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

6 months to
4 Dec 2025
Same period 2024 Same period 2023
Rank 10 7 9
Rank change year-on-year -3 +2 0
Permanent jobs citing Problem-Solving 347 441 367
As % of all permanent jobs in Scotland 12.45% 14.11% 15.11%
As % of the Processes & Methodologies category 14.89% 16.00% 15.77%
Number of salaries quoted 196 181 292
10th Percentile £25,684 £27,500 £28,550
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 £60,000 £70,000 £67,178
90th Percentile £71,250 £95,000 £83,905
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 2,330 2,756 2,327
As % of all permanent jobs advertised in Scotland 83.60% 88.16% 95.80%
Number of salaries quoted 1,163 1,266 1,742
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 £69,950
90th Percentile £80,000 £83,229 £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 4 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 4 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 -8 134 £31,750 -51.15% 46
Glasgow +2 111 £50,000 +12.36% 32
West Lothian +12 20 £67,500 -48.08% 3
Dundee +7 11 £33,500 -14.86% 7
Aberdeen 0 10 £70,000 +40.00% 11
Midlothian -5 10 £25,684 +16.86% 34
Stirling +3 8 £31,750 -19.62% 3
Perth and Kinross +2 7 £33,500 -26.06% 1
North Lanarkshire -4 6 £31,750 - 4
Lanarkshire -6 6 £27,500 -33.33% 25
Highlands -5 5 - - 3
Inverclyde +1 4 £31,750 -39.52%
Renfrewshire -5 4 £31,750 -9.29% 3
Fife -2 2 £50,000 +17.65% 2
East Lothian -5 2 £25,684 -20.97%
Moray +1 1 - -
Argyll and Bute - 1 £28,500 -
West Dunbartonshire - 1 £16,000 - 2
Dunbartonshire - 1 - - 3
Falkirk - 1 - - 2
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 (2.02%) Apache Spark
2 6 (1.73%) Confluence
3 4 (1.15%) Camunda
3 4 (1.15%) Oracle Workflow
4 3 (0.86%) Microsoft Exchange
5 2 (0.58%) Apache
5 2 (0.58%) Exchange Server 2013
5 2 (0.58%) SharePoint
6 1 (0.29%) FileNet
6 1 (0.29%) JOnAS
6 1 (0.29%) WebSphere
6 1 (0.29%) WebSphere Application Server
Applications
1 19 (5.48%) Microsoft Excel
2 5 (1.44%) Microsoft Office
2 5 (1.44%) Microsoft PowerPoint
3 4 (1.15%) Oracle Smart View
4 2 (0.58%) MS Visio
5 1 (0.29%) AutoCAD
5 1 (0.29%) Chatbot
5 1 (0.29%) Mathcad
5 1 (0.29%) Microsoft Project
5 1 (0.29%) Simulink
5 1 (0.29%) SOLIDWORKS
5 1 (0.29%) Weka
Business Applications
1 10 (2.88%) Oracle Payables
1 10 (2.88%) Oracle Receivables
2 8 (2.31%) Oracle Assets
2 8 (2.31%) Oracle ERP
2 8 (2.31%) Oracle Financials
2 8 (2.31%) Oracle General Ledger
3 4 (1.15%) Hyperion Planning
4 1 (0.29%) Elite 3E
4 1 (0.29%) Markit EDM
Cloud Services
1 78 (22.48%) Azure
2 36 (10.37%) AWS
3 29 (8.36%) Microsoft 365
4 25 (7.20%) Azure DevOps
5 23 (6.63%) GitHub
6 16 (4.61%) dbt
7 15 (4.32%) Snowflake
8 12 (3.46%) Power Platform
9 11 (3.17%) Azure Data Factory
9 11 (3.17%) Datadog
9 11 (3.17%) GitHub Actions
10 9 (2.59%) GCP
10 9 (2.59%) SaaS
11 8 (2.31%) Azure Key Vault
11 8 (2.31%) Entra ID
12 7 (2.02%) GitHub Copilot
12 7 (2.02%) Power Automate
13 5 (1.44%) Amazon ECS
13 5 (1.44%) Amazon S3
14 4 (1.15%) AWS CloudFormation
Communications & Networking
1 21 (6.05%) Broadband
1 21 (6.05%) Wi-Fi
2 20 (5.76%) LAN
3 17 (4.90%) VoIP
4 10 (2.88%) Ethernet
5 9 (2.59%) RS-232
6 5 (1.44%) Firewall
6 5 (1.44%) SAN
6 5 (1.44%) TCP/IP
7 4 (1.15%) ATM
7 4 (1.15%) DHCP
7 4 (1.15%) DNS
7 4 (1.15%) VPN
7 4 (1.15%) WAN
8 2 (0.58%) Network Security
8 2 (0.58%) Softphone
9 1 (0.29%) Modbus
9 1 (0.29%) NAS
9 1 (0.29%) VLAN
9 1 (0.29%) Wireshark
Database & Business Intelligence
1 12 (3.46%) Power BI
2 8 (2.31%) SQL Server
3 7 (2.02%) Big Data
3 7 (2.02%) PostgreSQL
4 6 (1.73%) Amazon Athena
4 6 (1.73%) Data Warehouse
4 6 (1.73%) Oracle BI Publisher
5 5 (1.44%) Amazon RDS
5 5 (1.44%) Apache Hive
6 4 (1.15%) Amazon Redshift
6 4 (1.15%) Apache Iceberg
6 4 (1.15%) Essbase
6 4 (1.15%) Relational Database
7 3 (0.86%) Azure SQL Database
7 3 (0.86%) DynamoDB
7 3 (0.86%) Elasticsearch
7 3 (0.86%) Hadoop
7 3 (0.86%) HBase
7 3 (0.86%) Redis
7 3 (0.86%) Tableau
Development Applications
1 11 (3.17%) Git
2 10 (2.88%) JIRA
3 8 (2.31%) Oracle Forms
4 7 (2.02%) Maven
5 6 (1.73%) Jenkins
5 6 (1.73%) JUnit
6 3 (0.86%) Gradle
7 2 (0.58%) Subversion
7 2 (0.58%) Visual Studio
8 1 (0.29%) Cypress.io
General
1 175 (50.43%) Social Skills
2 133 (38.33%) Finance
3 125 (36.02%) Analytical Skills
4 39 (11.24%) Law
5 29 (8.36%) Inclusion and Diversity
6 27 (7.78%) Retail
7 26 (7.49%) Marketing
8 23 (6.63%) Banking
9 21 (6.05%) Organisational Skills
10 17 (4.90%) Games
10 17 (4.90%) Public Sector
10 17 (4.90%) Telecoms
11 16 (4.61%) Legal
12 13 (3.75%) Electronics
13 10 (2.88%) Presentation Skills
14 8 (2.31%) Manufacturing
15 6 (1.73%) Financial Institution
15 6 (1.73%) Fire and Rescue
15 6 (1.73%) Influencing Skills
15 6 (1.73%) Private Banking
Job Titles
1 53 (15.27%) Analyst
2 52 (14.99%) Senior
3 38 (10.95%) IT Support
4 34 (9.80%) Trainee
5 25 (7.20%) Software Engineer
6 21 (6.05%) Graduate
7 20 (5.76%) Developer
7 20 (5.76%) Lead
8 17 (4.90%) Business Analyst
8 17 (4.90%) IT Assistant
8 17 (4.90%) IT Support Assistant
8 17 (4.90%) Support Assistant
9 15 (4.32%) Architect
9 15 (4.32%) Java Engineer
10 13 (3.75%) Firmware Architect
10 13 (3.75%) Java Software Engineer
10 13 (3.75%) Trainee Analyst
10 13 (3.75%) Trainee Business Analyst
11 12 (3.46%) Support Analyst
12 11 (3.17%) Development Engineer
Libraries, Frameworks & Software Standards
1 20 (5.76%) .NET
2 16 (4.61%) Spring
3 12 (3.46%) ADO
3 12 (3.46%) OpenAPI
3 12 (3.46%) Swagger
4 8 (2.31%) GraphQL
4 8 (2.31%) Kafka
4 8 (2.31%) OAuth
4 8 (2.31%) Spring Boot
5 7 (2.02%) REST
5 7 (2.02%) RESTful
6 6 (1.73%) React
7 5 (1.44%) Hibernate
7 5 (1.44%) HTML
8 4 (1.15%) JDBC
8 4 (1.15%) WSDL
9 3 (0.86%) AngularJS
9 3 (0.86%) Django
9 3 (0.86%) JPA
10 2 (0.58%) jQuery
Miscellaneous
1 37 (10.66%) Self-Motivation
2 20 (5.76%) Onboarding
3 17 (4.90%) Product Ownership
4 16 (4.61%) Management Information System
5 15 (4.32%) Driving Licence
6 12 (3.46%) Analytical Mindset
7 9 (2.59%) Cloud Native
7 9 (2.59%) FPGA
7 9 (2.59%) VHDL
8 8 (2.31%) Data Centre
9 7 (2.02%) Algorithms
9 7 (2.02%) Low-Code
10 6 (1.73%) Renewable Energy
11 5 (1.44%) Digital Media
11 5 (1.44%) Smartphone
11 5 (1.44%) Team-Oriented Environment
12 3 (0.86%) Embedded Systems
12 3 (0.86%) Equities
12 3 (0.86%) Legacy Systems
12 3 (0.86%) Linux Command Line
Operating Systems
1 31 (8.93%) Windows
2 8 (2.31%) Linux
3 7 (2.02%) Windows Server
4 6 (1.73%) Apple iOS
4 6 (1.73%) Unix
5 5 (1.44%) Android
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%) Ubuntu
7 1 (0.29%) VMS
7 1 (0.29%) Windows 10
7 1 (0.29%) Windows 7
Processes & Methodologies
1 90 (25.94%) Continuous Improvement
2 71 (20.46%) Agile
3 65 (18.73%) Asset Management
4 60 (17.29%) Coaching
5 58 (16.71%) CI/CD
6 51 (14.70%) DevOps
7 49 (14.12%) Customer Service
8 45 (12.97%) Software Engineering
9 41 (11.82%) Mentoring
10 36 (10.37%) AI
11 34 (9.80%) Project Management
12 31 (8.93%) Stakeholder Management
13 30 (8.65%) Decision-Making
14 29 (8.36%) Business Intelligence
15 28 (8.07%) ITIL
16 25 (7.20%) Change Management
17 23 (6.63%) SDLC
18 20 (5.76%) Analytics
19 19 (5.48%) Data Analysis
19 19 (5.48%) Observability
Programming Languages
1 51 (14.70%) SQL
2 43 (12.39%) Python
3 23 (6.63%) Java
4 19 (5.48%) JavaScript
4 19 (5.48%) PowerShell
5 18 (5.19%) C++
6 11 (3.17%) C#
7 4 (1.15%) Groovy
8 3 (0.86%) PL/SQL
9 2 (0.58%) Bash
9 2 (0.58%) Data Analysis Expressions
9 2 (0.58%) MATLAB
9 2 (0.58%) TypeScript
10 1 (0.29%) C
10 1 (0.29%) Perl
10 1 (0.29%) Scala
10 1 (0.29%) T-SQL
Qualifications
1 85 (24.50%) Degree
2 25 (7.20%) Master's Degree
3 12 (3.46%) Computer Science Degree
4 11 (3.17%) Microsoft Certification
5 9 (2.59%) Cisco Certification
6 7 (2.02%) BPSS Clearance
6 7 (2.02%) CCNA
7 6 (1.73%) Security Cleared
8 5 (1.44%) A+ Certification
8 5 (1.44%) MCSE
8 5 (1.44%) Network+ Certification
8 5 (1.44%) SC Cleared
9 3 (0.86%) Azure Certification
9 3 (0.86%) CISM
9 3 (0.86%) CISSP
9 3 (0.86%) HND
10 2 (0.58%) AWS Certification
10 2 (0.58%) CEH
10 2 (0.58%) ITIL Foundation Certificate
10 2 (0.58%) PMI Certification
Quality Assurance & Compliance
1 22 (6.34%) QA
2 7 (2.02%) Accessibility
3 6 (1.73%) SLA
4 5 (1.44%) Data Quality
5 4 (1.15%) GDPR
6 3 (0.86%) GAAP
6 3 (0.86%) IFRS
6 3 (0.86%) ISO/IEC 27001
6 3 (0.86%) NIST
6 3 (0.86%) Solvency II
7 2 (0.58%) ISO/IEC 19770
7 2 (0.58%) WCAG
8 1 (0.29%) Actionable Recommendations
8 1 (0.29%) GxP
8 1 (0.29%) ISO 8583
8 1 (0.29%) ISO/IEC 15288
8 1 (0.29%) JTAG
8 1 (0.29%) NIST 800
8 1 (0.29%) PCI DSS
8 1 (0.29%) SOC 2
System Software
1 21 (6.05%) Firmware
2 18 (5.19%) Docker
3 15 (4.32%) Active Directory
4 10 (2.88%) Embedded Firmware
4 10 (2.88%) Virtual Desktop
5 4 (1.15%) Hyper-V
5 4 (1.15%) VMware Infrastructure
6 3 (0.86%) HDFS
7 2 (0.58%) Virtual Machines
8 1 (0.29%) KVM
8 1 (0.29%) Virtual Servers
8 1 (0.29%) vSphere
Systems Management
1 39 (11.24%) Terraform
2 25 (7.20%) Kubernetes
3 14 (4.03%) Microsoft Intune
4 13 (3.75%) Grafana
5 11 (3.17%) Prometheus
6 6 (1.73%) Ansible
7 3 (0.86%) AWS Copilot
8 2 (0.58%) Netcool
8 2 (0.58%) Netcool/OMNIbus
8 2 (0.58%) Tivoli
9 1 (0.29%) Computer Incident Response Team
9 1 (0.29%) Puppet
9 1 (0.29%) QRadar
9 1 (0.29%) SCCM
Vendors
1 56 (16.14%) Microsoft
2 26 (7.49%) Oracle
3 18 (5.19%) Cisco
4 16 (4.61%) BT
5 9 (2.59%) EMC
6 8 (2.31%) Dell
7 7 (2.02%) Databricks
7 7 (2.02%) Splunk
8 6 (1.73%) Apple
8 6 (1.73%) Dynatrace
8 6 (1.73%) ServiceNow
9 5 (1.44%) Citrix
9 5 (1.44%) Freshdesk
9 5 (1.44%) Infor
9 5 (1.44%) Meraki
10 4 (1.15%) Google
10 4 (1.15%) Hyperion
10 4 (1.15%) VMware
11 3 (0.86%) Cloudera
11 3 (0.86%) IBM