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 July 2026, with comparisons to the same periods in the previous two years.

6 months to
29 Jul 2026
Same period 2025 Same period 2024
Rank 14 8 22
Rank change year-on-year -6 +14 -11
Permanent jobs citing Problem-Solving 235 382 654
As % of all permanent jobs in Scotland 6.98% 15.26% 12.28%
As % of the Processes & Methodologies category 9.89% 17.02% 14.11%
Number of salaries quoted 156 183 304
10th Percentile £25,750 £26,929 £27,500
25th Percentile £27,000 £27,500 £35,000
Median annual salary (50th Percentile) £33,000 £44,000 £45,000
Median % change year-on-year -25.00% -2.22% -8.63%
75th Percentile £56,750 £63,000 £61,769
90th Percentile £69,793 £72,350 £74,666
UK median annual salary £47,500 £47,500 £50,000
% change year-on-year - -5.00% -9.09%

All Process & 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 2,375 2,245 4,635
As % of all permanent jobs advertised in Scotland 70.56% 89.69% 87.06%
Number of salaries quoted 1,381 993 2,102
10th Percentile £28,000 £26,929 £31,250
25th Percentile £32,750 £32,851 £41,250
Median annual salary (50th Percentile) £49,000 £47,500 £54,175
Median % change year-on-year +3.16% -12.32% -1.50%
75th Percentile £65,000 £67,500 £67,594
90th Percentile £80,000 £85,000 £80,000
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -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 July 2026.

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 July 2026. 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 82 £37,250 -37.92% 51
Edinburgh -18 48 £32,500 -35.57% 36
South Lanarkshire - 17 £44,000 - 1
Fife +3 13 £36,500 -28.78% 4
North Lanarkshire +3 12 £27,000 -14.96% 4
West Lothian -2 11 £27,500 -59.26% 1
Renfrewshire +5 7 £27,000 -14.96% 2
Highlands 0 7 £26,500 - 9
Stirling -8 7 £50,538 +59.17% 3
Clackmannanshire - 5 - -
Lanarkshire +12 4 £27,000 -1.82% 31
Perth and Kinross - 3 £28,000 -
Dunbartonshire -1 2 £16,640 - 1
Aberdeen - 2 - - 3
Angus - 2 £42,500 - 1
Ayrshire - 2 £27,000 -
West Dunbartonshire - 2 £27,000 -
Moray - 2 £62,500 -
North Ayrshire - 2 £27,000 -
East Ayrshire - 2 £27,000 -
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 8 (3.40%) SharePoint
2 7 (2.98%) Microsoft Exchange
3 3 (1.28%) Confluence
4 2 (0.85%) Exchange Server 2007
4 2 (0.85%) Exchange Server 2010
4 2 (0.85%) Exchange Server 2013
4 2 (0.85%) IIS
5 1 (0.43%) Apache Spark
5 1 (0.43%) Oracle SOA Suite
5 1 (0.43%) WebSphere
5 1 (0.43%) WebSphere Application Server
Applications
1 20 (8.51%) Microsoft Office
2 12 (5.11%) Microsoft Excel
3 5 (2.13%) MS Visio
4 3 (1.28%) Spreadsheet
5 2 (0.85%) Simulink
6 1 (0.43%) PlantUML
6 1 (0.43%) Siemens NX
Business Applications
1 8 (3.40%) Dynamics NAV
2 2 (0.85%) SAP ERP
3 1 (0.43%) Oracle Applications
3 1 (0.43%) Oracle EBS
3 1 (0.43%) SAP S/4HANA
3 1 (0.43%) Teamcenter
Cloud Services
1 44 (18.72%) Azure
2 35 (14.89%) Microsoft 365
3 14 (5.96%) AWS
3 14 (5.96%) Entra ID
4 7 (2.98%) SaaS
5 6 (2.55%) Azure DevOps
6 4 (1.70%) Power Platform
7 3 (1.28%) Azure AKS
7 3 (1.28%) Dynamics 365
7 3 (1.28%) GCP
7 3 (1.28%) Microsoft Purview
7 3 (1.28%) Serverless
8 2 (0.85%) Azure Monitor
8 2 (0.85%) Azure Sentinel
8 2 (0.85%) Figma
8 2 (0.85%) GitHub
8 2 (0.85%) Miro
9 1 (0.43%) Amazon EKS
9 1 (0.43%) GitHub Actions
9 1 (0.43%) Snowflake
Communications & Networking
1 14 (5.96%) Broadband
2 10 (4.26%) Firewall
3 9 (3.83%) LAN
3 9 (3.83%) VoIP
3 9 (3.83%) WAN
4 8 (3.40%) DNS
5 6 (2.55%) MPLS
5 6 (2.55%) SAN
5 6 (2.55%) VPN
6 5 (2.13%) Network Security
7 4 (1.70%) Internet
8 2 (0.85%) DHCP
8 2 (0.85%) Wi-Fi
9 1 (0.43%) BGP
9 1 (0.43%) IPFIX
9 1 (0.43%) OSPF
9 1 (0.43%) SNMP
9 1 (0.43%) TCP/IP
9 1 (0.43%) VLAN
Database & Business Intelligence
1 7 (2.98%) SQL Server
2 4 (1.70%) Power BI
2 4 (1.70%) Tableau
3 3 (1.28%) Data Warehouse
3 3 (1.28%) Electronic Patient Records
4 2 (0.85%) BusinessObjects
4 2 (0.85%) Oracle Database
4 2 (0.85%) Oracle Reports
4 2 (0.85%) Relational Database
4 2 (0.85%) SAP BW
5 1 (0.43%) Big Data
5 1 (0.43%) Data Lake
5 1 (0.43%) Data Vault
5 1 (0.43%) Delta Lake
5 1 (0.43%) Enterprise Data Warehouse
5 1 (0.43%) InfluxDB
5 1 (0.43%) NoSQL
5 1 (0.43%) Oracle BI Publisher
5 1 (0.43%) Oracle Database 10g
5 1 (0.43%) Oracle Database 11g
Development Applications
1 12 (5.11%) JIRA
2 7 (2.98%) Git
3 2 (0.85%) Burp Suite
3 2 (0.85%) JMeter
3 2 (0.85%) Oracle Forms
3 2 (0.85%) Postman
4 1 (0.43%) Claude Code
4 1 (0.43%) Cucumber
4 1 (0.43%) ER Studio
4 1 (0.43%) GitLab
4 1 (0.43%) Jenkins
4 1 (0.43%) Selenium
4 1 (0.43%) SonarQube
4 1 (0.43%) WebDriver
4 1 (0.43%) Zephyr
General
1 141 (60.00%) Social Skills
2 55 (23.40%) Finance
3 50 (21.28%) Analytical Skills
4 44 (18.72%) Banking
5 17 (7.23%) Public Sector
6 16 (6.81%) Organisational Skills
7 14 (5.96%) Legal
8 13 (5.53%) Influencing Skills
8 13 (5.53%) Telecoms
9 12 (5.11%) Inclusion and Diversity
10 9 (3.83%) Manufacturing
11 8 (3.40%) Games
11 8 (3.40%) Retail
12 6 (2.55%) Law
13 5 (2.13%) Aerospace
13 5 (2.13%) Pharmaceutical
14 3 (1.28%) Documentation Skills
14 3 (1.28%) Financial Institution
14 3 (1.28%) Marketing
14 3 (1.28%) Military
Job Titles
1 39 (16.60%) Analyst
2 33 (14.04%) Senior
3 25 (10.64%) IT Support
4 19 (8.09%) Lead
4 19 (8.09%) Support Analyst
5 16 (6.81%) Developer
5 16 (6.81%) IT Engineer
5 16 (6.81%) Support Engineer
6 15 (6.38%) Administrator
7 13 (5.53%) 2nd Line Support
8 12 (5.11%) Senior Analyst
9 11 (4.68%) 2nd Line Engineer
10 10 (4.26%) 2nd Line Support Engineer
10 10 (4.26%) Consultant
10 10 (4.26%) IT Analyst
10 10 (4.26%) IT Support Engineer
10 10 (4.26%) Technical Leader
10 10 (4.26%) Technical Support
11 9 (3.83%) Business Analyst
11 9 (3.83%) Systems Administrator
Libraries, Frameworks & Software Standards
1 8 (3.40%) AWS CDK
2 5 (2.13%) .NET
3 3 (1.28%) RESTful
4 2 (0.85%) Playwright
4 2 (0.85%) React
4 2 (0.85%) SAP Basis
4 2 (0.85%) SAP Fiori
5 1 (0.43%) Android SDK
5 1 (0.43%) CrewAI
5 1 (0.43%) CSS
5 1 (0.43%) gRPC
5 1 (0.43%) HTML
5 1 (0.43%) LangGraph
5 1 (0.43%) Next.js
5 1 (0.43%) NumPy
5 1 (0.43%) OpenTelemetry
5 1 (0.43%) PySpark
5 1 (0.43%) PyTorch
5 1 (0.43%) scikit-learn
5 1 (0.43%) TensorFlow
Miscellaneous
1 19 (8.09%) Driving Licence
1 19 (8.09%) Onboarding
2 18 (7.66%) Management Information System
3 12 (5.11%) Cloud Native
4 9 (3.83%) AS400
4 9 (3.83%) Cyber Threat
5 7 (2.98%) Analytical Mindset
5 7 (2.98%) Cyberattack
5 7 (2.98%) Product Ownership
6 6 (2.55%) Data Centre
6 6 (2.55%) Self-Motivation
6 6 (2.55%) Smartphone
7 5 (2.13%) NHS
7 5 (2.13%) Social Media
7 5 (2.13%) SystemC
8 4 (1.70%) Data Protection Act
8 4 (1.70%) FPGA
8 4 (1.70%) VHDL
9 3 (1.28%) Hybrid Cloud
9 3 (1.28%) Verilog
Operating Systems
1 20 (8.51%) Windows
2 9 (3.83%) Windows Server
3 4 (1.70%) Mac OS
4 2 (0.85%) Windows Server 2008
4 2 (0.85%) Windows Server 2012
4 2 (0.85%) Windows Server 2016
5 1 (0.43%) Android
5 1 (0.43%) Windows 10
Processes & Methodologies
1 89 (37.87%) Continuous Improvement
2 48 (20.43%) Coaching
3 37 (15.74%) ITIL
4 36 (15.32%) Agile
5 34 (14.47%) Mentoring
6 33 (14.04%) Customer Service
7 32 (13.62%) Emotional Intelligence
8 27 (11.49%) Cybersecurity
9 25 (10.64%) Collaborative Working
10 23 (9.79%) AI
11 22 (9.36%) DevOps
11 22 (9.36%) ERP
12 21 (8.94%) Analytics
12 21 (8.94%) Service Delivery
12 21 (8.94%) Stakeholder Management
13 19 (8.09%) Project Delivery
14 18 (7.66%) Decision-Making
15 16 (6.81%) CI/CD
16 15 (6.38%) Disaster Recovery
16 15 (6.38%) User Experience
Programming Languages
1 23 (9.79%) JavaScript
2 21 (8.94%) SQL
3 11 (4.68%) TypeScript
4 9 (3.83%) Python
4 9 (3.83%) RPG
5 3 (1.28%) C#
5 3 (1.28%) Java
5 3 (1.28%) MATLAB
5 3 (1.28%) PL/SQL
5 3 (1.28%) SystemVerilog
6 2 (0.85%) C
6 2 (0.85%) C++
6 2 (0.85%) PowerShell
6 2 (0.85%) T-SQL
7 1 (0.43%) Bash
7 1 (0.43%) Embedded C
7 1 (0.43%) Embedded C++
7 1 (0.43%) Kotlin
7 1 (0.43%) Scala
Qualifications
1 40 (17.02%) Degree
2 12 (5.11%) BPSS Clearance
3 10 (4.26%) Microsoft Certification
4 8 (3.40%) Security Cleared
5 7 (2.98%) ITIL Certification
6 6 (2.55%) A+ Certification
6 6 (2.55%) CCNA
6 6 (2.55%) Cisco Certification
6 6 (2.55%) CISSP
6 6 (2.55%) MCSE
6 6 (2.55%) Network+ Certification
7 5 (2.13%) CISM
7 5 (2.13%) CRISC
7 5 (2.13%) DV Cleared
7 5 (2.13%) SC Cleared
8 3 (1.28%) ISTQB
8 3 (1.28%) Master's Degree
8 3 (1.28%) PhD
9 2 (0.85%) ISEB
9 2 (0.85%) PMP
Quality Assurance & Compliance
1 20 (8.51%) QA
2 7 (2.98%) Accessibility
3 5 (2.13%) ISO/IEC 27001
3 5 (2.13%) NIST
4 4 (1.70%) COBIT
5 3 (1.28%) GDPR
6 2 (0.85%) SLA
7 1 (0.43%) Data Quality
7 1 (0.43%) ISO 22301
7 1 (0.43%) NCSC
System Software
1 23 (9.79%) Active Directory
2 4 (1.70%) Firmware
3 3 (1.28%) Docker
4 1 (0.43%) Embedded Firmware
4 1 (0.43%) Hyper-V
4 1 (0.43%) Virtual Desktop
4 1 (0.43%) Virtual Machines
4 1 (0.43%) VMware Infrastructure
Systems Management
1 8 (3.40%) Microsoft Intune
2 3 (1.28%) Grafana
2 3 (1.28%) Kubernetes
3 2 (0.85%) Terraform
4 1 (0.43%) Nagios
4 1 (0.43%) Prometheus
4 1 (0.43%) RSA Archer
4 1 (0.43%) ZABBIX
Vendors
1 55 (23.40%) Microsoft
2 9 (3.83%) IBM
2 9 (3.83%) Meraki
2 9 (3.83%) SAP
3 8 (3.40%) Dell
3 8 (3.40%) Google
3 8 (3.40%) ServiceNow
4 6 (2.55%) Fortinet
5 5 (2.13%) Oracle
5 5 (2.13%) Salesforce
6 3 (1.28%) Alteryx
6 3 (1.28%) Siemens
6 3 (1.28%) VMware
6 3 (1.28%) Xilinx
7 2 (0.85%) Cisco
7 2 (0.85%) Citrix
7 2 (0.85%) HP
7 2 (0.85%) OpenAI
7 2 (0.85%) Sophos
7 2 (0.85%) Zscaler