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 5 December 2025, with comparisons to the same periods in the previous two years.

6 months to
5 Dec 2025
Same period 2024 Same period 2023
Rank 12 7 9
Rank change year-on-year -5 +2 0
Permanent jobs citing Problem-Solving 336 442 366
As % of all permanent jobs in Scotland 12.23% 14.15% 14.99%
As % of the Processes & Methodologies category 14.69% 16.01% 15.66%
Number of salaries quoted 198 182 291
10th Percentile £25,684 £27,500 £28,500
25th Percentile £28,250 £33,125 £37,500
Median annual salary (50th Percentile) £33,500 £50,000 £50,000
Median % change year-on-year -33.00% - -16.00%
75th Percentile £59,375 £70,000 £67,070
90th Percentile £71,250 £95,000 £84,056
UK median annual salary £45,000 £55,000 £55,000
% change year-on-year -18.18% - -

All Process and 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 2,287 2,760 2,337
As % of all permanent jobs advertised in Scotland 83.25% 88.35% 95.74%
Number of salaries quoted 1,163 1,263 1,752
10th Percentile £26,250 £31,250 £25,000
25th Percentile £31,750 £40,000 £35,000
Median annual salary (50th Percentile) £40,000 £55,000 £52,500
Median % change year-on-year -27.27% +4.76% -4.55%
75th Percentile £65,000 £70,000 £69,800
90th Percentile £80,000 £82,958 £82,980
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -

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 5 December 2025.

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 5 December 2025. 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 -9 135 £31,750 -51.15% 94
Glasgow +1 99 £50,000 +12.36% 80
West Lothian +13 20 £67,500 -48.08% 11
Dundee +7 11 £33,500 -14.86% 5
Midlothian -5 11 £25,684 +16.86% 28
Aberdeen -3 10 £70,000 +40.00% 66
Perth and Kinross +2 7 £33,500 -26.06% 1
Stirling +1 7 £31,750 -19.62% 2
North Lanarkshire -4 6 £31,750 - 5
Lanarkshire -6 6 £27,500 -33.33% 22
Highlands -5 5 - - 3
Inverclyde +2 4 £31,750 -39.52%
Renfrewshire -5 4 £31,750 -9.29% 11
Fife -2 2 £50,000 +17.65% 8
East Lothian -5 2 £25,684 -20.97%
Moray +1 1 - -
Argyll and Bute - 1 £28,500 -
West Dunbartonshire - 1 £16,000 - 7
Dunbartonshire - 1 - - 3
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 (1.79%) Confluence
2 4 (1.19%) Apache Spark
3 3 (0.89%) Microsoft Exchange
4 2 (0.60%) Camunda
4 2 (0.60%) Exchange Server 2013
4 2 (0.60%) Oracle Workflow
4 2 (0.60%) SharePoint
5 1 (0.30%) Apache
5 1 (0.30%) FileNet
5 1 (0.30%) JOnAS
5 1 (0.30%) WebSphere
5 1 (0.30%) WebSphere Application Server
Applications
1 19 (5.65%) Microsoft Excel
2 5 (1.49%) Microsoft Office
2 5 (1.49%) Microsoft PowerPoint
3 4 (1.19%) Oracle Smart View
4 2 (0.60%) MS Visio
5 1 (0.30%) Chatbot
5 1 (0.30%) Mathcad
5 1 (0.30%) Microsoft Project
5 1 (0.30%) Simulink
5 1 (0.30%) Weka
Business Applications
1 10 (2.98%) Oracle Payables
1 10 (2.98%) Oracle Receivables
2 8 (2.38%) Oracle Assets
2 8 (2.38%) Oracle ERP
2 8 (2.38%) Oracle Financials
2 8 (2.38%) Oracle General Ledger
3 4 (1.19%) Hyperion Planning
4 1 (0.30%) Elite 3E
4 1 (0.30%) Markit EDM
Cloud Services
1 78 (23.21%) Azure
2 30 (8.93%) Microsoft 365
3 27 (8.04%) AWS
4 25 (7.44%) Azure DevOps
5 22 (6.55%) GitHub
6 16 (4.76%) dbt
7 14 (4.17%) Snowflake
8 12 (3.57%) Power Platform
9 11 (3.27%) Azure Data Factory
9 11 (3.27%) Datadog
9 11 (3.27%) GitHub Actions
10 9 (2.68%) SaaS
11 8 (2.38%) Azure Key Vault
11 8 (2.38%) Entra ID
11 8 (2.38%) GCP
12 7 (2.08%) GitHub Copilot
12 7 (2.08%) Power Automate
13 4 (1.19%) Amazon ECS
13 4 (1.19%) AWS CloudFormation
13 4 (1.19%) OCI
Communications & Networking
1 21 (6.25%) Broadband
1 21 (6.25%) Wi-Fi
2 20 (5.95%) LAN
3 17 (5.06%) VoIP
4 10 (2.98%) Ethernet
5 9 (2.68%) RS-232
6 5 (1.49%) Firewall
6 5 (1.49%) SAN
6 5 (1.49%) TCP/IP
7 4 (1.19%) ATM
7 4 (1.19%) DHCP
7 4 (1.19%) DNS
7 4 (1.19%) VPN
7 4 (1.19%) WAN
8 2 (0.60%) Network Security
8 2 (0.60%) Softphone
9 1 (0.30%) HSRP
9 1 (0.30%) NAS
9 1 (0.30%) VLAN
9 1 (0.30%) Wireshark
Database & Business Intelligence
1 12 (3.57%) Power BI
2 7 (2.08%) SQL Server
3 6 (1.79%) Data Warehouse
3 6 (1.79%) Oracle BI Publisher
4 5 (1.49%) PostgreSQL
5 4 (1.19%) Amazon RDS
5 4 (1.19%) Big Data
5 4 (1.19%) Essbase
6 3 (0.89%) Amazon Athena
6 3 (0.89%) Apache Hive
6 3 (0.89%) Azure SQL Database
6 3 (0.89%) Elasticsearch
6 3 (0.89%) Redis
6 3 (0.89%) Tableau
7 2 (0.60%) Amazon Redshift
7 2 (0.60%) Apache Iceberg
7 2 (0.60%) DynamoDB
7 2 (0.60%) Metadata
7 2 (0.60%) Oracle Database
7 2 (0.60%) Relational Database
Development Applications
1 10 (2.98%) JIRA
2 9 (2.68%) Git
3 8 (2.38%) Oracle Forms
4 4 (1.19%) Maven
5 3 (0.89%) Jenkins
5 3 (0.89%) JUnit
6 2 (0.60%) Gradle
6 2 (0.60%) Visual Studio
7 1 (0.30%) Cypress.io
7 1 (0.30%) Subversion
General
1 171 (50.89%) Social Skills
2 121 (36.01%) Finance
3 119 (35.42%) Analytical Skills
4 27 (8.04%) Law
4 27 (8.04%) Retail
5 21 (6.25%) Marketing
5 21 (6.25%) Organisational Skills
6 17 (5.06%) Games
6 17 (5.06%) Inclusion and Diversity
6 17 (5.06%) Public Sector
6 17 (5.06%) Telecoms
7 16 (4.76%) Banking
7 16 (4.76%) Legal
8 13 (3.87%) Electronics
9 10 (2.98%) Presentation Skills
10 8 (2.38%) Manufacturing
11 6 (1.79%) Financial Institution
11 6 (1.79%) Fire and Rescue
11 6 (1.79%) Influencing Skills
12 5 (1.49%) Advertising
Job Titles
1 53 (15.77%) Analyst
2 50 (14.88%) Senior
3 39 (11.61%) IT Support
4 34 (10.12%) Trainee
5 21 (6.25%) Graduate
6 17 (5.06%) Business Analyst
6 17 (5.06%) Developer
6 17 (5.06%) IT Assistant
6 17 (5.06%) IT Support Assistant
6 17 (5.06%) Support Assistant
7 15 (4.46%) Architect
7 15 (4.46%) Lead
8 14 (4.17%) Software Engineer
9 13 (3.87%) Firmware Architect
9 13 (3.87%) Trainee Analyst
9 13 (3.87%) Trainee Business Analyst
10 12 (3.57%) IT Engineer
10 12 (3.57%) Support Analyst
11 11 (3.27%) Development Engineer
12 10 (2.98%) Support Engineer
Libraries, Frameworks & Software Standards
1 20 (5.95%) .NET
2 12 (3.57%) ADO
3 10 (2.98%) OpenAPI
3 10 (2.98%) Spring
3 10 (2.98%) Swagger
4 8 (2.38%) GraphQL
4 8 (2.38%) OAuth
5 5 (1.49%) React
5 5 (1.49%) RESTful
6 4 (1.19%) Hibernate
6 4 (1.19%) HTML
6 4 (1.19%) Kafka
6 4 (1.19%) REST
6 4 (1.19%) Spring Boot
7 3 (0.89%) Django
8 2 (0.60%) .NET Framework
8 2 (0.60%) AngularJS
8 2 (0.60%) CSS
8 2 (0.60%) JDBC
8 2 (0.60%) JPA
Miscellaneous
1 37 (11.01%) Self-Motivation
2 20 (5.95%) Onboarding
3 17 (5.06%) Product Ownership
4 16 (4.76%) Management Information System
5 15 (4.46%) Driving Licence
6 12 (3.57%) Analytical Mindset
7 9 (2.68%) FPGA
7 9 (2.68%) VHDL
8 8 (2.38%) Data Centre
9 7 (2.08%) Low-Code
10 6 (1.79%) Cloud Native
10 6 (1.79%) Renewable Energy
11 5 (1.49%) Digital Media
11 5 (1.49%) Smartphone
11 5 (1.49%) Team-Oriented Environment
12 4 (1.19%) Algorithms
13 3 (0.89%) Embedded Systems
13 3 (0.89%) Linux Command Line
13 3 (0.89%) Web Conferencing
14 2 (0.60%) CCTV
Operating Systems
1 32 (9.52%) Windows
2 8 (2.38%) Linux
2 8 (2.38%) Windows Server
3 6 (1.79%) Apple iOS
4 5 (1.49%) Android
4 5 (1.49%) Unix
5 2 (0.60%) Windows Server 2008
5 2 (0.60%) Windows Server 2012
6 1 (0.30%) Mac OS
6 1 (0.30%) Red Hat Enterprise Linux
6 1 (0.30%) Ubuntu
6 1 (0.30%) VMS
6 1 (0.30%) Windows 10
6 1 (0.30%) Windows 7
Processes & Methodologies
1 88 (26.19%) Continuous Improvement
2 64 (19.05%) Asset Management
3 61 (18.15%) Agile
4 60 (17.86%) Coaching
5 53 (15.77%) CI/CD
6 51 (15.18%) DevOps
7 49 (14.58%) Customer Service
8 41 (12.20%) Mentoring
9 34 (10.12%) Project Management
9 34 (10.12%) Software Engineering
10 31 (9.23%) AI
10 31 (9.23%) Stakeholder Management
11 29 (8.63%) ITIL
12 28 (8.33%) Business Intelligence
13 26 (7.74%) Change Management
14 25 (7.44%) Decision-Making
15 19 (5.65%) Analytics
15 19 (5.65%) Data Analysis
16 18 (5.36%) Platform Engineering
16 18 (5.36%) Stakeholder Engagement
Programming Languages
1 48 (14.29%) SQL
2 38 (11.31%) Python
3 20 (5.95%) PowerShell
4 18 (5.36%) C++
4 18 (5.36%) JavaScript
5 15 (4.46%) Java
6 11 (3.27%) C#
7 4 (1.19%) Groovy
8 2 (0.60%) Bash
8 2 (0.60%) Data Analysis Expressions
8 2 (0.60%) MATLAB
8 2 (0.60%) PL/SQL
8 2 (0.60%) TypeScript
9 1 (0.30%) C
9 1 (0.30%) Perl
9 1 (0.30%) Scala
9 1 (0.30%) T-SQL
Qualifications
1 83 (24.70%) Degree
2 25 (7.44%) Master's Degree
3 11 (3.27%) Computer Science Degree
3 11 (3.27%) Microsoft Certification
4 9 (2.68%) Cisco Certification
5 7 (2.08%) BPSS Clearance
5 7 (2.08%) CCNA
6 6 (1.79%) Security Cleared
7 5 (1.49%) A+ Certification
7 5 (1.49%) MCSE
7 5 (1.49%) Network+ Certification
7 5 (1.49%) SC Cleared
8 3 (0.89%) CISM
8 3 (0.89%) CISSP
8 3 (0.89%) HND
9 2 (0.60%) CCA
9 2 (0.60%) CCIE
9 2 (0.60%) CEH
9 2 (0.60%) ITIL Certification
9 2 (0.60%) PMI Certification
Quality Assurance & Compliance
1 22 (6.55%) QA
2 7 (2.08%) Accessibility
3 6 (1.79%) SLA
4 4 (1.19%) Data Quality
4 4 (1.19%) GDPR
5 3 (0.89%) GAAP
5 3 (0.89%) IFRS
5 3 (0.89%) ISO/IEC 27001
5 3 (0.89%) NIST
5 3 (0.89%) Solvency II
6 2 (0.60%) ISO/IEC 19770
6 2 (0.60%) WCAG
7 1 (0.30%) Actionable Recommendations
7 1 (0.30%) GxP
7 1 (0.30%) ISO/IEC 15288
7 1 (0.30%) JTAG
7 1 (0.30%) NCSC
7 1 (0.30%) NIST 800
7 1 (0.30%) PCI DSS
7 1 (0.30%) SOC 2
System Software
1 21 (6.25%) Firmware
2 18 (5.36%) Docker
3 15 (4.46%) Active Directory
4 10 (2.98%) Embedded Firmware
4 10 (2.98%) Virtual Desktop
5 4 (1.19%) Hyper-V
5 4 (1.19%) VMware Infrastructure
6 2 (0.60%) HDFS
6 2 (0.60%) Virtual Machines
7 1 (0.30%) KVM
7 1 (0.30%) Virtual Servers
7 1 (0.30%) vSphere
Systems Management
1 34 (10.12%) Terraform
2 20 (5.95%) Kubernetes
3 14 (4.17%) Microsoft Intune
4 12 (3.57%) Grafana
5 11 (3.27%) Prometheus
6 6 (1.79%) Ansible
7 3 (0.89%) AWS Copilot
8 1 (0.30%) Computer Incident Response Team
8 1 (0.30%) Netcool
8 1 (0.30%) Netcool/OMNIbus
8 1 (0.30%) Puppet
8 1 (0.30%) QRadar
8 1 (0.30%) SCCM
8 1 (0.30%) Tivoli
Vendors
1 57 (16.96%) Microsoft
2 20 (5.95%) Oracle
3 19 (5.65%) Cisco
4 16 (4.76%) BT
5 9 (2.68%) EMC
6 8 (2.38%) Dell
7 6 (1.79%) Apple
8 5 (1.49%) Citrix
8 5 (1.49%) Freshdesk
8 5 (1.49%) Infor
8 5 (1.49%) Meraki
8 5 (1.49%) ServiceNow
9 4 (1.19%) Databricks
9 4 (1.19%) Google
9 4 (1.19%) Hyperion
9 4 (1.19%) Splunk
9 4 (1.19%) VMware
10 3 (0.89%) Dynatrace
10 3 (0.89%) SAP
11 2 (0.60%) IBM