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

6 months to
22 Nov 2025
Same period 2024 Same period 2023
Rank 10 8 5
Rank change year-on-year -2 -3 +3
Permanent jobs citing Problem-Solving 354 447 366
As % of all permanent jobs in Scotland 13.10% 13.32% 15.40%
As % of the Processes & Methodologies category 15.30% 15.52% 16.09%
Number of salaries quoted 193 183 308
10th Percentile £25,684 £27,500 £29,000
25th Percentile £28,250 £32,500 £37,500
Median annual salary (50th Percentile) £33,500 £51,500 £50,000
Median % change year-on-year -34.95% +3.00% -10.31%
75th Percentile £60,250 £70,000 £67,500
90th Percentile £71,650 £95,000 £83,000
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 2,314 2,880 2,275
As % of all permanent jobs advertised in Scotland 85.64% 85.79% 95.71%
Number of salaries quoted 1,123 1,364 1,787
10th Percentile £26,250 £31,250 £25,000
25th Percentile £31,750 £40,000 £34,750
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 £68,750
90th Percentile £82,448 £82,958 £82,548
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 22 November 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 22 November 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 -9 124 £31,750 -51.15% 76
Glasgow -3 123 £53,000 +19.10% 68
West Lothian +12 20 £67,500 -48.08% 3
Dundee +10 11 £33,500 -14.86% 6
Stirling +2 10 £31,750 -2.31% 5
Midlothian -5 10 £25,684 +16.86% 43
Aberdeen +1 9 £70,000 +40.00% 20
Perth and Kinross +1 7 £33,500 -26.06%
Lanarkshire -5 6 £27,500 -45.00% 29
North Lanarkshire -7 6 £31,750 - 3
Highlands -2 5 - - 1
Inverclyde +2 4 £31,750 -39.52%
Renfrewshire -3 4 £31,750 -9.29% 1
Falkirk - 3 - - 2
Fife -2 2 £50,000 +17.65% 1
East Lothian -3 2 £25,684 -20.97% 1
Dunbartonshire - 2 - - 1
Shetland Islands - 2 - -
Moray +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 10 (2.82%) Apache Spark
2 6 (1.69%) Camunda
2 6 (1.69%) Confluence
2 6 (1.69%) Oracle Workflow
3 4 (1.13%) Microsoft Exchange
4 3 (0.85%) Apache
5 2 (0.56%) Exchange Server 2013
5 2 (0.56%) JOnAS
5 2 (0.56%) SharePoint
6 1 (0.28%) FileNet
6 1 (0.28%) WebSphere
6 1 (0.28%) WebSphere Application Server
Applications
1 18 (5.08%) Microsoft Excel
2 5 (1.41%) Microsoft Office
2 5 (1.41%) Microsoft PowerPoint
3 4 (1.13%) Oracle Smart View
4 3 (0.85%) AutoCAD
4 3 (0.85%) SOLIDWORKS
5 2 (0.56%) MS Visio
6 1 (0.28%) Chatbot
6 1 (0.28%) Mathcad
6 1 (0.28%) Microsoft Project
6 1 (0.28%) Simulink
Business Applications
1 10 (2.82%) Oracle Payables
1 10 (2.82%) Oracle Receivables
2 8 (2.26%) Oracle Assets
2 8 (2.26%) Oracle ERP
2 8 (2.26%) Oracle Financials
2 8 (2.26%) Oracle General Ledger
3 4 (1.13%) Hyperion Planning
4 2 (0.56%) Salesforce CRM
5 1 (0.28%) Dynamics CRM
5 1 (0.28%) Elite 3E
Cloud Services
1 73 (20.62%) Azure
2 45 (12.71%) AWS
3 27 (7.63%) Microsoft 365
4 23 (6.50%) Azure DevOps
5 21 (5.93%) GitHub
6 13 (3.67%) dbt
6 13 (3.67%) Snowflake
7 12 (3.39%) Power Platform
8 10 (2.82%) GCP
9 9 (2.54%) Azure Data Factory
9 9 (2.54%) Datadog
9 9 (2.54%) GitHub Actions
9 9 (2.54%) SaaS
10 7 (1.98%) Amazon S3
10 7 (1.98%) Entra ID
10 7 (1.98%) Power Automate
11 6 (1.69%) Amazon ECS
11 6 (1.69%) Azure Key Vault
11 6 (1.69%) GitHub Copilot
12 5 (1.41%) Serverless
Communications & Networking
1 22 (6.21%) Wi-Fi
2 21 (5.93%) Broadband
3 20 (5.65%) LAN
4 17 (4.80%) VoIP
5 10 (2.82%) Ethernet
6 9 (2.54%) RS-232
7 7 (1.98%) Firewall
8 6 (1.69%) TCP/IP
9 5 (1.41%) VPN
10 4 (1.13%) ATM
10 4 (1.13%) DHCP
10 4 (1.13%) DNS
10 4 (1.13%) SAN
10 4 (1.13%) WAN
11 2 (0.56%) Internet
11 2 (0.56%) NAS
11 2 (0.56%) Network Security
11 2 (0.56%) Softphone
11 2 (0.56%) VLAN
12 1 (0.28%) Wireshark
Database & Business Intelligence
1 11 (3.11%) Power BI
2 10 (2.82%) Big Data
3 9 (2.54%) Amazon Athena
3 9 (2.54%) PostgreSQL
3 9 (2.54%) SQL Server
4 7 (1.98%) Apache Hive
5 6 (1.69%) Amazon RDS
5 6 (1.69%) Amazon Redshift
5 6 (1.69%) Apache Iceberg
5 6 (1.69%) Oracle BI Publisher
5 6 (1.69%) Relational Database
6 5 (1.41%) Data Warehouse
6 5 (1.41%) DynamoDB
7 4 (1.13%) Essbase
7 4 (1.13%) Hadoop
7 4 (1.13%) HBase
8 3 (0.85%) Apache Cassandra
8 3 (0.85%) KDB
8 3 (0.85%) NoSQL
8 3 (0.85%) Redis
Development Applications
1 13 (3.67%) Git
2 10 (2.82%) JIRA
2 10 (2.82%) Maven
3 9 (2.54%) Jenkins
3 9 (2.54%) JUnit
4 8 (2.26%) Oracle Forms
5 4 (1.13%) Gradle
6 3 (0.85%) Subversion
7 2 (0.56%) Visual Studio
8 1 (0.28%) Cypress.io
General
1 175 (49.44%) Social Skills
2 136 (38.42%) Finance
3 132 (37.29%) Analytical Skills
4 51 (14.41%) Law
5 44 (12.43%) Inclusion and Diversity
6 34 (9.60%) Marketing
7 30 (8.47%) Banking
8 26 (7.34%) Retail
9 25 (7.06%) Organisational Skills
10 17 (4.80%) Games
10 17 (4.80%) Telecoms
11 16 (4.52%) Legal
12 15 (4.24%) Public Sector
13 13 (3.67%) Electronics
14 10 (2.82%) Presentation Skills
15 7 (1.98%) Manufacturing
15 7 (1.98%) Private Banking
16 6 (1.69%) Financial Institution
16 6 (1.69%) Fire and Rescue
16 6 (1.69%) Influencing Skills
Job Titles
1 55 (15.54%) Analyst
2 52 (14.69%) Senior
3 37 (10.45%) IT Support
3 37 (10.45%) Software Engineer
4 33 (9.32%) Trainee
5 25 (7.06%) Lead
6 24 (6.78%) Developer
7 23 (6.50%) Graduate
8 21 (5.93%) Java Engineer
9 19 (5.37%) Java Software Engineer
10 17 (4.80%) Architect
10 17 (4.80%) IT Assistant
10 17 (4.80%) IT Support Assistant
10 17 (4.80%) Support Assistant
11 16 (4.52%) Business Analyst
12 15 (4.24%) Firmware Architect
13 13 (3.67%) Lead Software Engineer
14 12 (3.39%) Java Developer
14 12 (3.39%) Software Developer
14 12 (3.39%) Trainee Analyst
Libraries, Frameworks & Software Standards
1 22 (6.21%) Spring
2 18 (5.08%) .NET
3 12 (3.39%) Kafka
3 12 (3.39%) OpenAPI
3 12 (3.39%) Spring Boot
3 12 (3.39%) Swagger
4 10 (2.82%) ADO
4 10 (2.82%) REST
5 9 (2.54%) RESTful
6 7 (1.98%) React
7 6 (1.69%) GraphQL
7 6 (1.69%) Hibernate
7 6 (1.69%) HTML
7 6 (1.69%) JDBC
7 6 (1.69%) OAuth
7 6 (1.69%) WSDL
8 4 (1.13%) AngularJS
8 4 (1.13%) JPA
9 3 (0.85%) Django
9 3 (0.85%) jQuery
Miscellaneous
1 36 (10.17%) Self-Motivation
2 17 (4.80%) Onboarding
3 15 (4.24%) Driving Licence
3 15 (4.24%) Management Information System
3 15 (4.24%) Product Ownership
4 12 (3.39%) Cloud Native
5 11 (3.11%) Analytical Mindset
6 10 (2.82%) Algorithms
7 9 (2.54%) FPGA
7 9 (2.54%) VHDL
8 8 (2.26%) Data Centre
9 6 (1.69%) Low-Code
9 6 (1.69%) Renewable Energy
10 5 (1.41%) Digital Media
10 5 (1.41%) Team-Oriented Environment
11 4 (1.13%) Equities
11 4 (1.13%) Legacy Systems
11 4 (1.13%) Smartphone
12 3 (0.85%) Distributed Applications
12 3 (0.85%) Distributed Systems
Operating Systems
1 28 (7.91%) Windows
2 8 (2.26%) Unix
3 7 (1.98%) Linux
4 6 (1.69%) Apple iOS
4 6 (1.69%) Windows Server
5 4 (1.13%) Android
6 2 (0.56%) VMS
6 2 (0.56%) Windows 10
6 2 (0.56%) Windows 7
6 2 (0.56%) Windows Server 2008
6 2 (0.56%) Windows Server 2012
7 1 (0.28%) Mac OS
7 1 (0.28%) Red Hat Enterprise Linux
Processes & Methodologies
1 89 (25.14%) Continuous Improvement
2 78 (22.03%) Agile
3 58 (16.38%) Asset Management
3 58 (16.38%) CI/CD
4 54 (15.25%) Software Engineering
5 52 (14.69%) Coaching
6 46 (12.99%) Customer Service
6 46 (12.99%) DevOps
7 40 (11.30%) AI
8 38 (10.73%) Mentoring
9 35 (9.89%) Decision-Making
10 34 (9.60%) Project Management
11 32 (9.04%) SDLC
12 29 (8.19%) Business Intelligence
12 29 (8.19%) Stakeholder Management
13 26 (7.34%) ITIL
13 26 (7.34%) Operational Stability
14 22 (6.21%) Computer Science
14 22 (6.21%) Mathematics
15 20 (5.65%) Analytics
Programming Languages
1 50 (14.12%) SQL
2 47 (13.28%) Python
3 31 (8.76%) Java
4 20 (5.65%) C++
5 18 (5.08%) JavaScript
6 14 (3.95%) PowerShell
7 9 (2.54%) C#
8 4 (1.13%) Groovy
8 4 (1.13%) PL/SQL
9 2 (0.56%) Bash
9 2 (0.56%) Data Analysis Expressions
9 2 (0.56%) MATLAB
9 2 (0.56%) TypeScript
10 1 (0.28%) C
10 1 (0.28%) Perl
10 1 (0.28%) Scala
10 1 (0.28%) T-SQL
Qualifications
1 88 (24.86%) Degree
2 26 (7.34%) Master's Degree
3 12 (3.39%) Computer Science Degree
4 10 (2.82%) Microsoft Certification
5 7 (1.98%) Cisco Certification
6 5 (1.41%) BPSS Clearance
6 5 (1.41%) CCNA
6 5 (1.41%) Network+ Certification
6 5 (1.41%) Security Cleared
7 4 (1.13%) A+ Certification
7 4 (1.13%) MCSE
7 4 (1.13%) SC Cleared
8 3 (0.85%) Azure Certification
8 3 (0.85%) HND
9 2 (0.56%) CCA
9 2 (0.56%) CCIE
9 2 (0.56%) CISM
9 2 (0.56%) CISSP
9 2 (0.56%) PhD
9 2 (0.56%) PMI Certification
Quality Assurance & Compliance
1 18 (5.08%) QA
2 7 (1.98%) Accessibility
3 6 (1.69%) Data Quality
3 6 (1.69%) SLA
4 3 (0.85%) GAAP
4 3 (0.85%) IFRS
4 3 (0.85%) ISO/IEC 27001
4 3 (0.85%) NIST
4 3 (0.85%) Solvency II
5 2 (0.56%) GDPR
5 2 (0.56%) ISO/IEC 19770
5 2 (0.56%) WCAG
6 1 (0.28%) Actionable Recommendations
6 1 (0.28%) ISO 8583
6 1 (0.28%) ISO/IEC 15288
6 1 (0.28%) JTAG
6 1 (0.28%) NCSC
6 1 (0.28%) NIST 800
6 1 (0.28%) SOC 2
System Software
1 23 (6.50%) Firmware
2 15 (4.24%) Active Directory
2 15 (4.24%) Docker
3 10 (2.82%) Embedded Firmware
3 10 (2.82%) Virtual Desktop
4 5 (1.41%) Hyper-V
5 4 (1.13%) HDFS
5 4 (1.13%) VMware Infrastructure
6 2 (0.56%) Virtual Machines
7 1 (0.28%) KVM
7 1 (0.28%) Virtual Servers
Systems Management
1 41 (11.58%) Terraform
2 28 (7.91%) Kubernetes
3 15 (4.24%) Microsoft Intune
4 12 (3.39%) Grafana
5 9 (2.54%) Prometheus
6 5 (1.41%) Ansible
7 3 (0.85%) AWS Copilot
7 3 (0.85%) Netcool
7 3 (0.85%) Netcool/OMNIbus
7 3 (0.85%) Tivoli
8 1 (0.28%) Computer Incident Response Team
8 1 (0.28%) FortiGate
8 1 (0.28%) Puppet
8 1 (0.28%) QRadar
Vendors
1 56 (15.82%) Microsoft
2 32 (9.04%) Oracle
3 17 (4.80%) Cisco
4 16 (4.52%) BT
5 10 (2.82%) Databricks
5 10 (2.82%) Splunk
6 9 (2.54%) Dynatrace
6 9 (2.54%) EMC
7 8 (2.26%) ServiceNow
8 7 (1.98%) Dell
9 5 (1.41%) Apple
9 5 (1.41%) Citrix
9 5 (1.41%) Freshdesk
9 5 (1.41%) Infor
9 5 (1.41%) Meraki
10 4 (1.13%) Cloudera
10 4 (1.13%) Google
10 4 (1.13%) Hyperion
10 4 (1.13%) VMware
11 3 (0.85%) IBM