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

6 months to
8 Dec 2025
Same period 2024 Same period 2023
Rank 12 7 9
Rank change year-on-year -5 +2 +2
Permanent jobs citing Problem-Solving 333 437 377
As % of all permanent jobs in Scotland 12.06% 14.30% 15.16%
As % of the Processes & Methodologies category 14.47% 16.15% 15.83%
Number of salaries quoted 196 181 295
10th Percentile £25,684 £27,500 £28,700
25th Percentile £28,250 £32,500 £37,500
Median annual salary (50th Percentile) £33,500 £50,000 £50,000
Median % change year-on-year -33.00% - -16.00%
75th Percentile £58,125 £70,000 £67,285
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 2,302 2,706 2,382
As % of all permanent jobs advertised in Scotland 83.35% 88.52% 95.78%
Number of salaries quoted 1,167 1,235 1,762
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 £84,500 £83,000
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -8.33% - -0.83%

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 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 8 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 -9 136 £31,750 -51.15% 64
Glasgow +2 96 £50,000 +12.36% 50
West Lothian +14 20 £67,500 -48.08% 7
Dundee +8 11 £33,500 -14.86% 5
Midlothian -5 11 £25,684 +16.86% 26
Aberdeen -3 10 £70,000 +40.00% 27
Stirling +1 7 £31,750 -19.62% 3
Perth and Kinross 0 7 £33,500 -26.06% 1
North Lanarkshire -4 6 £31,750 - 5
Lanarkshire -6 6 £27,500 -33.33% 24
Highlands -5 5 - - 3
Inverclyde +1 4 £31,750 -39.52%
Renfrewshire -4 4 £31,750 -9.29% 8
Fife -2 2 £50,000 +17.65% 6
East Lothian -5 2 £25,684 -20.97%
Moray +1 1 - - 1
Argyll and Bute - 1 £28,500 -
West Dunbartonshire - 1 £16,000 - 3
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 5 (1.50%) Confluence
2 4 (1.20%) Apache Spark
3 3 (0.90%) 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 (5.71%) Microsoft Excel
2 5 (1.50%) Microsoft Office
2 5 (1.50%) Microsoft PowerPoint
3 4 (1.20%) Oracle Smart View
4 2 (0.60%) MS Visio
5 1 (0.30%) Chatbot
5 1 (0.30%) Mathcad
5 1 (0.30%) Simulink
5 1 (0.30%) Weka
Business Applications
1 10 (3.00%) Oracle Payables
1 10 (3.00%) Oracle Receivables
2 8 (2.40%) Oracle Assets
2 8 (2.40%) Oracle ERP
2 8 (2.40%) Oracle Financials
2 8 (2.40%) Oracle General Ledger
3 4 (1.20%) Hyperion Planning
4 2 (0.60%) Markit EDM
5 1 (0.30%) Elite 3E
Cloud Services
1 80 (24.02%) Azure
2 30 (9.01%) Microsoft 365
3 26 (7.81%) Azure DevOps
4 25 (7.51%) AWS
5 23 (6.91%) GitHub
6 18 (5.41%) dbt
7 16 (4.80%) Snowflake
8 12 (3.60%) Azure Data Factory
8 12 (3.60%) Datadog
8 12 (3.60%) GitHub Actions
8 12 (3.60%) Power Platform
9 9 (2.70%) Azure Key Vault
9 9 (2.70%) SaaS
10 8 (2.40%) Entra ID
11 7 (2.10%) GCP
11 7 (2.10%) GitHub Copilot
11 7 (2.10%) Power Automate
12 4 (1.20%) Amazon ECS
12 4 (1.20%) AWS CloudFormation
12 4 (1.20%) OCI
Communications & Networking
1 21 (6.31%) Broadband
1 21 (6.31%) Wi-Fi
2 20 (6.01%) LAN
3 17 (5.11%) VoIP
4 9 (2.70%) Ethernet
4 9 (2.70%) RS-232
5 5 (1.50%) Firewall
5 5 (1.50%) SAN
5 5 (1.50%) TCP/IP
6 4 (1.20%) ATM
6 4 (1.20%) DHCP
6 4 (1.20%) DNS
6 4 (1.20%) VPN
6 4 (1.20%) WAN
7 2 (0.60%) Network Security
7 2 (0.60%) Softphone
8 1 (0.30%) HSRP
8 1 (0.30%) NAS
8 1 (0.30%) VLAN
8 1 (0.30%) Wireshark
Database & Business Intelligence
1 12 (3.60%) Power BI
2 7 (2.10%) Data Warehouse
2 7 (2.10%) SQL Server
3 6 (1.80%) Oracle BI Publisher
4 5 (1.50%) PostgreSQL
5 4 (1.20%) Amazon RDS
5 4 (1.20%) Big Data
5 4 (1.20%) Essbase
6 3 (0.90%) Amazon Athena
6 3 (0.90%) Apache Hive
6 3 (0.90%) Azure SQL Database
6 3 (0.90%) Elasticsearch
6 3 (0.90%) Redis
6 3 (0.90%) Tableau
7 2 (0.60%) Amazon Redshift
7 2 (0.60%) Apache Iceberg
7 2 (0.60%) HBase
7 2 (0.60%) Metadata
7 2 (0.60%) Oracle Database
7 2 (0.60%) Relational Database
Development Applications
1 9 (2.70%) JIRA
2 8 (2.40%) Git
2 8 (2.40%) Oracle Forms
3 4 (1.20%) Maven
4 3 (0.90%) Jenkins
4 3 (0.90%) JUnit
5 2 (0.60%) Gradle
5 2 (0.60%) Visual Studio
6 1 (0.30%) Cypress.io
6 1 (0.30%) Subversion
General
1 169 (50.75%) Social Skills
2 122 (36.64%) Finance
3 117 (35.14%) Analytical Skills
4 27 (8.11%) Law
4 27 (8.11%) Retail
5 21 (6.31%) Organisational Skills
6 20 (6.01%) Marketing
7 17 (5.11%) Games
7 17 (5.11%) Inclusion and Diversity
8 16 (4.80%) Banking
8 16 (4.80%) Public Sector
8 16 (4.80%) Telecoms
9 15 (4.50%) Legal
10 12 (3.60%) Electronics
11 10 (3.00%) Presentation Skills
12 7 (2.10%) Manufacturing
13 6 (1.80%) Financial Institution
13 6 (1.80%) Fire and Rescue
13 6 (1.80%) Influencing Skills
14 5 (1.50%) Advertising
Job Titles
1 52 (15.62%) Analyst
1 52 (15.62%) Senior
2 39 (11.71%) IT Support
3 34 (10.21%) Trainee
4 21 (6.31%) Graduate
5 17 (5.11%) Business Analyst
5 17 (5.11%) Developer
5 17 (5.11%) IT Assistant
5 17 (5.11%) IT Support Assistant
5 17 (5.11%) Support Assistant
6 15 (4.50%) Architect
6 15 (4.50%) Lead
7 13 (3.90%) Firmware Architect
7 13 (3.90%) Software Engineer
7 13 (3.90%) Trainee Analyst
7 13 (3.90%) Trainee Business Analyst
8 12 (3.60%) Development Engineer
8 12 (3.60%) Support Analyst
9 11 (3.30%) IT Engineer
9 11 (3.30%) Support Engineer
Libraries, Frameworks & Software Standards
1 21 (6.31%) .NET
2 13 (3.90%) ADO
3 11 (3.30%) OpenAPI
3 11 (3.30%) Swagger
4 10 (3.00%) Spring
5 9 (2.70%) GraphQL
5 9 (2.70%) OAuth
6 5 (1.50%) React
6 5 (1.50%) RESTful
7 4 (1.20%) Hibernate
7 4 (1.20%) HTML
7 4 (1.20%) Kafka
7 4 (1.20%) REST
7 4 (1.20%) Spring Boot
8 3 (0.90%) Django
9 2 (0.60%) .NET Framework
9 2 (0.60%) AngularJS
9 2 (0.60%) CSS
9 2 (0.60%) JDBC
9 2 (0.60%) JPA
Miscellaneous
1 37 (11.11%) Self-Motivation
2 21 (6.31%) Onboarding
3 18 (5.41%) Product Ownership
4 15 (4.50%) Driving Licence
4 15 (4.50%) Management Information System
5 12 (3.60%) Analytical Mindset
6 9 (2.70%) FPGA
6 9 (2.70%) VHDL
7 7 (2.10%) Cloud Native
7 7 (2.10%) Data Centre
7 7 (2.10%) Low-Code
8 6 (1.80%) Renewable Energy
9 5 (1.50%) Digital Media
9 5 (1.50%) Smartphone
9 5 (1.50%) Team-Oriented Environment
10 3 (0.90%) Algorithms
10 3 (0.90%) Linux Command Line
10 3 (0.90%) Web Conferencing
11 2 (0.60%) Security Posture
11 2 (0.60%) Virtual Team
Operating Systems
1 33 (9.91%) Windows
2 8 (2.40%) Linux
2 8 (2.40%) Windows Server
3 6 (1.80%) Apple iOS
4 5 (1.50%) Android
4 5 (1.50%) 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 86 (25.83%) Continuous Improvement
2 67 (20.12%) Asset Management
3 63 (18.92%) Coaching
4 62 (18.62%) Agile
5 56 (16.82%) CI/CD
6 54 (16.22%) DevOps
7 49 (14.71%) Customer Service
8 42 (12.61%) Mentoring
9 34 (10.21%) Software Engineering
10 32 (9.61%) Project Management
11 31 (9.31%) AI
12 29 (8.71%) ITIL
12 29 (8.71%) Stakeholder Management
13 27 (8.11%) Business Intelligence
14 25 (7.51%) Change Management
14 25 (7.51%) Decision-Making
15 19 (5.71%) Platform Engineering
16 18 (5.41%) Data Analysis
16 18 (5.41%) Observability
16 18 (5.41%) Stakeholder Engagement
Programming Languages
1 50 (15.02%) SQL
2 37 (11.11%) Python
3 22 (6.61%) PowerShell
4 19 (5.71%) JavaScript
5 17 (5.11%) C++
6 15 (4.50%) Java
7 12 (3.60%) C#
8 4 (1.20%) Groovy
9 2 (0.60%) Data Analysis Expressions
9 2 (0.60%) MATLAB
9 2 (0.60%) PL/SQL
9 2 (0.60%) TypeScript
10 1 (0.30%) Bash
10 1 (0.30%) Perl
10 1 (0.30%) Scala
10 1 (0.30%) T-SQL
Qualifications
1 81 (24.32%) Degree
2 24 (7.21%) Master's Degree
3 11 (3.30%) Microsoft Certification
4 10 (3.00%) Computer Science Degree
5 9 (2.70%) Cisco Certification
6 7 (2.10%) BPSS Clearance
6 7 (2.10%) CCNA
7 6 (1.80%) Security Cleared
8 5 (1.50%) A+ Certification
8 5 (1.50%) MCSE
8 5 (1.50%) Network+ Certification
8 5 (1.50%) SC Cleared
9 3 (0.90%) CISM
9 3 (0.90%) CISSP
9 3 (0.90%) HND
10 2 (0.60%) CCA
10 2 (0.60%) CCIE
10 2 (0.60%) CEH
10 2 (0.60%) ITIL Certification
10 2 (0.60%) PMI Certification
Quality Assurance & Compliance
1 22 (6.61%) QA
2 7 (2.10%) Accessibility
3 6 (1.80%) SLA
4 4 (1.20%) Data Quality
4 4 (1.20%) GDPR
5 3 (0.90%) GAAP
5 3 (0.90%) IFRS
5 3 (0.90%) Solvency II
6 2 (0.60%) ISO/IEC 19770
6 2 (0.60%) ISO/IEC 27001
6 2 (0.60%) NIST
6 2 (0.60%) WCAG
7 1 (0.30%) Actionable Recommendations
7 1 (0.30%) GxP
7 1 (0.30%) ISO 8583
7 1 (0.30%) ISO/IEC 15288
7 1 (0.30%) NIST 800
7 1 (0.30%) PCI DSS
System Software
1 20 (6.01%) Firmware
2 19 (5.71%) Docker
3 16 (4.80%) Active Directory
4 10 (3.00%) Virtual Desktop
5 9 (2.70%) Embedded Firmware
6 4 (1.20%) Hyper-V
6 4 (1.20%) VMware Infrastructure
7 2 (0.60%) HDFS
7 2 (0.60%) Virtual Machines
8 1 (0.30%) KVM
8 1 (0.30%) Virtual Servers
8 1 (0.30%) vSphere
Systems Management
1 36 (10.81%) Terraform
2 21 (6.31%) Kubernetes
3 14 (4.20%) Microsoft Intune
4 13 (3.90%) Grafana
5 12 (3.60%) Prometheus
6 6 (1.80%) Ansible
7 3 (0.90%) 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 59 (17.72%) Microsoft
2 20 (6.01%) Oracle
3 19 (5.71%) Cisco
4 16 (4.80%) BT
5 9 (2.70%) EMC
6 8 (2.40%) Dell
7 6 (1.80%) Apple
8 5 (1.50%) Citrix
8 5 (1.50%) Freshdesk
8 5 (1.50%) Infor
8 5 (1.50%) Meraki
8 5 (1.50%) ServiceNow
9 4 (1.20%) Databricks
9 4 (1.20%) Hyperion
9 4 (1.20%) Splunk
9 4 (1.20%) VMware
10 3 (0.90%) Dynatrace
10 3 (0.90%) Google
10 3 (0.90%) IBM
11 2 (0.60%) Cloudera