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 11 January 2026, with comparisons to the same periods in the previous two years.

6 months to
11 Jan 2026
Same period 2025 Same period 2024
Rank 10 6 19
Rank change year-on-year -4 +13 0
Permanent jobs citing Problem-Solving 343 399 433
As % of all permanent jobs in Scotland 12.61% 15.38% 13.82%
As % of the Processes & Methodologies category 15.78% 16.56% 14.72%
Number of salaries quoted 184 162 260
10th Percentile £25,684 £29,525 £27,150
25th Percentile £28,250 £35,000 £36,156
Median annual salary (50th Percentile) £33,500 £50,000 £50,000
Median % change year-on-year -33.00% - -16.00%
75th Percentile £54,625 £70,000 £67,178
90th Percentile £72,125 £95,000 £84,056
UK median annual salary £45,203 £55,000 £53,000
% change year-on-year -17.81% +3.77% -7.59%

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 2,173 2,410 2,941
As % of all permanent jobs advertised in Scotland 79.92% 92.87% 93.84%
Number of salaries quoted 1,062 1,010 1,830
10th Percentile £26,250 £32,175 £25,000
25th Percentile £30,375 £41,250 £33,750
Median annual salary (50th Percentile) £42,000 £55,000 £52,500
Median % change year-on-year -23.64% +4.76% -8.70%
75th Percentile £65,000 £70,000 £68,750
90th Percentile £82,500 £86,950 £83,750
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -4.00%

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 11 January 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 11 January 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 -9 146 £31,000 -52.31% 43
Glasgow -1 82 £42,000 +0.60% 37
West Lothian +12 16 £52,500 -59.62% 6
Aberdeen -3 16 £70,000 +40.00% 43
North Lanarkshire -3 10 £28,750 - 2
Midlothian -5 10 £25,684 +16.86% 19
Dundee - 10 £33,500 -
Perth and Kinross -4 7 £33,500 +8.06%
Renfrewshire - 7 £42,500 - 3
Lanarkshire -4 6 £27,500 -15.38% 26
Highlands -4 5 - - 2
Stirling -5 5 £54,500 +14.74% 1
South Lanarkshire -4 4 - - 2
West Dunbartonshire - 3 £16,000 -
East Lothian -4 2 £25,684 -20.97%
Fife -4 2 £36,000 -15.29% 7
Ayrshire - 2 - -
North Ayrshire - 2 - -
East Ayrshire - 2 - -
Moray +3 1 - - 1
Inverclyde -1 1 - -
Argyll and Bute - 1 £28,500 -
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 7 (2.04%) SharePoint
2 5 (1.46%) Confluence
3 4 (1.17%) Apache Airflow
3 4 (1.17%) Microsoft Exchange
4 2 (0.58%) Exchange Server 2013
4 2 (0.58%) WebSphere
4 2 (0.58%) WebSphere Application Server
5 1 (0.29%) FileNet
Applications
1 15 (4.37%) Microsoft Excel
2 11 (3.21%) Microsoft Office
3 4 (1.17%) MS Visio
3 4 (1.17%) Oracle Smart View
4 3 (0.87%) Microsoft PowerPoint
5 2 (0.58%) Weka
6 1 (0.29%) Chatbot
6 1 (0.29%) Mathcad
6 1 (0.29%) Simulink
Business Applications
1 9 (2.62%) Oracle Payables
1 9 (2.62%) Oracle Receivables
2 8 (2.33%) Oracle Assets
2 8 (2.33%) Oracle ERP
2 8 (2.33%) Oracle Financials
2 8 (2.33%) Oracle General Ledger
3 4 (1.17%) Hyperion Planning
3 4 (1.17%) Markit EDM
4 1 (0.29%) Elite 3E
Cloud Services
1 86 (25.07%) Azure
2 36 (10.50%) Microsoft 365
3 26 (7.58%) Azure DevOps
4 24 (7.00%) GitHub
5 22 (6.41%) dbt
6 20 (5.83%) AWS
7 19 (5.54%) Snowflake
8 15 (4.37%) SaaS
9 14 (4.08%) Datadog
9 14 (4.08%) GitHub Actions
10 13 (3.79%) Azure Data Factory
11 11 (3.21%) Azure Key Vault
11 11 (3.21%) Power Platform
12 10 (2.92%) Entra ID
13 8 (2.33%) Power Automate
14 7 (2.04%) GitHub Copilot
15 5 (1.46%) Amazon S3
15 5 (1.46%) AWS Lambda
15 5 (1.46%) GCP
15 5 (1.46%) Serverless
Communications & Networking
1 23 (6.71%) LAN
2 21 (6.12%) Broadband
3 19 (5.54%) Wi-Fi
4 17 (4.96%) VoIP
5 10 (2.92%) DHCP
5 10 (2.92%) DNS
6 8 (2.33%) Firewall
7 6 (1.75%) VPN
7 6 (1.75%) WAN
8 5 (1.46%) Ethernet
8 5 (1.46%) RS-232
8 5 (1.46%) TCP/IP
9 4 (1.17%) ATM
9 4 (1.17%) Network Security
9 4 (1.17%) SAN
10 2 (0.58%) Remote Desktop
10 2 (0.58%) Softphone
10 2 (0.58%) Wireless
11 1 (0.29%) VLAN
11 1 (0.29%) Wireshark
Database & Business Intelligence
1 11 (3.21%) Power BI
1 11 (3.21%) SQL Server
2 8 (2.33%) Data Warehouse
3 7 (2.04%) Amazon RDS
3 7 (2.04%) PostgreSQL
4 6 (1.75%) Oracle BI Publisher
5 4 (1.17%) Amazon Redshift
5 4 (1.17%) Essbase
5 4 (1.17%) Metadata
5 4 (1.17%) SQL Server Integration Services
6 3 (0.87%) Elasticsearch
6 3 (0.87%) Redis
7 2 (0.58%) Azure SQL Database
7 2 (0.58%) Oracle BI EE
7 2 (0.58%) Oracle Database
7 2 (0.58%) Oracle Reports
7 2 (0.58%) SQL Server Reporting Services
8 1 (0.29%) DynamoDB
Development Applications
1 8 (2.33%) Git
1 8 (2.33%) JIRA
1 8 (2.33%) Oracle Forms
2 2 (0.58%) Visual Studio
General
1 191 (55.69%) Social Skills
2 118 (34.40%) Finance
3 88 (25.66%) Analytical Skills
4 39 (11.37%) Banking
5 31 (9.04%) Retail
6 21 (6.12%) Organisational Skills
7 17 (4.96%) Public Sector
8 16 (4.66%) Games
8 16 (4.66%) Law
8 16 (4.66%) Telecoms
9 15 (4.37%) Legal
10 10 (2.92%) Marketing
11 9 (2.62%) Manufacturing
12 8 (2.33%) Electronics
13 7 (2.04%) Documentation Skills
13 7 (2.04%) General Ledger
13 7 (2.04%) Presentation Skills
14 6 (1.75%) Financial Institution
14 6 (1.75%) Fire and Rescue
14 6 (1.75%) Influencing Skills
Job Titles
1 89 (25.95%) Analyst
2 46 (13.41%) IT Support
3 45 (13.12%) Senior
4 33 (9.62%) Quality Analyst
5 32 (9.33%) QA Analyst
6 21 (6.12%) Business Analyst
7 17 (4.96%) IT Assistant
7 17 (4.96%) IT Support Assistant
7 17 (4.96%) Support Assistant
7 17 (4.96%) Trainee
7 17 (4.96%) Trainee Analyst
7 17 (4.96%) Trainee Business Analyst
8 14 (4.08%) Developer
8 14 (4.08%) Development Engineer
9 13 (3.79%) Architect
9 13 (3.79%) Support Analyst
10 12 (3.50%) Applications Support
11 11 (3.21%) Applications Engineer
11 11 (3.21%) Azure Engineer
11 11 (3.21%) Support Engineer
Libraries, Frameworks & Software Standards
1 26 (7.58%) .NET
2 14 (4.08%) ADO
3 11 (3.21%) GraphQL
3 11 (3.21%) OAuth
3 11 (3.21%) OpenAPI
3 11 (3.21%) Swagger
4 6 (1.75%) SOAP
5 4 (1.17%) REST
6 3 (0.87%) Django
6 3 (0.87%) Hibernate
6 3 (0.87%) HTML
6 3 (0.87%) React
6 3 (0.87%) RESTful
6 3 (0.87%) Spring
7 2 (0.58%) .NET Framework
7 2 (0.58%) CSS
8 1 (0.29%) AngularJS
8 1 (0.29%) AWS CDK
8 1 (0.29%) Next.js
8 1 (0.29%) Node.js
Miscellaneous
1 39 (11.37%) Self-Motivation
2 25 (7.29%) Onboarding
3 20 (5.83%) Management Information System
4 19 (5.54%) Product Ownership
5 16 (4.66%) Driving Licence
6 15 (4.37%) Analytical Mindset
7 8 (2.33%) Renewable Energy
8 7 (2.04%) Low-Code
9 6 (1.75%) Cloud Native
10 5 (1.46%) Data Centre
10 5 (1.46%) FPGA
10 5 (1.46%) Team-Oriented Environment
10 5 (1.46%) VHDL
11 4 (1.17%) Smartphone
12 3 (0.87%) Cyber Threat
12 3 (0.87%) Digital Media
12 3 (0.87%) Linux Command Line
12 3 (0.87%) Web Conferencing
13 2 (0.58%) Embedded Systems
13 2 (0.58%) Enterprise Software
Operating Systems
1 41 (11.95%) Windows
2 15 (4.37%) Linux
3 12 (3.50%) Windows Server
4 7 (2.04%) Android
4 7 (2.04%) Unix
5 6 (1.75%) Apple iOS
6 2 (0.58%) Ubuntu
6 2 (0.58%) Windows Server 2008
6 2 (0.58%) Windows Server 2012
7 1 (0.29%) Mac OS
7 1 (0.29%) Red Hat Enterprise Linux
7 1 (0.29%) Windows 10
Processes & Methodologies
1 113 (32.94%) Continuous Improvement
2 97 (28.28%) Coaching
3 69 (20.12%) Asset Management
4 57 (16.62%) DevOps
5 56 (16.33%) CI/CD
6 51 (14.87%) Customer Service
7 49 (14.29%) Agile
8 40 (11.66%) Mentoring
9 37 (10.79%) ITIL
10 34 (9.91%) Emotional Intelligence
11 32 (9.33%) Change Management
11 32 (9.33%) Project Management
12 27 (7.87%) Stakeholder Management
13 25 (7.29%) AI
14 24 (7.00%) Root Cause Analysis
15 23 (6.71%) Business Intelligence
15 23 (6.71%) Software Engineering
16 22 (6.41%) Stakeholder Engagement
17 21 (6.12%) Business Analysis
17 21 (6.12%) Platform Engineering
Programming Languages
1 51 (14.87%) SQL
2 33 (9.62%) Python
3 28 (8.16%) PowerShell
4 19 (5.54%) JavaScript
5 13 (3.79%) C#
6 9 (2.62%) C++
7 5 (1.46%) Java
8 4 (1.17%) Groovy
8 4 (1.17%) Shell Script
9 2 (0.58%) Data Analysis Expressions
9 2 (0.58%) MATLAB
9 2 (0.58%) T-SQL
10 1 (0.29%) Bash
10 1 (0.29%) Perl
10 1 (0.29%) TypeScript
Qualifications
1 64 (18.66%) Degree
2 11 (3.21%) Microsoft Certification
3 9 (2.62%) Cisco Certification
3 9 (2.62%) Computer Science Degree
4 7 (2.04%) BPSS Clearance
4 7 (2.04%) Security Cleared
5 6 (1.75%) CCNA
5 6 (1.75%) SC Cleared
6 5 (1.46%) ITIL Certification
7 4 (1.17%) A+ Certification
7 4 (1.17%) AWS Certification
7 4 (1.17%) MCSE
7 4 (1.17%) Network+ Certification
8 3 (0.87%) CCIE
8 3 (0.87%) CISM
8 3 (0.87%) CISSP
8 3 (0.87%) HND
8 3 (0.87%) Master's Degree
9 2 (0.58%) CCA
9 2 (0.58%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 58 (16.91%) QA
2 8 (2.33%) Data Quality
2 8 (2.33%) SLA
3 6 (1.75%) Accessibility
3 6 (1.75%) GDPR
4 3 (0.87%) PCI DSS
5 2 (0.58%) GxP
5 2 (0.58%) ISO/IEC 19770
5 2 (0.58%) WCAG
6 1 (0.29%) Actionable Recommendations
6 1 (0.29%) Cyber Essentials
6 1 (0.29%) ISO 14001
6 1 (0.29%) ISO 9001
6 1 (0.29%) ISO/IEC 15288
6 1 (0.29%) ISO/IEC 27001
System Software
1 21 (6.12%) Active Directory
1 21 (6.12%) Docker
2 11 (3.21%) Firmware
3 10 (2.92%) Virtual Desktop
4 5 (1.46%) Embedded Firmware
4 5 (1.46%) Hyper-V
4 5 (1.46%) VMware Infrastructure
5 2 (0.58%) Virtual Machines
5 2 (0.58%) vSphere
6 1 (0.29%) KVM
6 1 (0.29%) Virtual Servers
Systems Management
1 35 (10.20%) Terraform
2 18 (5.25%) Kubernetes
3 14 (4.08%) Grafana
3 14 (4.08%) Microsoft Intune
3 14 (4.08%) Prometheus
4 6 (1.75%) Ansible
5 4 (1.17%) Control-M
6 3 (0.87%) AWS Copilot
6 3 (0.87%) SCCM
7 1 (0.29%) Computer Incident Response Team
7 1 (0.29%) Proxmox
7 1 (0.29%) Puppet
7 1 (0.29%) QRadar
Vendors
1 65 (18.95%) Microsoft
2 21 (6.12%) Cisco
3 19 (5.54%) Oracle
4 16 (4.66%) BT
5 8 (2.33%) Apple
6 7 (2.04%) Dell
6 7 (2.04%) ServiceNow
7 5 (1.46%) Citrix
7 5 (1.46%) EMC
7 5 (1.46%) Freshdesk
7 5 (1.46%) Infor
7 5 (1.46%) Meraki
7 5 (1.46%) VMware
8 4 (1.17%) Ab Initio
8 4 (1.17%) Hyperion
8 4 (1.17%) IBM
8 4 (1.17%) Informatica
9 3 (0.87%) Google
9 3 (0.87%) SAP
10 2 (0.58%) BeyondTrust