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

6 months to
8 Jan 2026
Same period 2025 Same period 2024
Rank 11 4 19
Rank change year-on-year -7 +15 -1
Permanent jobs citing Problem-Solving 328 409 429
As % of all permanent jobs in Scotland 11.91% 15.49% 13.98%
As % of the Processes & Methodologies category 14.91% 16.73% 14.85%
Number of salaries quoted 185 165 256
10th Percentile £25,684 £27,500 £26,750
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 £55,000 £70,000 £67,070
90th Percentile £74,000 £95,000 £84,056
UK median annual salary £46,000 £55,000 £55,000
% change year-on-year -16.36% - -3.55%

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 2,200 2,444 2,888
As % of all permanent jobs advertised in Scotland 79.88% 92.58% 94.10%
Number of salaries quoted 1,073 1,026 1,785
10th Percentile £26,250 £31,875 £25,000
25th Percentile £30,250 £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 £82,042 £88,750 £84,056
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 8 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 8 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 -9 145 £31,000 -52.31% 46
Glasgow 0 84 £44,000 +5.39% 43
West Lothian +11 17 £52,500 -59.62% 7
Aberdeen -4 14 £70,000 +40.00% 40
Midlothian -5 10 £25,684 +16.86% 19
Dundee - 10 £33,500 - 1
Perth and Kinross -4 7 £33,500 +8.06%
Lanarkshire -5 6 £27,500 -15.38% 26
North Lanarkshire -7 6 £28,750 - 2
Highlands -4 5 - - 2
Stirling -4 4 £54,500 +14.74% 2
Renfrewshire - 4 £42,500 - 3
South Lanarkshire -4 2 - - 2
East Lothian -4 2 £25,684 -20.97%
West Dunbartonshire - 2 £16,000 -
Moray +2 1 - - 1
Inverclyde -1 1 - -
Fife -5 1 - - 6
Ayrshire - 1 - -
Argyll and Bute - 1 £28,500 -
North Ayrshire - 1 - -
East Ayrshire - 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 6 (1.83%) SharePoint
2 5 (1.52%) Confluence
3 4 (1.22%) Microsoft Exchange
4 3 (0.91%) Apache Airflow
5 2 (0.61%) Exchange Server 2013
5 2 (0.61%) WebSphere
5 2 (0.61%) WebSphere Application Server
6 1 (0.30%) FileNet
Applications
1 16 (4.88%) Microsoft Excel
2 10 (3.05%) Microsoft Office
3 4 (1.22%) Oracle Smart View
4 3 (0.91%) Microsoft PowerPoint
4 3 (0.91%) MS Visio
5 2 (0.61%) Weka
6 1 (0.30%) Chatbot
6 1 (0.30%) Mathcad
6 1 (0.30%) Simulink
Business Applications
1 10 (3.05%) Oracle Payables
1 10 (3.05%) Oracle Receivables
2 8 (2.44%) Oracle Assets
2 8 (2.44%) Oracle ERP
2 8 (2.44%) Oracle Financials
2 8 (2.44%) Oracle General Ledger
3 4 (1.22%) Hyperion Planning
3 4 (1.22%) Markit EDM
4 1 (0.30%) Elite 3E
Cloud Services
1 86 (26.22%) Azure
2 36 (10.98%) Microsoft 365
3 26 (7.93%) Azure DevOps
4 24 (7.32%) GitHub
5 22 (6.71%) dbt
6 19 (5.79%) AWS
6 19 (5.79%) Snowflake
7 14 (4.27%) Datadog
7 14 (4.27%) GitHub Actions
7 14 (4.27%) SaaS
8 13 (3.96%) Azure Data Factory
9 12 (3.66%) Power Platform
10 11 (3.35%) Azure Key Vault
11 10 (3.05%) Entra ID
12 8 (2.44%) Power Automate
13 7 (2.13%) GitHub Copilot
14 5 (1.52%) GCP
15 4 (1.22%) Amazon S3
15 4 (1.22%) AWS CloudFormation
15 4 (1.22%) AWS Lambda
Communications & Networking
1 23 (7.01%) LAN
2 21 (6.40%) Broadband
3 19 (5.79%) Wi-Fi
4 17 (5.18%) VoIP
5 10 (3.05%) DHCP
5 10 (3.05%) DNS
6 8 (2.44%) Firewall
7 6 (1.83%) Ethernet
7 6 (1.83%) RS-232
7 6 (1.83%) VPN
7 6 (1.83%) WAN
8 5 (1.52%) TCP/IP
9 4 (1.22%) ATM
9 4 (1.22%) Network Security
9 4 (1.22%) SAN
10 2 (0.61%) Remote Desktop
10 2 (0.61%) Softphone
10 2 (0.61%) Wireless
11 1 (0.30%) VLAN
11 1 (0.30%) Wireshark
Database & Business Intelligence
1 12 (3.66%) Power BI
2 11 (3.35%) SQL Server
3 8 (2.44%) Data Warehouse
4 6 (1.83%) Amazon RDS
4 6 (1.83%) Oracle BI Publisher
4 6 (1.83%) PostgreSQL
5 4 (1.22%) Essbase
6 3 (0.91%) Amazon Redshift
6 3 (0.91%) Elasticsearch
6 3 (0.91%) Metadata
6 3 (0.91%) Redis
6 3 (0.91%) SQL Server Integration Services
6 3 (0.91%) Tableau
7 2 (0.61%) Azure SQL Database
7 2 (0.61%) Oracle BI EE
7 2 (0.61%) Oracle Database
7 2 (0.61%) Oracle Reports
7 2 (0.61%) SQL Server Reporting Services
8 1 (0.30%) DynamoDB
Development Applications
1 10 (3.05%) JIRA
2 8 (2.44%) Oracle Forms
3 7 (2.13%) Git
4 2 (0.61%) Visual Studio
General
1 174 (53.05%) Social Skills
2 119 (36.28%) Finance
3 91 (27.74%) Analytical Skills
4 31 (9.45%) Retail
5 25 (7.62%) Banking
6 20 (6.10%) Organisational Skills
7 18 (5.49%) Law
8 16 (4.88%) Games
8 16 (4.88%) Public Sector
8 16 (4.88%) Telecoms
9 15 (4.57%) Legal
10 10 (3.05%) Marketing
11 9 (2.74%) Electronics
12 8 (2.44%) Manufacturing
13 7 (2.13%) General Ledger
13 7 (2.13%) Presentation Skills
14 6 (1.83%) Documentation Skills
14 6 (1.83%) Financial Institution
14 6 (1.83%) Fire and Rescue
14 6 (1.83%) Influencing Skills
Job Titles
1 73 (22.26%) Analyst
2 47 (14.33%) Senior
3 44 (13.41%) IT Support
4 20 (6.10%) Business Analyst
5 17 (5.18%) IT Assistant
5 17 (5.18%) IT Support Assistant
5 17 (5.18%) Quality Analyst
5 17 (5.18%) Support Assistant
5 17 (5.18%) Trainee
5 17 (5.18%) Trainee Analyst
5 17 (5.18%) Trainee Business Analyst
6 16 (4.88%) QA Analyst
7 14 (4.27%) Architect
7 14 (4.27%) Developer
7 14 (4.27%) Development Engineer
7 14 (4.27%) Support Analyst
8 13 (3.96%) Applications Support
9 11 (3.35%) Applications Engineer
9 11 (3.35%) Senior Analyst
9 11 (3.35%) Support Engineer
Libraries, Frameworks & Software Standards
1 26 (7.93%) .NET
2 14 (4.27%) ADO
3 11 (3.35%) GraphQL
3 11 (3.35%) OAuth
3 11 (3.35%) OpenAPI
3 11 (3.35%) Swagger
4 5 (1.52%) SOAP
5 3 (0.91%) Django
5 3 (0.91%) Hibernate
5 3 (0.91%) HTML
5 3 (0.91%) React
5 3 (0.91%) REST
5 3 (0.91%) RESTful
5 3 (0.91%) Spring
6 2 (0.61%) .NET Framework
6 2 (0.61%) CSS
7 1 (0.30%) AngularJS
7 1 (0.30%) Next.js
7 1 (0.30%) Node.js
7 1 (0.30%) XML
Miscellaneous
1 39 (11.89%) Self-Motivation
2 25 (7.62%) Onboarding
3 20 (6.10%) Management Information System
4 19 (5.79%) Product Ownership
5 16 (4.88%) Driving Licence
6 14 (4.27%) Analytical Mindset
7 8 (2.44%) Renewable Energy
8 7 (2.13%) Low-Code
9 6 (1.83%) Cloud Native
9 6 (1.83%) FPGA
9 6 (1.83%) VHDL
10 5 (1.52%) Data Centre
10 5 (1.52%) Team-Oriented Environment
11 4 (1.22%) Smartphone
12 3 (0.91%) Cyber Threat
12 3 (0.91%) Digital Media
12 3 (0.91%) Linux Command Line
12 3 (0.91%) Web Conferencing
13 2 (0.61%) Embedded Systems
13 2 (0.61%) Security Posture
Operating Systems
1 41 (12.50%) Windows
2 14 (4.27%) Linux
3 12 (3.66%) Windows Server
4 7 (2.13%) Android
5 6 (1.83%) Apple iOS
5 6 (1.83%) Unix
6 2 (0.61%) Ubuntu
6 2 (0.61%) Windows Server 2008
6 2 (0.61%) Windows Server 2012
7 1 (0.30%) Mac OS
7 1 (0.30%) Red Hat Enterprise Linux
7 1 (0.30%) Windows 10
Processes & Methodologies
1 97 (29.57%) Continuous Improvement
2 81 (24.70%) Coaching
3 72 (21.95%) Asset Management
4 57 (17.38%) DevOps
5 55 (16.77%) CI/CD
6 50 (15.24%) Agile
6 50 (15.24%) Customer Service
7 42 (12.80%) Mentoring
8 37 (11.28%) ITIL
9 34 (10.37%) Project Management
10 32 (9.76%) Change Management
11 29 (8.84%) Stakeholder Management
12 25 (7.62%) AI
13 24 (7.32%) Business Intelligence
14 23 (7.01%) Root Cause Analysis
14 23 (7.01%) Software Engineering
15 21 (6.40%) Platform Engineering
15 21 (6.40%) Stakeholder Engagement
16 20 (6.10%) Business Analysis
17 18 (5.49%) Migration
Programming Languages
1 52 (15.85%) SQL
2 33 (10.06%) Python
3 28 (8.54%) PowerShell
4 19 (5.79%) JavaScript
5 13 (3.96%) C#
6 10 (3.05%) C++
7 5 (1.52%) Java
8 4 (1.22%) Groovy
9 3 (0.91%) Shell Script
10 2 (0.61%) Data Analysis Expressions
10 2 (0.61%) MATLAB
10 2 (0.61%) T-SQL
11 1 (0.30%) Bash
11 1 (0.30%) Perl
11 1 (0.30%) TypeScript
Qualifications
1 65 (19.82%) Degree
2 11 (3.35%) Microsoft Certification
3 10 (3.05%) Computer Science Degree
4 9 (2.74%) Cisco Certification
5 7 (2.13%) BPSS Clearance
5 7 (2.13%) Security Cleared
6 6 (1.83%) CCNA
6 6 (1.83%) SC Cleared
7 5 (1.52%) ITIL Certification
8 4 (1.22%) A+ Certification
8 4 (1.22%) AWS Certification
8 4 (1.22%) CISM
8 4 (1.22%) CISSP
8 4 (1.22%) MCSE
8 4 (1.22%) Network+ Certification
9 3 (0.91%) CCIE
9 3 (0.91%) HND
9 3 (0.91%) Master's Degree
10 2 (0.61%) CCA
10 2 (0.61%) CEH
Quality Assurance & Compliance
1 41 (12.50%) QA
2 8 (2.44%) SLA
3 7 (2.13%) Data Quality
4 6 (1.83%) Accessibility
4 6 (1.83%) GDPR
5 3 (0.91%) PCI DSS
6 2 (0.61%) GxP
6 2 (0.61%) ISO/IEC 19770
6 2 (0.61%) ISO/IEC 27001
6 2 (0.61%) WCAG
7 1 (0.30%) Actionable Recommendations
7 1 (0.30%) Cyber Essentials
7 1 (0.30%) ISO/IEC 15288
7 1 (0.30%) NIST
System Software
1 21 (6.40%) Active Directory
1 21 (6.40%) Docker
2 12 (3.66%) Firmware
3 10 (3.05%) Virtual Desktop
4 5 (1.52%) Embedded Firmware
4 5 (1.52%) Hyper-V
4 5 (1.52%) VMware Infrastructure
5 2 (0.61%) Virtual Machines
5 2 (0.61%) vSphere
6 1 (0.30%) KVM
6 1 (0.30%) Virtual Servers
Systems Management
1 35 (10.67%) Terraform
2 18 (5.49%) Kubernetes
3 14 (4.27%) Grafana
3 14 (4.27%) Microsoft Intune
3 14 (4.27%) Prometheus
4 6 (1.83%) Ansible
5 3 (0.91%) AWS Copilot
5 3 (0.91%) Control-M
5 3 (0.91%) SCCM
6 1 (0.30%) Computer Incident Response Team
6 1 (0.30%) Proxmox
6 1 (0.30%) Puppet
6 1 (0.30%) QRadar
Vendors
1 65 (19.82%) Microsoft
2 21 (6.40%) Cisco
3 19 (5.79%) Oracle
4 16 (4.88%) BT
5 8 (2.44%) Apple
6 7 (2.13%) Dell
6 7 (2.13%) ServiceNow
7 6 (1.83%) EMC
8 5 (1.52%) Citrix
8 5 (1.52%) Freshdesk
8 5 (1.52%) Infor
8 5 (1.52%) Meraki
8 5 (1.52%) VMware
9 4 (1.22%) Ab Initio
9 4 (1.22%) Hyperion
9 4 (1.22%) IBM
10 3 (0.91%) Google
10 3 (0.91%) Informatica
10 3 (0.91%) SAP
11 2 (0.61%) Alteryx