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

6 months to
11 Nov 2025
Same period 2024 Same period 2023
Rank 11 8 6
Rank change year-on-year -3 -2 +1
Permanent jobs citing Problem-Solving 366 414 368
As % of all permanent jobs in Scotland 13.57% 12.81% 15.30%
As % of the Processes & Methodologies category 15.37% 15.15% 16.00%
Number of salaries quoted 189 162 304
10th Percentile £25,684 £27,500 £29,000
25th Percentile £28,250 £31,313 £37,688
Median annual salary (50th Percentile) £33,500 £50,000 £50,000
Median % change year-on-year -33.00% - -9.09%
75th Percentile £61,250 £70,000 £67,070
90th Percentile £78,790 £91,250 £83,604
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 2,382 2,733 2,300
As % of all permanent jobs advertised in Scotland 88.32% 84.56% 95.59%
Number of salaries quoted 1,134 1,267 1,810
10th Percentile £26,250 £31,250 £25,000
25th Percentile £31,750 £40,000 £35,000
Median annual salary (50th Percentile) £38,000 £55,000 £52,500
Median % change year-on-year -30.91% +4.76% -4.55%
75th Percentile £60,250 £70,000 £69,800
90th Percentile £79,572 £81,900 £82,548
UK median annual salary £54,000 £60,000 £60,000
% change year-on-year -10.00% - -

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 11 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 11 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
Glasgow -4 136 £55,000 +23.60% 65
Edinburgh -7 122 £31,000 -49.39% 74
West Lothian +9 19 £60,000 -53.85% 3
Dundee +10 12 £33,500 -14.86% 3
Stirling +2 10 £31,750 -20.63% 8
Midlothian -5 10 £25,684 +16.86% 52
Perth and Kinross +3 7 £33,500 -43.80%
Aberdeen -1 7 £70,000 +16.67% 11
North Lanarkshire -4 6 £31,750 - 4
Lanarkshire -6 6 £27,500 -45.00% 21
Inverclyde +2 5 £31,750 -39.52%
Falkirk +1 4 - - 4
Renfrewshire -3 4 £31,750 -9.29% 6
Highlands -5 4 - - 2
Shetland Islands - 4 - -
Dunbartonshire - 3 - -
East Lothian -2 2 £25,684 -20.97%
Fife -3 2 £50,000 +17.65% 3
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 13 (3.55%) Apache Spark
2 8 (2.19%) Camunda
2 8 (2.19%) Oracle Workflow
3 6 (1.64%) Confluence
3 6 (1.64%) Microsoft Exchange
4 4 (1.09%) Apache
4 4 (1.09%) SharePoint
5 3 (0.82%) JOnAS
6 2 (0.55%) Exchange Server 2013
7 1 (0.27%) CMS
7 1 (0.27%) FileNet
7 1 (0.27%) IIS
7 1 (0.27%) WebSphere
7 1 (0.27%) WebSphere Application Server
Applications
1 16 (4.37%) Microsoft Excel
2 7 (1.91%) Microsoft Office
3 5 (1.37%) AutoCAD
3 5 (1.37%) Microsoft PowerPoint
4 4 (1.09%) Oracle Smart View
4 4 (1.09%) SOLIDWORKS
5 1 (0.27%) Chatbot
5 1 (0.27%) Civil 3D
5 1 (0.27%) Mathcad
5 1 (0.27%) Microsoft Project
5 1 (0.27%) MS Visio
5 1 (0.27%) Navisworks
5 1 (0.27%) Revit
5 1 (0.27%) Simulink
Business Applications
1 10 (2.73%) Oracle Payables
1 10 (2.73%) Oracle Receivables
2 8 (2.19%) Oracle Assets
2 8 (2.19%) Oracle ERP
2 8 (2.19%) Oracle Financials
2 8 (2.19%) Oracle General Ledger
3 4 (1.09%) Hyperion Planning
4 2 (0.55%) Salesforce CRM
5 1 (0.27%) Dynamics CRM
5 1 (0.27%) Elite 3E
Cloud Services
1 68 (18.58%) Azure
2 56 (15.30%) AWS
3 27 (7.38%) Microsoft 365
4 19 (5.19%) Azure DevOps
5 18 (4.92%) GitHub
6 12 (3.28%) GCP
6 12 (3.28%) Snowflake
7 11 (3.01%) dbt
8 10 (2.73%) Power Platform
9 9 (2.46%) Amazon S3
10 8 (2.19%) Entra ID
11 7 (1.91%) Amazon ECS
11 7 (1.91%) Azure Data Factory
11 7 (1.91%) Datadog
11 7 (1.91%) GitHub Actions
11 7 (1.91%) SaaS
12 6 (1.64%) AWS Lambda
12 6 (1.64%) Serverless
13 5 (1.37%) Amazon EC2
13 5 (1.37%) Power Automate
Communications & Networking
1 23 (6.28%) Wi-Fi
2 22 (6.01%) Broadband
3 20 (5.46%) LAN
4 17 (4.64%) VoIP
5 9 (2.46%) Ethernet
5 9 (2.46%) Firewall
6 8 (2.19%) RS-232
7 6 (1.64%) TCP/IP
8 5 (1.37%) DHCP
8 5 (1.37%) DNS
8 5 (1.37%) VPN
9 4 (1.09%) ATM
9 4 (1.09%) SAN
9 4 (1.09%) WAN
10 3 (0.82%) Internet
10 3 (0.82%) NAS
10 3 (0.82%) VLAN
11 2 (0.55%) Network Security
11 2 (0.55%) Softphone
12 1 (0.27%) IPsec
Database & Business Intelligence
1 13 (3.55%) Big Data
2 12 (3.28%) Amazon Athena
3 11 (3.01%) PostgreSQL
4 10 (2.73%) SQL Server
5 9 (2.46%) Apache Hive
5 9 (2.46%) Power BI
6 8 (2.19%) Amazon Redshift
6 8 (2.19%) Apache Iceberg
6 8 (2.19%) Relational Database
7 7 (1.91%) Amazon RDS
8 6 (1.64%) DynamoDB
8 6 (1.64%) Oracle BI Publisher
9 5 (1.37%) Data Warehouse
9 5 (1.37%) Hadoop
9 5 (1.37%) HBase
9 5 (1.37%) Tableau
10 4 (1.09%) Apache Cassandra
10 4 (1.09%) Essbase
10 4 (1.09%) KDB
10 4 (1.09%) NoSQL
Development Applications
1 16 (4.37%) Git
2 13 (3.55%) Maven
3 12 (3.28%) Jenkins
3 12 (3.28%) JUnit
4 10 (2.73%) JIRA
5 8 (2.19%) Oracle Forms
6 5 (1.37%) Gradle
7 4 (1.09%) Subversion
8 2 (0.55%) Visual Studio
9 1 (0.27%) Cypress.io
General
1 180 (49.18%) Social Skills
2 146 (39.89%) Finance
3 143 (39.07%) Analytical Skills
4 64 (17.49%) Law
5 59 (16.12%) Inclusion and Diversity
6 41 (11.20%) Banking
6 41 (11.20%) Marketing
7 29 (7.92%) Organisational Skills
8 28 (7.65%) Retail
9 18 (4.92%) Games
9 18 (4.92%) Legal
10 17 (4.64%) Telecoms
11 13 (3.55%) Public Sector
12 12 (3.28%) Electronics
13 10 (2.73%) Presentation Skills
14 8 (2.19%) Private Banking
15 7 (1.91%) Front Office
15 7 (1.91%) Manufacturing
16 6 (1.64%) Financial Institution
16 6 (1.64%) Influencing Skills
Job Titles
1 53 (14.48%) Analyst
2 48 (13.11%) Senior
2 48 (13.11%) Software Engineer
3 38 (10.38%) IT Support
4 32 (8.74%) Trainee
5 31 (8.47%) Lead
6 27 (7.38%) Java Engineer
7 26 (7.10%) Graduate
8 25 (6.83%) Developer
8 25 (6.83%) Java Software Engineer
9 18 (4.92%) Architect
10 17 (4.64%) IT Assistant
10 17 (4.64%) IT Support Assistant
10 17 (4.64%) Lead Software Engineer
10 17 (4.64%) Support Assistant
11 16 (4.37%) Firmware Architect
12 15 (4.10%) Java Developer
12 15 (4.10%) Software Developer
13 14 (3.83%) Business Analyst
13 14 (3.83%) Full-Stack Engineer
Libraries, Frameworks & Software Standards
1 28 (7.65%) Spring
2 16 (4.37%) Kafka
2 16 (4.37%) Spring Boot
3 14 (3.83%) .NET
4 13 (3.55%) REST
5 12 (3.28%) OpenAPI
5 12 (3.28%) Swagger
6 11 (3.01%) RESTful
7 8 (2.19%) ADO
7 8 (2.19%) JDBC
7 8 (2.19%) React
7 8 (2.19%) WSDL
8 7 (1.91%) Hibernate
8 7 (1.91%) HTML
9 5 (1.37%) AngularJS
9 5 (1.37%) JPA
10 4 (1.09%) GraphQL
10 4 (1.09%) jQuery
10 4 (1.09%) OAuth
11 3 (0.82%) Django
Miscellaneous
1 34 (9.29%) Self-Motivation
2 16 (4.37%) Onboarding
3 15 (4.10%) Cloud Native
3 15 (4.10%) Driving Licence
3 15 (4.10%) Management Information System
4 13 (3.55%) Algorithms
4 13 (3.55%) Product Ownership
5 11 (3.01%) Analytical Mindset
6 9 (2.46%) Data Centre
7 8 (2.19%) FPGA
7 8 (2.19%) VHDL
8 5 (1.37%) Digital Media
8 5 (1.37%) Equities
8 5 (1.37%) Legacy Systems
8 5 (1.37%) Team-Oriented Environment
9 4 (1.09%) Distributed Applications
9 4 (1.09%) Distributed Systems
9 4 (1.09%) Low-Code
9 4 (1.09%) Private Cloud
9 4 (1.09%) Renewable Energy
Operating Systems
1 28 (7.65%) Windows
2 9 (2.46%) Unix
3 7 (1.91%) Linux
4 6 (1.64%) Apple iOS
5 5 (1.37%) Windows Server
6 4 (1.09%) Android
7 3 (0.82%) VMS
7 3 (0.82%) Windows 10
7 3 (0.82%) Windows 7
8 2 (0.55%) Windows Server 2008
8 2 (0.55%) Windows Server 2012
9 1 (0.27%) Mac OS
9 1 (0.27%) Red Hat Enterprise Linux
Processes & Methodologies
1 91 (24.86%) Continuous Improvement
2 85 (23.22%) Agile
3 61 (16.67%) Software Engineering
4 57 (15.57%) CI/CD
5 53 (14.48%) Asset Management
6 47 (12.84%) Coaching
7 46 (12.57%) Customer Service
8 43 (11.75%) AI
9 42 (11.48%) Decision-Making
10 40 (10.93%) DevOps
10 40 (10.93%) SDLC
11 39 (10.66%) Mentoring
12 34 (9.29%) Operational Stability
12 34 (9.29%) Project Management
13 33 (9.02%) Stakeholder Management
14 27 (7.38%) Computer Science
14 27 (7.38%) Mathematics
15 26 (7.10%) Business Intelligence
16 25 (6.83%) ITIL
16 25 (6.83%) Machine Learning
Programming Languages
1 52 (14.21%) Python
1 52 (14.21%) SQL
2 39 (10.66%) Java
3 21 (5.74%) C++
4 17 (4.64%) JavaScript
5 11 (3.01%) PowerShell
6 7 (1.91%) C#
7 5 (1.37%) PL/SQL
8 4 (1.09%) Groovy
9 2 (0.55%) Bash
9 2 (0.55%) Data Analysis Expressions
9 2 (0.55%) MATLAB
9 2 (0.55%) TypeScript
10 1 (0.27%) C
10 1 (0.27%) Perl
10 1 (0.27%) Scala
10 1 (0.27%) T-SQL
Qualifications
1 95 (25.96%) Degree
2 27 (7.38%) Master's Degree
3 13 (3.55%) Computer Science Degree
4 11 (3.01%) Microsoft Certification
5 7 (1.91%) Cisco Certification
6 5 (1.37%) BPSS Clearance
6 5 (1.37%) CCNA
6 5 (1.37%) Network+ Certification
6 5 (1.37%) Security Cleared
7 4 (1.09%) A+ Certification
7 4 (1.09%) Azure Certification
7 4 (1.09%) HND
7 4 (1.09%) MCSE
7 4 (1.09%) SC Cleared
8 3 (0.82%) PhD
9 2 (0.55%) CCA
9 2 (0.55%) CCIE
9 2 (0.55%) CISSP
9 2 (0.55%) HNC
9 2 (0.55%) PMI Certification
Quality Assurance & Compliance
1 15 (4.10%) QA
2 8 (2.19%) Data Quality
3 7 (1.91%) Accessibility
4 4 (1.09%) ISO/IEC 27001
4 4 (1.09%) NIST
4 4 (1.09%) SLA
5 3 (0.82%) GAAP
5 3 (0.82%) IFRS
5 3 (0.82%) Solvency II
6 2 (0.55%) GDPR
6 2 (0.55%) ISO/IEC 19770
6 2 (0.55%) WCAG
7 1 (0.27%) Actionable Recommendations
7 1 (0.27%) Cyber Essentials
7 1 (0.27%) ISO 8583
7 1 (0.27%) ISO/IEC 15288
7 1 (0.27%) JTAG
7 1 (0.27%) NCSC
7 1 (0.27%) NIST 800
7 1 (0.27%) SOC 2
System Software
1 24 (6.56%) Firmware
2 17 (4.64%) Active Directory
3 14 (3.83%) Docker
4 10 (2.73%) Embedded Firmware
4 10 (2.73%) Virtual Desktop
5 7 (1.91%) Hyper-V
6 5 (1.37%) HDFS
6 5 (1.37%) VMware Infrastructure
7 2 (0.55%) Virtual Machines
8 1 (0.27%) KVM
8 1 (0.27%) Virtual Servers
Systems Management
1 42 (11.48%) Terraform
2 31 (8.47%) Kubernetes
3 17 (4.64%) Microsoft Intune
4 11 (3.01%) Grafana
5 7 (1.91%) Prometheus
6 5 (1.37%) Ansible
7 4 (1.09%) Netcool
7 4 (1.09%) Netcool/OMNIbus
7 4 (1.09%) Tivoli
8 3 (0.82%) AWS Copilot
9 1 (0.27%) Computer Incident Response Team
9 1 (0.27%) FortiGate
9 1 (0.27%) Proxmox
9 1 (0.27%) Puppet
9 1 (0.27%) QRadar
Vendors
1 57 (15.57%) Microsoft
2 38 (10.38%) Oracle
3 17 (4.64%) BT
4 15 (4.10%) Cisco
5 13 (3.55%) Databricks
5 13 (3.55%) Splunk
6 12 (3.28%) Dynatrace
7 10 (2.73%) ServiceNow
8 8 (2.19%) EMC
9 7 (1.91%) Dell
10 5 (1.37%) Apple
10 5 (1.37%) Citrix
10 5 (1.37%) Cloudera
10 5 (1.37%) Freshdesk
10 5 (1.37%) Google
10 5 (1.37%) Infor
10 5 (1.37%) Meraki
10 5 (1.37%) VMware
11 4 (1.09%) Hyperion
11 4 (1.09%) IBM