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

6 months to
4 Nov 2025
Same period 2024 Same period 2023
Rank 12 8 6
Rank change year-on-year -4 -2 +1
Permanent jobs citing Problem-Solving 371 416 368
As % of all permanent jobs in Scotland 13.50% 12.82% 15.54%
As % of the Processes & Methodologies category 15.05% 15.20% 16.25%
Number of salaries quoted 190 164 307
10th Percentile £25,684 £27,500 £27,150
25th Percentile £28,250 £31,250 £37,500
Median annual salary (50th Percentile) £33,500 £49,750 £50,000
Median % change year-on-year -32.66% -0.50% -9.09%
75th Percentile £61,250 £70,000 £67,070
90th Percentile £78,790 £91,250 £82,548
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 2,465 2,736 2,265
As % of all permanent jobs advertised in Scotland 89.70% 84.34% 95.65%
Number of salaries quoted 1,097 1,293 1,820
10th Percentile £26,250 £31,250 £25,000
25th Percentile £32,000 £40,000 £35,000
Median annual salary (50th Percentile) £38,000 £55,000 £51,250
Median % change year-on-year -30.91% +7.32% -6.82%
75th Percentile £60,000 £70,000 £68,750
90th Percentile £78,790 £82,300 £82,505
UK median annual salary £54,285 £60,000 £60,000
% change year-on-year -9.53% - -

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 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 4 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 -3 138 £55,000 +23.60% 51
Edinburgh -7 120 £31,000 -50.90% 59
West Lothian +8 20 £67,500 -48.08% 10
Dundee +9 13 £33,500 -15.10% 3
Stirling 0 11 £31,750 -2.31% 5
Midlothian -6 9 £25,684 +16.86% 44
Aberdeen +2 7 £70,000 +33.33% 11
Perth and Kinross +1 7 £33,500 -43.80%
Inverclyde +2 6 £31,750 -39.52%
North Lanarkshire -10 6 £31,750 - 1
Lanarkshire -12 6 £27,500 -45.00% 28
Falkirk +1 5 - - 3
Renfrewshire -6 5 £31,750 -9.29% 7
Shetland Islands - 4 - -
Highlands -5 3 - - 5
Dunbartonshire - 3 - -
East Lothian -1 2 £25,684 -20.97%
Fife -3 2 £50,000 +17.65% 8
Moray +1 1 - -
Perthshire - 1 £32,600 - 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 (3.50%) Apache Spark
2 8 (2.16%) Camunda
2 8 (2.16%) Oracle Workflow
3 6 (1.62%) Confluence
3 6 (1.62%) Microsoft Exchange
4 4 (1.08%) Apache
4 4 (1.08%) SharePoint
5 3 (0.81%) JOnAS
6 2 (0.54%) 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 15 (4.04%) Microsoft Excel
2 6 (1.62%) AutoCAD
2 6 (1.62%) Microsoft Office
3 5 (1.35%) Microsoft PowerPoint
3 5 (1.35%) SOLIDWORKS
4 4 (1.08%) Oracle Smart View
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 (2.70%) Oracle Payables
1 10 (2.70%) Oracle Receivables
2 8 (2.16%) Oracle Assets
2 8 (2.16%) Oracle ERP
2 8 (2.16%) Oracle Financials
2 8 (2.16%) Oracle General Ledger
3 4 (1.08%) Hyperion Planning
4 2 (0.54%) Salesforce CRM
5 1 (0.27%) Dynamics CRM
5 1 (0.27%) Elite 3E
Cloud Services
1 66 (17.79%) Azure
2 57 (15.36%) AWS
3 25 (6.74%) Microsoft 365
4 17 (4.58%) Azure DevOps
5 16 (4.31%) GitHub
6 13 (3.50%) GCP
7 11 (2.96%) Snowflake
8 10 (2.70%) dbt
9 9 (2.43%) Amazon S3
9 9 (2.43%) Power Platform
10 8 (2.16%) Entra ID
11 7 (1.89%) Amazon ECS
11 7 (1.89%) SaaS
12 6 (1.62%) AWS Lambda
12 6 (1.62%) Azure Data Factory
12 6 (1.62%) Datadog
12 6 (1.62%) GitHub Actions
12 6 (1.62%) Serverless
13 5 (1.35%) Amazon EC2
14 4 (1.08%) AWS CloudFormation
Communications & Networking
1 24 (6.47%) Broadband
2 23 (6.20%) Wi-Fi
3 20 (5.39%) LAN
4 17 (4.58%) VoIP
5 11 (2.96%) Ethernet
6 10 (2.70%) Firewall
7 9 (2.43%) RS-232
8 7 (1.89%) TCP/IP
9 6 (1.62%) DHCP
9 6 (1.62%) DNS
9 6 (1.62%) VPN
10 4 (1.08%) ATM
10 4 (1.08%) SAN
10 4 (1.08%) WAN
11 3 (0.81%) Internet
11 3 (0.81%) NAS
11 3 (0.81%) VLAN
12 2 (0.54%) Modbus
12 2 (0.54%) Network Security
12 2 (0.54%) Softphone
Database & Business Intelligence
1 13 (3.50%) Big Data
2 12 (3.23%) Amazon Athena
3 11 (2.96%) PostgreSQL
4 10 (2.70%) SQL Server
5 9 (2.43%) Apache Hive
5 9 (2.43%) Relational Database
6 8 (2.16%) Amazon Redshift
6 8 (2.16%) Apache Iceberg
6 8 (2.16%) Power BI
7 7 (1.89%) Amazon RDS
8 6 (1.62%) DynamoDB
8 6 (1.62%) Oracle BI Publisher
9 5 (1.35%) Data Warehouse
9 5 (1.35%) Hadoop
9 5 (1.35%) HBase
9 5 (1.35%) Tableau
10 4 (1.08%) Apache Cassandra
10 4 (1.08%) Essbase
10 4 (1.08%) KDB
10 4 (1.08%) NoSQL
Development Applications
1 17 (4.58%) Git
2 13 (3.50%) Maven
3 12 (3.23%) Jenkins
3 12 (3.23%) JUnit
4 10 (2.70%) JIRA
5 8 (2.16%) Oracle Forms
6 5 (1.35%) Gradle
7 4 (1.08%) Subversion
8 2 (0.54%) Visual Studio
9 1 (0.27%) Cypress.io
General
1 179 (48.25%) Social Skills
2 147 (39.62%) Analytical Skills
3 142 (38.27%) Finance
4 64 (17.25%) Law
5 59 (15.90%) Inclusion and Diversity
6 42 (11.32%) Banking
6 42 (11.32%) Marketing
7 29 (7.82%) Organisational Skills
8 28 (7.55%) Retail
9 19 (5.12%) Games
10 18 (4.85%) Legal
10 18 (4.85%) Telecoms
11 14 (3.77%) Electronics
12 13 (3.50%) Public Sector
13 9 (2.43%) Presentation Skills
14 8 (2.16%) Front Office
14 8 (2.16%) Manufacturing
14 8 (2.16%) Private Banking
15 6 (1.62%) Financial Institution
15 6 (1.62%) Fire and Rescue
Job Titles
1 49 (13.21%) Analyst
1 49 (13.21%) Software Engineer
2 47 (12.67%) Senior
3 36 (9.70%) IT Support
4 33 (8.89%) Lead
5 30 (8.09%) Trainee
6 28 (7.55%) Java Engineer
7 26 (7.01%) Developer
7 26 (7.01%) Graduate
8 25 (6.74%) Java Software Engineer
9 18 (4.85%) Architect
10 17 (4.58%) Firmware Architect
10 17 (4.58%) IT Assistant
10 17 (4.58%) IT Support Assistant
10 17 (4.58%) Lead Software Engineer
10 17 (4.58%) Support Assistant
11 16 (4.31%) Java Developer
12 15 (4.04%) Software Developer
13 14 (3.77%) Full-Stack Engineer
14 13 (3.50%) Full-Stack Software Engineer
Libraries, Frameworks & Software Standards
1 29 (7.82%) Spring
2 17 (4.58%) Spring Boot
3 16 (4.31%) Kafka
4 13 (3.50%) .NET
4 13 (3.50%) REST
5 11 (2.96%) OpenAPI
5 11 (2.96%) RESTful
5 11 (2.96%) Swagger
6 8 (2.16%) JDBC
6 8 (2.16%) React
6 8 (2.16%) WSDL
7 7 (1.89%) ADO
7 7 (1.89%) Hibernate
7 7 (1.89%) HTML
8 5 (1.35%) AngularJS
8 5 (1.35%) JPA
9 4 (1.08%) jQuery
10 3 (0.81%) Django
10 3 (0.81%) GraphQL
10 3 (0.81%) OAuth
Miscellaneous
1 32 (8.63%) Self-Motivation
2 16 (4.31%) Driving Licence
2 16 (4.31%) Management Information System
3 15 (4.04%) Cloud Native
3 15 (4.04%) Onboarding
4 14 (3.77%) Algorithms
5 12 (3.23%) Product Ownership
6 11 (2.96%) Analytical Mindset
7 9 (2.43%) Data Centre
7 9 (2.43%) FPGA
7 9 (2.43%) VHDL
8 5 (1.35%) Digital Media
8 5 (1.35%) Equities
8 5 (1.35%) Legacy Systems
8 5 (1.35%) Team-Oriented Environment
9 4 (1.08%) Distributed Applications
9 4 (1.08%) Distributed Systems
9 4 (1.08%) Embedded Systems
9 4 (1.08%) Private Cloud
9 4 (1.08%) Renewable Energy
Operating Systems
1 27 (7.28%) Windows
2 10 (2.70%) Unix
3 9 (2.43%) Linux
4 5 (1.35%) Apple iOS
4 5 (1.35%) Windows Server
5 4 (1.08%) Android
6 3 (0.81%) VMS
6 3 (0.81%) Windows 10
6 3 (0.81%) Windows 7
7 2 (0.54%) Windows Server 2008
7 2 (0.54%) Windows Server 2012
8 1 (0.27%) Mac OS
8 1 (0.27%) Red Hat Enterprise Linux
Processes & Methodologies
1 92 (24.80%) Continuous Improvement
2 85 (22.91%) Agile
3 60 (16.17%) Software Engineering
4 54 (14.56%) CI/CD
5 50 (13.48%) Asset Management
6 48 (12.94%) Customer Service
7 46 (12.40%) Coaching
8 42 (11.32%) Decision-Making
9 41 (11.05%) AI
9 41 (11.05%) SDLC
10 40 (10.78%) Mentoring
11 37 (9.97%) DevOps
12 34 (9.16%) Operational Stability
12 34 (9.16%) Stakeholder Management
13 32 (8.63%) Project Management
14 28 (7.55%) Computer Science
14 28 (7.55%) Mathematics
15 25 (6.74%) Business Intelligence
15 25 (6.74%) Machine Learning
16 24 (6.47%) ITIL
Programming Languages
1 52 (14.02%) Python
2 51 (13.75%) SQL
3 40 (10.78%) Java
4 23 (6.20%) C++
5 16 (4.31%) JavaScript
6 9 (2.43%) PowerShell
7 6 (1.62%) C#
8 5 (1.35%) PL/SQL
9 4 (1.08%) Groovy
10 3 (0.81%) Bash
11 2 (0.54%) C
11 2 (0.54%) Data Analysis Expressions
11 2 (0.54%) MATLAB
11 2 (0.54%) TypeScript
12 1 (0.27%) Perl
12 1 (0.27%) Scala
12 1 (0.27%) T-SQL
Qualifications
1 98 (26.42%) Degree
2 28 (7.55%) Master's Degree
3 14 (3.77%) Computer Science Degree
4 11 (2.96%) Microsoft Certification
5 7 (1.89%) Cisco Certification
6 6 (1.62%) Network+ Certification
7 5 (1.35%) BPSS Clearance
7 5 (1.35%) CCNA
7 5 (1.35%) Security Cleared
8 4 (1.08%) A+ Certification
8 4 (1.08%) Azure Certification
8 4 (1.08%) HND
8 4 (1.08%) MCSE
8 4 (1.08%) PhD
8 4 (1.08%) SC Cleared
9 3 (0.81%) Chartered Engineer
9 3 (0.81%) CISSP
10 2 (0.54%) CCA
10 2 (0.54%) CCIE
10 2 (0.54%) PMI Certification
Quality Assurance & Compliance
1 14 (3.77%) QA
2 9 (2.43%) Data Quality
3 7 (1.89%) Accessibility
4 4 (1.08%) ISO/IEC 27001
4 4 (1.08%) NIST
5 3 (0.81%) GAAP
5 3 (0.81%) IFRS
5 3 (0.81%) SLA
5 3 (0.81%) Solvency II
6 2 (0.54%) GDPR
6 2 (0.54%) ISO/IEC 19770
6 2 (0.54%) JTAG
6 2 (0.54%) WCAG
7 1 (0.27%) Actionable Recommendations
7 1 (0.27%) Cyber Essentials
7 1 (0.27%) Cyber Essentials PLUS
7 1 (0.27%) ISO 8583
7 1 (0.27%) ISO/IEC 15288
7 1 (0.27%) NCSC
7 1 (0.27%) NIST 800
System Software
1 26 (7.01%) Firmware
2 17 (4.58%) Active Directory
3 13 (3.50%) Docker
4 11 (2.96%) Embedded Firmware
5 10 (2.70%) Virtual Desktop
6 7 (1.89%) Hyper-V
7 5 (1.35%) HDFS
7 5 (1.35%) VMware Infrastructure
8 2 (0.54%) Virtual Machines
9 1 (0.27%) KVM
9 1 (0.27%) Virtual Servers
Systems Management
1 40 (10.78%) Terraform
2 30 (8.09%) Kubernetes
3 18 (4.85%) Microsoft Intune
4 10 (2.70%) Grafana
5 6 (1.62%) Prometheus
6 5 (1.35%) Ansible
7 4 (1.08%) Netcool
7 4 (1.08%) Netcool/OMNIbus
7 4 (1.08%) Tivoli
8 3 (0.81%) AWS Copilot
9 2 (0.54%) FortiGate
10 1 (0.27%) Computer Incident Response Team
10 1 (0.27%) Proxmox
10 1 (0.27%) Puppet
10 1 (0.27%) QRadar
Vendors
1 55 (14.82%) Microsoft
2 38 (10.24%) Oracle
3 18 (4.85%) BT
4 15 (4.04%) Cisco
5 13 (3.50%) Databricks
5 13 (3.50%) Splunk
6 12 (3.23%) Dynatrace
7 10 (2.70%) ServiceNow
8 9 (2.43%) EMC
9 6 (1.62%) Dell
9 6 (1.62%) Google
10 5 (1.35%) Apple
10 5 (1.35%) Citrix
10 5 (1.35%) Cloudera
10 5 (1.35%) Freshdesk
10 5 (1.35%) Infor
10 5 (1.35%) Meraki
10 5 (1.35%) VMware
11 4 (1.08%) Hyperion
11 4 (1.08%) IBM