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

6 months to
29 Nov 2025
Same period 2024 Same period 2023
Rank 9 7 7
Rank change year-on-year -2 0 +1
Permanent jobs citing Problem-Solving 356 443 369
As % of all permanent jobs in Scotland 12.83% 13.70% 15.38%
As % of the Processes & Methodologies category 15.20% 15.69% 16.07%
Number of salaries quoted 195 179 302
10th Percentile £25,684 £27,500 £29,000
25th Percentile £28,250 £33,750 £37,500
Median annual salary (50th Percentile) £33,500 £51,500 £50,000
Median % change year-on-year -34.95% +3.00% -13.04%
75th Percentile £60,125 £70,000 £67,500
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 2,342 2,824 2,296
As % of all permanent jobs advertised in Scotland 84.40% 87.35% 95.67%
Number of salaries quoted 1,145 1,308 1,770
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 £80,850 £83,121 £83,000
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 29 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 29 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 -9 130 £31,750 -51.15% 62
Glasgow +1 122 £50,000 +12.36% 40
West Lothian +12 20 £67,500 -48.08% 2
Dundee +7 11 £33,500 -14.86% 6
Aberdeen -1 10 £70,000 +40.00% 19
Midlothian -5 10 £25,684 +16.86% 36
Stirling +3 9 £31,750 -19.62% 4
Perth and Kinross +1 7 £33,500 -26.06% 1
Lanarkshire -5 6 £27,500 -33.33% 26
North Lanarkshire -5 6 £31,750 - 6
Highlands -4 5 - - 2
Inverclyde +1 4 £31,750 -39.52%
Renfrewshire -6 4 £31,750 -9.29% 1
Fife -2 2 £50,000 +17.65% 1
East Lothian -5 2 £25,684 -20.97% 1
Falkirk - 2 - - 2
Moray +1 1 - -
Argyll and Bute - 1 £28,500 -
Shetland Islands - 1 - -
West Dunbartonshire - 1 £16,000 - 1
Dunbartonshire - 1 - - 1
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 9 (2.53%) Apache Spark
2 6 (1.69%) Camunda
2 6 (1.69%) Confluence
2 6 (1.69%) Oracle Workflow
3 3 (0.84%) Apache
3 3 (0.84%) Microsoft Exchange
4 2 (0.56%) Exchange Server 2013
5 1 (0.28%) FileNet
5 1 (0.28%) JOnAS
5 1 (0.28%) SharePoint
5 1 (0.28%) WebSphere
5 1 (0.28%) WebSphere Application Server
Applications
1 18 (5.06%) Microsoft Excel
2 5 (1.40%) Microsoft Office
2 5 (1.40%) Microsoft PowerPoint
3 4 (1.12%) Oracle Smart View
4 2 (0.56%) AutoCAD
4 2 (0.56%) MS Visio
4 2 (0.56%) SOLIDWORKS
5 1 (0.28%) Chatbot
5 1 (0.28%) Mathcad
5 1 (0.28%) Microsoft Project
5 1 (0.28%) Simulink
5 1 (0.28%) Weka
Business Applications
1 10 (2.81%) Oracle Payables
1 10 (2.81%) Oracle Receivables
2 8 (2.25%) Oracle Assets
2 8 (2.25%) Oracle ERP
2 8 (2.25%) Oracle Financials
2 8 (2.25%) Oracle General Ledger
3 4 (1.12%) Hyperion Planning
4 1 (0.28%) Dynamics CRM
4 1 (0.28%) Elite 3E
4 1 (0.28%) Markit EDM
Cloud Services
1 80 (22.47%) Azure
2 43 (12.08%) AWS
3 28 (7.87%) Microsoft 365
4 26 (7.30%) Azure DevOps
5 24 (6.74%) GitHub
6 16 (4.49%) dbt
6 16 (4.49%) Snowflake
7 13 (3.65%) Power Platform
8 11 (3.09%) Azure Data Factory
8 11 (3.09%) Datadog
8 11 (3.09%) GitHub Actions
9 9 (2.53%) GCP
9 9 (2.53%) SaaS
10 8 (2.25%) Azure Key Vault
10 8 (2.25%) Entra ID
10 8 (2.25%) Power Automate
11 7 (1.97%) GitHub Copilot
12 6 (1.69%) Amazon S3
13 5 (1.40%) Amazon ECS
14 4 (1.12%) AWS CloudFormation
Communications & Networking
1 21 (5.90%) Broadband
1 21 (5.90%) Wi-Fi
2 20 (5.62%) LAN
3 17 (4.78%) VoIP
4 10 (2.81%) Ethernet
5 9 (2.53%) RS-232
6 6 (1.69%) Firewall
6 6 (1.69%) TCP/IP
7 5 (1.40%) SAN
7 5 (1.40%) VPN
8 4 (1.12%) ATM
8 4 (1.12%) DHCP
8 4 (1.12%) DNS
8 4 (1.12%) WAN
9 2 (0.56%) Network Security
9 2 (0.56%) Softphone
10 1 (0.28%) HSRP
10 1 (0.28%) NAS
10 1 (0.28%) VLAN
10 1 (0.28%) Wireshark
Database & Business Intelligence
1 12 (3.37%) Power BI
2 9 (2.53%) Big Data
2 9 (2.53%) PostgreSQL
2 9 (2.53%) SQL Server
3 8 (2.25%) Amazon Athena
4 6 (1.69%) Amazon Redshift
4 6 (1.69%) Apache Hive
4 6 (1.69%) Apache Iceberg
4 6 (1.69%) Data Warehouse
4 6 (1.69%) Oracle BI Publisher
4 6 (1.69%) Relational Database
5 5 (1.40%) Amazon RDS
6 4 (1.12%) DynamoDB
6 4 (1.12%) Essbase
7 3 (0.84%) Apache Cassandra
7 3 (0.84%) Azure SQL Database
7 3 (0.84%) Elasticsearch
7 3 (0.84%) Impala
7 3 (0.84%) NoSQL
7 3 (0.84%) Redis
Development Applications
1 12 (3.37%) Git
2 10 (2.81%) JIRA
3 9 (2.53%) JUnit
4 8 (2.25%) Jenkins
4 8 (2.25%) Maven
4 8 (2.25%) Oracle Forms
5 3 (0.84%) Gradle
5 3 (0.84%) Subversion
6 2 (0.56%) Visual Studio
7 1 (0.28%) Cypress.io
General
1 177 (49.72%) Social Skills
2 140 (39.33%) Finance
3 130 (36.52%) Analytical Skills
4 48 (13.48%) Law
5 39 (10.96%) Inclusion and Diversity
6 30 (8.43%) Marketing
7 29 (8.15%) Banking
8 26 (7.30%) Retail
9 21 (5.90%) Organisational Skills
10 17 (4.78%) Games
10 17 (4.78%) Public Sector
10 17 (4.78%) Telecoms
11 16 (4.49%) Legal
12 13 (3.65%) Electronics
13 10 (2.81%) Presentation Skills
14 8 (2.25%) Manufacturing
15 7 (1.97%) 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 (15.45%) Senior
2 52 (14.61%) Analyst
3 37 (10.39%) IT Support
4 34 (9.55%) Software Engineer
5 33 (9.27%) Trainee
6 24 (6.74%) Lead
7 22 (6.18%) Developer
7 22 (6.18%) Graduate
8 19 (5.34%) Java Engineer
9 17 (4.78%) IT Assistant
9 17 (4.78%) IT Support Assistant
9 17 (4.78%) Java Software Engineer
9 17 (4.78%) Support Assistant
10 16 (4.49%) Architect
10 16 (4.49%) Business Analyst
11 14 (3.93%) Firmware Architect
12 12 (3.37%) Lead Software Engineer
12 12 (3.37%) Support Analyst
12 12 (3.37%) Trainee Analyst
12 12 (3.37%) Trainee Business Analyst
Libraries, Frameworks & Software Standards
1 20 (5.62%) .NET
1 20 (5.62%) Spring
2 14 (3.93%) OpenAPI
2 14 (3.93%) Swagger
3 12 (3.37%) ADO
3 12 (3.37%) Kafka
4 11 (3.09%) Spring Boot
5 9 (2.53%) REST
5 9 (2.53%) RESTful
6 8 (2.25%) GraphQL
6 8 (2.25%) OAuth
7 6 (1.69%) Hibernate
7 6 (1.69%) JDBC
7 6 (1.69%) React
7 6 (1.69%) WSDL
8 5 (1.40%) HTML
9 3 (0.84%) AngularJS
9 3 (0.84%) Django
9 3 (0.84%) JPA
10 2 (0.56%) jQuery
Miscellaneous
1 37 (10.39%) Self-Motivation
2 20 (5.62%) Onboarding
3 17 (4.78%) Product Ownership
4 16 (4.49%) Management Information System
5 15 (4.21%) Driving Licence
6 12 (3.37%) Analytical Mindset
6 12 (3.37%) Cloud Native
7 10 (2.81%) Algorithms
8 9 (2.53%) FPGA
8 9 (2.53%) VHDL
9 8 (2.25%) Data Centre
10 7 (1.97%) Low-Code
11 6 (1.69%) Renewable Energy
12 5 (1.40%) Digital Media
12 5 (1.40%) Smartphone
12 5 (1.40%) Team-Oriented Environment
13 4 (1.12%) Equities
14 3 (0.84%) Derivative
14 3 (0.84%) Distributed Systems
14 3 (0.84%) Embedded Systems
Operating Systems
1 31 (8.71%) Windows
2 9 (2.53%) Linux
3 7 (1.97%) Unix
3 7 (1.97%) Windows Server
4 6 (1.69%) Apple iOS
5 4 (1.12%) Android
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
7 1 (0.28%) Ubuntu
7 1 (0.28%) VMS
7 1 (0.28%) Windows 10
7 1 (0.28%) Windows 7
Processes & Methodologies
1 93 (26.12%) Continuous Improvement
2 79 (22.19%) Agile
3 66 (18.54%) Asset Management
4 62 (17.42%) CI/CD
5 59 (16.57%) Coaching
6 54 (15.17%) Software Engineering
7 52 (14.61%) DevOps
8 49 (13.76%) Customer Service
9 42 (11.80%) Mentoring
10 40 (11.24%) AI
11 34 (9.55%) Project Management
12 33 (9.27%) Decision-Making
13 31 (8.71%) Stakeholder Management
14 30 (8.43%) Business Intelligence
14 30 (8.43%) SDLC
15 28 (7.87%) ITIL
16 24 (6.74%) Change Management
16 24 (6.74%) Operational Stability
17 21 (5.90%) Computer Science
18 20 (5.62%) Mathematics
Programming Languages
1 53 (14.89%) SQL
2 47 (13.20%) Python
3 29 (8.15%) Java
4 19 (5.34%) C++
4 19 (5.34%) JavaScript
4 19 (5.34%) PowerShell
5 11 (3.09%) C#
6 4 (1.12%) Groovy
7 3 (0.84%) PL/SQL
8 2 (0.56%) Bash
8 2 (0.56%) Data Analysis Expressions
8 2 (0.56%) MATLAB
8 2 (0.56%) TypeScript
9 1 (0.28%) C
9 1 (0.28%) Perl
9 1 (0.28%) Scala
9 1 (0.28%) T-SQL
Qualifications
1 86 (24.16%) Degree
2 25 (7.02%) Master's Degree
3 12 (3.37%) Computer Science Degree
3 12 (3.37%) Microsoft Certification
4 9 (2.53%) Cisco Certification
5 7 (1.97%) BPSS Clearance
5 7 (1.97%) CCNA
6 6 (1.69%) Network+ Certification
6 6 (1.69%) Security Cleared
7 5 (1.40%) A+ Certification
7 5 (1.40%) MCSE
7 5 (1.40%) SC Cleared
8 3 (0.84%) Azure Certification
8 3 (0.84%) CISM
8 3 (0.84%) CISSP
8 3 (0.84%) HND
9 2 (0.56%) CCIE
9 2 (0.56%) CEH
9 2 (0.56%) ITIL Certification
9 2 (0.56%) PMI Certification
Quality Assurance & Compliance
1 22 (6.18%) QA
2 7 (1.97%) Accessibility
3 6 (1.69%) Data Quality
3 6 (1.69%) SLA
4 3 (0.84%) GAAP
4 3 (0.84%) GDPR
4 3 (0.84%) IFRS
4 3 (0.84%) ISO/IEC 27001
4 3 (0.84%) NIST
4 3 (0.84%) Solvency II
5 2 (0.56%) ISO/IEC 19770
5 2 (0.56%) WCAG
6 1 (0.28%) Actionable Recommendations
6 1 (0.28%) GxP
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 22 (6.18%) Firmware
2 18 (5.06%) Docker
3 15 (4.21%) Active Directory
4 10 (2.81%) Embedded Firmware
4 10 (2.81%) Virtual Desktop
5 4 (1.12%) Hyper-V
5 4 (1.12%) VMware Infrastructure
6 3 (0.84%) HDFS
7 2 (0.56%) Virtual Machines
8 1 (0.28%) KVM
8 1 (0.28%) Virtual Servers
8 1 (0.28%) vSphere
Systems Management
1 43 (12.08%) Terraform
2 29 (8.15%) Kubernetes
3 15 (4.21%) Microsoft Intune
4 14 (3.93%) Grafana
5 11 (3.09%) Prometheus
6 6 (1.69%) Ansible
7 3 (0.84%) AWS Copilot
7 3 (0.84%) Netcool
7 3 (0.84%) Netcool/OMNIbus
7 3 (0.84%) Tivoli
8 1 (0.28%) Computer Incident Response Team
8 1 (0.28%) FortiGate
8 1 (0.28%) Puppet
8 1 (0.28%) QRadar
8 1 (0.28%) SCCM
Vendors
1 58 (16.29%) Microsoft
2 31 (8.71%) Oracle
3 19 (5.34%) Cisco
4 16 (4.49%) BT
5 10 (2.81%) Splunk
6 9 (2.53%) Databricks
6 9 (2.53%) Dynatrace
6 9 (2.53%) EMC
7 8 (2.25%) Dell
8 7 (1.97%) ServiceNow
9 5 (1.40%) Apple
9 5 (1.40%) Citrix
9 5 (1.40%) Freshdesk
9 5 (1.40%) Infor
9 5 (1.40%) Meraki
10 4 (1.12%) Google
10 4 (1.12%) Hyperion
10 4 (1.12%) IBM
10 4 (1.12%) VMware
11 3 (0.84%) Cloudera