch
7 1 (0.33%) scikit-learn
7 1 (0.33%) TensorFlow
Miscellaneous
1 27 (8.94%) Management Information System
2 21 (6.95%) Onboarding
3 15 (4.97%) Self-Motivation
4 13 (4.30%) Analytical Mindset
4 13 (4.30%) Cloud Native
4 13 (4.30%) Product Ownership
5 10 (3.31%) Cyber Threat
6 7 (2.32%) Cyberattack
6 7 (2.32%) Driving Licence
6 7 (2.32%) Renewable Energy
7 6 (1.99%) Data Centre
7 6 (1.99%) NHS
7 6 (1.99%) Smartphone
8 5 (1.66%) Low-Code
9 4 (1.32%) Data Protection Act
9 4 (1.32%) Social Media
10 3 (0.99%) FPGA
10 3 (0.99%) Hybrid Cloud
10 3 (0.99%) VHDL
11 2 (0.66%) Enterprise Software
Operating Systems
1 31 (10.26%) Windows
2 17 (5.63%) Windows Server
3 9 (2.98%) Linux
4 5 (1.66%) Windows Server 2008
4 5 (1.66%) Windows Server 2012
4 5 (1.66%) Windows Server 2016
5 4 (1.32%) Unix
6 3 (0.99%) Android
7 2 (0.66%) Ubuntu
8 1 (0.33%) Apple iOS
8 1 (0.33%) Windows 10
Processes & Methodologies
1 111 (36.75%) Continuous Improvement
2 110 (36.42%) Coaching
3 64 (21.19%) Emotional Intelligence
4 53 (17.55%) Agile
5 43 (14.24%) CI/CD
6 42 (13.91%) DevOps
7 41 (13.58%) ITIL
8 40 (13.25%) Mentoring
9 36 (11.92%) Asset Management
10 28 (9.27%) Customer Service
11 26 (8.61%) Cybersecurity
11 26 (8.61%) Software Engineering
12 24 (7.95%) Change Management
13 22 (7.28%) AI
13 22 (7.28%) Observability
13 22 (7.28%) Project Management
13 22 (7.28%) User Experience
14 21 (6.95%) Code Quality
15 20 (6.62%) Data Analysis
15 20 (6.62%) Root Cause Analysis
Programming Languages
1 41 (13.58%) SQL
2 23 (7.62%) PowerShell
3 22 (7.28%) JavaScript
4 20 (6.62%) Python
5 11 (3.64%) C#
6 5 (1.66%) TypeScript
7 4 (1.32%) Shell Script
8 3 (0.99%) Java
8 3 (0.99%) T-SQL
9 2 (0.66%) Data Analysis Expressions
10 1 (0.33%) Scala
Qualifications
1 27 (8.94%) Degree
2 11 (3.64%) ITIL Certification
3 9 (2.98%) BPSS Clearance
3 9 (2.98%) Cisco Certification
3 9 (2.98%) Microsoft Certification
4 8 (2.65%) CCNA
5 7 (2.32%) CISM
5 7 (2.32%) CISSP
6 6 (1.99%) A+ Certification
6 6 (1.99%) MCSE
6 6 (1.99%) Network+ Certification
7 5 (1.66%) Computer Science Degree
8 4 (1.32%) AWS Certification
8 4 (1.32%) CRISC
9 2 (0.66%) ACCA
9 2 (0.66%) Azure Certification
9 2 (0.66%) CIMA
9 2 (0.66%) PMI Certification
9 2 (0.66%) SC Cleared
9 2 (0.66%) Security Cleared
Quality Assurance & Compliance
1 54 (17.88%) QA
2 6 (1.99%) Data Quality
3 5 (1.66%) GDPR
3 5 (1.66%) ISO/IEC 27001
3 5 (1.66%) SLA
4 4 (1.32%) COBIT
4 4 (1.32%) NIST
5 3 (0.99%) ISO 14001
5 3 (0.99%) ISO 9001
5 3 (0.99%) PCI DSS
6 2 (0.66%) GxP
6 2 (0.66%) ISO/IEC 19770
7 1 (0.33%) Actionable Recommendations
7 1 (0.33%) Cyber Essentials
System Software
1 20 (6.62%) Active Directory
2 12 (3.97%) Docker
3 2 (0.66%) Hyper-V
3 2 (0.66%) Virtual Machines
3 2 (0.66%) VMware Infrastructure
3 2 (0.66%) vSphere
Systems Management
1 21 (6.95%) Terraform
2 13 (4.30%) Kubernetes
3 9 (2.98%) Grafana
3 9 (2.98%) Prometheus
4 6 (1.99%) Microsoft Intune
5 4 (1.32%) Control-M
6 3 (0.99%) Ansible
6 3 (0.99%) SCCM
7 1 (0.33%) Proxmox
Vendors
1 54 (17.88%) Microsoft
2 13 (4.30%) ServiceNow
3 12 (3.97%) Dell
4 11 (3.64%) Cisco
5 6 (1.99%) Oracle
6 5 (1.66%) HP
7 4 (1.32%) Ab Initio
7 4 (1.32%) IBM
7 4 (1.32%) Informatica
8 3 (0.99%) Apple
8 3 (0.99%) EMC
8 3 (0.99%) VMware
9 2 (0.66%) BeyondTrust
9 2 (0.66%) iManage
9 2 (0.66%) Meraki
9 2 (0.66%) OpenAI
9 2 (0.66%) Palo Alto
9 2 (0.66%) SAP
9 2 (0.66%) Sophos
9 2 (0.66%) Zscaler