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

6 months to
26 Jul 2026
Same period 2025 Same period 2024
Rank 16 8 22
Rank change year-on-year -8 +14 -10
Permanent jobs citing Problem-Solving 237 381 674
As % of all permanent jobs in Scotland 7.04% 15.25% 12.41%
As % of the Processes & Methodologies category 9.96% 16.95% 14.21%
Number of salaries quoted 161 182 319
10th Percentile £25,750 £26,929 £27,400
25th Percentile £27,000 £27,500 £35,000
Median annual salary (50th Percentile) £33,000 £44,250 £45,000
Median % change year-on-year -25.42% -1.67% -5.38%
75th Percentile £56,750 £63,563 £61,438
90th Percentile £67,086 £72,425 £75,750
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 2,380 2,248 4,743
As % of all permanent jobs advertised in Scotland 70.69% 89.99% 87.33%
Number of salaries quoted 1,394 1,000 2,142
10th Percentile £28,000 £26,929 £30,800
25th Percentile £32,375 £32,851 £40,833
Median annual salary (50th Percentile) £48,000 £47,500 £53,250
Median % change year-on-year +1.05% -10.80% -3.18%
75th Percentile £65,000 £67,500 £67,500
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 26 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 26 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 +4 82 £37,625 -37.29% 40
Edinburgh -16 48 £32,500 -35.57% 31
South Lanarkshire - 17 £44,000 - 2
Fife +3 14 £36,000 -29.76% 3
North Lanarkshire +3 12 £27,000 -14.96% 4
West Lothian -3 11 £27,500 -59.26% 2
Renfrewshire +6 7 £27,000 -14.96% 3
Highlands 0 7 £26,500 - 9
Stirling -8 7 £50,538 +59.17% 3
Lanarkshire +12 5 £27,000 -1.82% 25
Clackmannanshire - 5 - -
Perth and Kinross - 3 £28,000 -
Dunbartonshire -1 2 £16,640 - 1
Aberdeen - 2 - - 2
Angus - 2 £42,500 -
Ayrshire - 2 £27,000 -
West Dunbartonshire - 2 £27,000 - 1
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 9 (3.80%) SharePoint
2 8 (3.38%) Microsoft Exchange
3 3 (1.27%) Confluence
3 3 (1.27%) Exchange Server 2007
3 3 (1.27%) Exchange Server 2010
3 3 (1.27%) Exchange Server 2013
4 2 (0.84%) IIS
5 1 (0.42%) Apache Spark
5 1 (0.42%) Oracle SOA Suite
5 1 (0.42%) WebSphere
5 1 (0.42%) WebSphere Application Server
Applications
1 22 (9.28%) Microsoft Office
2 12 (5.06%) Microsoft Excel
3 5 (2.11%) MS Visio
4 3 (1.27%) Spreadsheet
5 2 (0.84%) Simulink
6 1 (0.42%) PlantUML
6 1 (0.42%) Siemens NX
Business Applications
1 8 (3.38%) Dynamics NAV
2 2 (0.84%) SAP ERP
3 1 (0.42%) Oracle Applications
3 1 (0.42%) Oracle EBS
3 1 (0.42%) SAP S/4HANA
3 1 (0.42%) Teamcenter
Cloud Services
1 45 (18.99%) Azure
2 36 (15.19%) Microsoft 365
3 15 (6.33%) Entra ID
4 14 (5.91%) AWS
5 8 (3.38%) SaaS
6 6 (2.53%) Azure DevOps
7 4 (1.69%) Power Platform
8 3 (1.27%) Azure AKS
8 3 (1.27%) Dynamics 365
8 3 (1.27%) GCP
8 3 (1.27%) Microsoft Purview
8 3 (1.27%) Serverless
9 2 (0.84%) Azure Monitor
9 2 (0.84%) Azure Sentinel
9 2 (0.84%) Figma
9 2 (0.84%) GitHub
9 2 (0.84%) Miro
10 1 (0.42%) Amazon EKS
10 1 (0.42%) GitHub Actions
10 1 (0.42%) Snowflake
Communications & Networking
1 15 (6.33%) Broadband
2 11 (4.64%) Firewall
3 9 (3.80%) DNS
3 9 (3.80%) LAN
3 9 (3.80%) VoIP
3 9 (3.80%) WAN
4 6 (2.53%) MPLS
4 6 (2.53%) SAN
4 6 (2.53%) VPN
5 5 (2.11%) Network Security
6 4 (1.69%) Internet
7 3 (1.27%) DHCP
7 3 (1.27%) Wi-Fi
8 1 (0.42%) BGP
8 1 (0.42%) IPFIX
8 1 (0.42%) OSPF
8 1 (0.42%) SNMP
8 1 (0.42%) TCP/IP
8 1 (0.42%) VLAN
Database & Business Intelligence
1 7 (2.95%) SQL Server
2 4 (1.69%) Power BI
3 3 (1.27%) Data Warehouse
3 3 (1.27%) Tableau
4 2 (0.84%) BusinessObjects
4 2 (0.84%) Metadata
4 2 (0.84%) Oracle Database
4 2 (0.84%) Oracle Reports
4 2 (0.84%) Relational Database
4 2 (0.84%) SAP BW
5 1 (0.42%) Big Data
5 1 (0.42%) Data Lake
5 1 (0.42%) Data Vault
5 1 (0.42%) Delta Lake
5 1 (0.42%) Electronic Patient Records
5 1 (0.42%) Enterprise Data Warehouse
5 1 (0.42%) InfluxDB
5 1 (0.42%) NoSQL
5 1 (0.42%) Oracle BI Publisher
5 1 (0.42%) Oracle Database 11g
Development Applications
1 12 (5.06%) JIRA
2 7 (2.95%) Git
3 2 (0.84%) Burp Suite
3 2 (0.84%) JMeter
3 2 (0.84%) Oracle Forms
3 2 (0.84%) Postman
4 1 (0.42%) Cucumber
4 1 (0.42%) ER Studio
4 1 (0.42%) GitLab
4 1 (0.42%) Jenkins
4 1 (0.42%) Selenium
4 1 (0.42%) SonarQube
4 1 (0.42%) WebDriver
4 1 (0.42%) Zephyr
General
1 141 (59.49%) Social Skills
2 53 (22.36%) Finance
3 50 (21.10%) Analytical Skills
4 43 (18.14%) Banking
5 19 (8.02%) Organisational Skills
5 19 (8.02%) Public Sector
6 14 (5.91%) Legal
7 13 (5.49%) Influencing Skills
7 13 (5.49%) Telecoms
8 10 (4.22%) Manufacturing
9 9 (3.80%) Games
9 9 (3.80%) Inclusion and Diversity
10 8 (3.38%) Retail
11 5 (2.11%) Pharmaceutical
12 4 (1.69%) Aerospace
12 4 (1.69%) Law
13 3 (1.27%) Documentation Skills
13 3 (1.27%) Military
14 2 (0.84%) Electronics
14 2 (0.84%) Legal Technology
Job Titles
1 42 (17.72%) Analyst
2 33 (13.92%) Senior
3 26 (10.97%) IT Support
4 19 (8.02%) Lead
4 19 (8.02%) Support Analyst
5 17 (7.17%) IT Engineer
5 17 (7.17%) Support Engineer
6 16 (6.75%) Developer
7 15 (6.33%) Administrator
8 13 (5.49%) 2nd Line Support
9 12 (5.06%) Senior Analyst
10 11 (4.64%) 2nd Line Engineer
10 11 (4.64%) IT Support Engineer
11 10 (4.22%) 2nd Line Support Engineer
11 10 (4.22%) Business Analyst
11 10 (4.22%) IT Analyst
11 10 (4.22%) Technical Support
12 9 (3.80%) IT Support Analyst
12 9 (3.80%) Systems Administrator
12 9 (3.80%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (3.38%) AWS CDK
2 5 (2.11%) .NET
3 3 (1.27%) RESTful
4 2 (0.84%) Playwright
4 2 (0.84%) React
4 2 (0.84%) SAP Basis
4 2 (0.84%) SAP Fiori
5 1 (0.42%) Android SDK
5 1 (0.42%) CrewAI
5 1 (0.42%) CSS
5 1 (0.42%) gRPC
5 1 (0.42%) HTML
5 1 (0.42%) LangGraph
5 1 (0.42%) Next.js
5 1 (0.42%) NumPy
5 1 (0.42%) OpenTelemetry
5 1 (0.42%) PySpark
5 1 (0.42%) PyTorch
5 1 (0.42%) scikit-learn
5 1 (0.42%) TensorFlow
Miscellaneous
1 19 (8.02%) Driving Licence
1 19 (8.02%) Management Information System
1 19 (8.02%) Onboarding
2 12 (5.06%) Cloud Native
3 9 (3.80%) AS400
3 9 (3.80%) Cyber Threat
4 7 (2.95%) Analytical Mindset
4 7 (2.95%) Cyberattack
4 7 (2.95%) Self-Motivation
5 6 (2.53%) Data Centre
5 6 (2.53%) Product Ownership
5 6 (2.53%) Smartphone
5 6 (2.53%) Social Media
6 4 (1.69%) Data Protection Act
6 4 (1.69%) FPGA
6 4 (1.69%) VHDL
7 3 (1.27%) Hybrid Cloud
7 3 (1.27%) NHS
7 3 (1.27%) SystemC
7 3 (1.27%) Verilog
Operating Systems
1 21 (8.86%) Windows
2 10 (4.22%) Windows Server
3 4 (1.69%) Mac OS
4 3 (1.27%) Windows Server 2008
4 3 (1.27%) Windows Server 2012
4 3 (1.27%) Windows Server 2016
5 1 (0.42%) Android
5 1 (0.42%) Windows 10
Processes & Methodologies
1 88 (37.13%) Continuous Improvement
2 48 (20.25%) Coaching
3 37 (15.61%) Agile
3 37 (15.61%) ITIL
4 34 (14.35%) Customer Service
5 33 (13.92%) Mentoring
6 32 (13.50%) Emotional Intelligence
7 27 (11.39%) Cybersecurity
8 26 (10.97%) Collaborative Working
9 22 (9.28%) DevOps
9 22 (9.28%) ERP
9 22 (9.28%) Service Delivery
10 21 (8.86%) AI
10 21 (8.86%) Analytics
10 21 (8.86%) Stakeholder Management
11 19 (8.02%) Project Delivery
12 16 (6.75%) CI/CD
12 16 (6.75%) Decision-Making
13 15 (6.33%) User Experience
14 14 (5.91%) Disaster Recovery
Programming Languages
1 23 (9.70%) JavaScript
2 22 (9.28%) SQL
3 11 (4.64%) TypeScript
4 9 (3.80%) RPG
5 8 (3.38%) Python
6 3 (1.27%) C#
6 3 (1.27%) Java
6 3 (1.27%) PL/SQL
6 3 (1.27%) SystemVerilog
7 2 (0.84%) C
7 2 (0.84%) C++
7 2 (0.84%) MATLAB
7 2 (0.84%) PowerShell
7 2 (0.84%) T-SQL
8 1 (0.42%) Bash
8 1 (0.42%) Embedded C
8 1 (0.42%) Embedded C++
8 1 (0.42%) Kotlin
8 1 (0.42%) Scala
Qualifications
1 39 (16.46%) Degree
2 11 (4.64%) BPSS Clearance
3 10 (4.22%) Microsoft Certification
4 7 (2.95%) ITIL Certification
4 7 (2.95%) Security Cleared
5 6 (2.53%) A+ Certification
5 6 (2.53%) CCNA
5 6 (2.53%) Cisco Certification
5 6 (2.53%) CISSP
5 6 (2.53%) MCSE
5 6 (2.53%) Network+ Certification
6 5 (2.11%) CISM
6 5 (2.11%) CRISC
7 4 (1.69%) DV Cleared
7 4 (1.69%) SC Cleared
8 3 (1.27%) ISTQB
8 3 (1.27%) Master's Degree
8 3 (1.27%) PhD
9 2 (0.84%) ISEB
9 2 (0.84%) PMP
Quality Assurance & Compliance
1 21 (8.86%) QA
2 6 (2.53%) Accessibility
3 5 (2.11%) ISO/IEC 27001
3 5 (2.11%) NIST
4 4 (1.69%) COBIT
5 3 (1.27%) GDPR
6 1 (0.42%) Data Quality
6 1 (0.42%) ISO 22301
6 1 (0.42%) NCSC
6 1 (0.42%) SLA
System Software
1 24 (10.13%) Active Directory
2 4 (1.69%) Firmware
3 3 (1.27%) Docker
4 1 (0.42%) Embedded Firmware
4 1 (0.42%) Hyper-V
4 1 (0.42%) Virtual Desktop
4 1 (0.42%) Virtual Machines
4 1 (0.42%) VMware Infrastructure
Systems Management
1 8 (3.38%) Microsoft Intune
2 3 (1.27%) Grafana
2 3 (1.27%) Kubernetes
3 2 (0.84%) Terraform
4 1 (0.42%) Nagios
4 1 (0.42%) Prometheus
4 1 (0.42%) RSA Archer
4 1 (0.42%) ZABBIX
Vendors
1 57 (24.05%) Microsoft
2 9 (3.80%) Dell
2 9 (3.80%) IBM
2 9 (3.80%) Meraki
2 9 (3.80%) SAP
3 8 (3.38%) Google
3 8 (3.38%) ServiceNow
4 6 (2.53%) Fortinet
5 5 (2.11%) Oracle
5 5 (2.11%) Salesforce
6 3 (1.27%) HP
6 3 (1.27%) Siemens
6 3 (1.27%) VMware
6 3 (1.27%) Xilinx
7 2 (0.84%) Alteryx
7 2 (0.84%) Cisco
7 2 (0.84%) Citrix
7 2 (0.84%) OpenAI
7 2 (0.84%) Sophos
7 2 (0.84%) Zscaler