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

6 months to
7 Aug 2026
Same period 2025 Same period 2024
Rank 14 9 23
Rank change year-on-year -5 +14 -15
Permanent jobs citing Problem-Solving 257 382 630
As % of all permanent jobs in Scotland 7.45% 15.10% 12.12%
As % of the Processes & Methodologies category 10.59% 16.86% 13.92%
Number of salaries quoted 157 185 281
10th Percentile £25,900 £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 £62,500
90th Percentile £69,252 £75,104 £78,750
UK median annual salary £47,166 £47,500 £50,000
% change year-on-year -0.70% -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 2,427 2,266 4,527
As % of all permanent jobs advertised in Scotland 70.39% 89.60% 87.11%
Number of salaries quoted 1,390 1,002 1,982
10th Percentile £28,000 £26,929 £31,250
25th Percentile £33,500 £32,851 £41,250
Median annual salary (50th Percentile) £50,000 £45,000 £55,000
Median % change year-on-year +11.11% -18.18% -
75th Percentile £65,000 £65,563 £69,563
90th Percentile £80,000 £84,925 £81,250
UK median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - -8.71%

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 7 August 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 7 August 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 +2 88 £37,000 -38.33% 85
Edinburgh -13 58 £32,500 -35.29% 67
South Lanarkshire - 17 £44,000 - 3
Fife +3 13 £35,250 -31.22% 3
West Lothian -2 13 £27,500 -59.26% 3
North Lanarkshire +4 12 £27,000 -14.96% 6
Highlands +3 8 £26,500 - 10
Renfrewshire +7 7 £27,000 -14.96% 7
Stirling -6 7 £50,538 +59.17% 3
Lanarkshire +13 6 £29,750 +8.18% 36
Clackmannanshire - 5 - -
Perth and Kinross - 3 £28,000 -
Dunbartonshire -1 2 £16,640 - 2
Aberdeen - 2 - - 10
Angus - 2 £42,500 - 5
Ayrshire - 2 £27,000 -
West Dunbartonshire - 2 £27,000 - 2
Moray - 2 £62,500 - 1
North Ayrshire - 2 £27,000 -
East Ayrshire - 2 £27,000 -
Inverclyde -6 1 £50,000 +57.48%
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 (3.11%) SharePoint
2 6 (2.33%) Microsoft Exchange
3 3 (1.17%) Confluence
4 2 (0.78%) IIS
5 1 (0.39%) Apache Spark
5 1 (0.39%) Exchange Server 2007
5 1 (0.39%) Exchange Server 2010
5 1 (0.39%) Exchange Server 2013
5 1 (0.39%) Oracle SOA Suite
5 1 (0.39%) WebSphere
5 1 (0.39%) WebSphere Application Server
Applications
1 21 (8.17%) Microsoft Office
2 14 (5.45%) Microsoft Excel
3 5 (1.95%) MS Visio
4 4 (1.56%) Simulink
5 3 (1.17%) Spreadsheet
6 1 (0.39%) PlantUML
6 1 (0.39%) Siemens NX
Business Applications
1 8 (3.11%) Dynamics NAV
2 2 (0.78%) SAP ERP
3 1 (0.39%) Oracle Applications
3 1 (0.39%) Oracle EBS
3 1 (0.39%) SAP S/4HANA
3 1 (0.39%) Teamcenter
Cloud Services
1 45 (17.51%) Azure
2 36 (14.01%) Microsoft 365
3 17 (6.61%) AWS
4 14 (5.45%) Entra ID
5 6 (2.33%) Azure DevOps
5 6 (2.33%) SaaS
6 5 (1.95%) GCP
6 5 (1.95%) Power Platform
7 3 (1.17%) Serverless
8 2 (0.78%) Azure AKS
8 2 (0.78%) Azure Monitor
8 2 (0.78%) Dynamics 365
8 2 (0.78%) Figma
8 2 (0.78%) GitHub
8 2 (0.78%) Microsoft Purview
8 2 (0.78%) Miro
9 1 (0.39%) Amazon CloudWatch
9 1 (0.39%) AWS CloudFormation
9 1 (0.39%) Datadog
9 1 (0.39%) SuccessFactors
Communications & Networking
1 15 (5.84%) Broadband
2 9 (3.50%) LAN
2 9 (3.50%) VoIP
2 9 (3.50%) WAN
3 8 (3.11%) Firewall
4 7 (2.72%) DNS
5 6 (2.33%) MPLS
5 6 (2.33%) VPN
6 5 (1.95%) SAN
7 4 (1.56%) Internet
7 4 (1.56%) Network Security
8 2 (0.78%) DHCP
9 1 (0.39%) BGP
9 1 (0.39%) IPFIX
9 1 (0.39%) OSPF
9 1 (0.39%) SNMP
9 1 (0.39%) TCP/IP
9 1 (0.39%) VLAN
9 1 (0.39%) Wi-Fi
Database & Business Intelligence
1 8 (3.11%) SQL Server
2 6 (2.33%) Tableau
3 5 (1.95%) Electronic Patient Records
3 5 (1.95%) Power BI
4 4 (1.56%) Data Warehouse
5 3 (1.17%) Oracle Database
6 2 (0.78%) BusinessObjects
6 2 (0.78%) Data Lake
6 2 (0.78%) Enterprise Data Warehouse
6 2 (0.78%) Oracle Reports
6 2 (0.78%) Relational Database
6 2 (0.78%) SAP BW
7 1 (0.39%) Data Vault
7 1 (0.39%) Delta Lake
7 1 (0.39%) InfluxDB
7 1 (0.39%) Oracle BI Publisher
7 1 (0.39%) Oracle Database 10g
7 1 (0.39%) Oracle Database 11g
Development Applications
1 12 (4.67%) JIRA
2 8 (3.11%) Git
3 2 (0.78%) Burp Suite
3 2 (0.78%) Claude Code
3 2 (0.78%) JMeter
3 2 (0.78%) Oracle Forms
3 2 (0.78%) Postman
4 1 (0.39%) Cucumber
4 1 (0.39%) ER Studio
4 1 (0.39%) GitLab
4 1 (0.39%) Jenkins
4 1 (0.39%) Selenium
4 1 (0.39%) SonarQube
4 1 (0.39%) WebDriver
4 1 (0.39%) Zephyr
General
1 157 (61.09%) Social Skills
2 70 (27.24%) Finance
3 60 (23.35%) Analytical Skills
4 45 (17.51%) Banking
5 26 (10.12%) Inclusion and Diversity
6 15 (5.84%) Influencing Skills
6 15 (5.84%) Organisational Skills
6 15 (5.84%) Public Sector
7 14 (5.45%) Aerospace
8 13 (5.06%) Legal
9 12 (4.67%) Telecoms
10 9 (3.50%) Law
10 9 (3.50%) Manufacturing
10 9 (3.50%) Retail
11 8 (3.11%) Games
11 8 (3.11%) Military
12 6 (2.33%) Marketing
13 5 (1.95%) Financial Institution
13 5 (1.95%) Pharmaceutical
14 4 (1.56%) Electronics
Job Titles
1 38 (14.79%) Analyst
2 34 (13.23%) Senior
3 25 (9.73%) IT Support
4 24 (9.34%) Lead
5 19 (7.39%) Support Analyst
6 17 (6.61%) Administrator
6 17 (6.61%) Developer
7 15 (5.84%) IT Engineer
7 15 (5.84%) Support Engineer
8 12 (4.67%) 2nd Line Support
8 12 (4.67%) Consultant
8 12 (4.67%) Senior Analyst
8 12 (4.67%) Technical Leader
9 11 (4.28%) 2nd Line Engineer
10 10 (3.89%) 2nd Line Support Engineer
10 10 (3.89%) IT Analyst
10 10 (3.89%) Technical Support
11 9 (3.50%) Business Analyst
11 9 (3.50%) IT Support Engineer
11 9 (3.50%) Systems Administrator
Libraries, Frameworks & Software Standards
1 8 (3.11%) AWS CDK
2 5 (1.95%) .NET
3 3 (1.17%) RESTful
4 2 (0.78%) Playwright
4 2 (0.78%) React
4 2 (0.78%) SAP Basis
4 2 (0.78%) SAP Fiori
5 1 (0.39%) Android SDK
5 1 (0.39%) CSS
5 1 (0.39%) gRPC
5 1 (0.39%) HTML
5 1 (0.39%) Next.js
5 1 (0.39%) OpenTelemetry
5 1 (0.39%) PySpark
Miscellaneous
1 20 (7.78%) Onboarding
2 19 (7.39%) Driving Licence
3 17 (6.61%) Management Information System
4 12 (4.67%) Cloud Native
5 11 (4.28%) FPGA
6 10 (3.89%) Self-Motivation
7 9 (3.50%) AS400
7 9 (3.50%) Cyber Threat
7 9 (3.50%) Product Ownership
8 7 (2.72%) Analytical Mindset
8 7 (2.72%) Cyberattack
8 7 (2.72%) NHS
8 7 (2.72%) SystemC
9 6 (2.33%) Data Centre
9 6 (2.33%) Social Media
9 6 (2.33%) VHDL
10 5 (1.95%) Smartphone
10 5 (1.95%) Verilog
11 4 (1.56%) Data Protection Act
12 2 (0.78%) Reference Data
Operating Systems
1 20 (7.78%) Windows
2 9 (3.50%) Windows Server
3 4 (1.56%) Mac OS
4 1 (0.39%) Android
4 1 (0.39%) Debian
4 1 (0.39%) Linux
4 1 (0.39%) Ubuntu
4 1 (0.39%) Windows 10
4 1 (0.39%) Windows Server 2008
4 1 (0.39%) Windows Server 2012
4 1 (0.39%) Windows Server 2016
Processes & Methodologies
1 99 (38.52%) Continuous Improvement
2 49 (19.07%) Coaching
3 40 (15.56%) Agile
4 37 (14.40%) ITIL
5 36 (14.01%) Customer Service
6 34 (13.23%) Mentoring
7 32 (12.45%) Emotional Intelligence
8 27 (10.51%) Cybersecurity
9 26 (10.12%) AI
9 26 (10.12%) Collaborative Working
9 26 (10.12%) Stakeholder Management
10 25 (9.73%) Decision-Making
11 24 (9.34%) Analytics
11 24 (9.34%) Service Delivery
12 23 (8.95%) ERP
13 21 (8.17%) DevOps
14 19 (7.39%) Project Delivery
15 18 (7.00%) Disaster Recovery
16 16 (6.23%) CI/CD
16 16 (6.23%) Software Engineering
Programming Languages
1 24 (9.34%) JavaScript
2 21 (8.17%) SQL
3 12 (4.67%) TypeScript
4 11 (4.28%) Python
5 9 (3.50%) RPG
6 6 (2.33%) MATLAB
7 5 (1.95%) Java
7 5 (1.95%) SystemVerilog
8 4 (1.56%) PL/SQL
8 4 (1.56%) PowerShell
9 3 (1.17%) C#
9 3 (1.17%) T-SQL
10 2 (0.78%) C
10 2 (0.78%) C++
11 1 (0.39%) Bash
11 1 (0.39%) Embedded C
11 1 (0.39%) Embedded C++
11 1 (0.39%) Kotlin
11 1 (0.39%) Scala
Qualifications
1 52 (20.23%) Degree
2 21 (8.17%) BPSS Clearance
3 17 (6.61%) Security Cleared
4 14 (5.45%) DV Cleared
4 14 (5.45%) SC Cleared
5 9 (3.50%) Microsoft Certification
6 7 (2.72%) ITIL Certification
7 6 (2.33%) Chartered Engineer
7 6 (2.33%) CISSP
8 5 (1.95%) A+ Certification
8 5 (1.95%) CCNA
8 5 (1.95%) Cisco Certification
8 5 (1.95%) CISM
8 5 (1.95%) CRISC
8 5 (1.95%) Master's Degree
8 5 (1.95%) MCSE
8 5 (1.95%) Network+ Certification
8 5 (1.95%) PhD
9 3 (1.17%) ISTQB
10 2 (0.78%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 19 (7.39%) QA
2 16 (6.23%) Accessibility
3 5 (1.95%) ISO/IEC 27001
3 5 (1.95%) NIST
4 4 (1.56%) COBIT
5 3 (1.17%) GDPR
5 3 (1.17%) SLA
6 1 (0.39%) Actionable Recommendations
6 1 (0.39%) Data Quality
6 1 (0.39%) ISO 22301
6 1 (0.39%) NCSC
System Software
1 23 (8.95%) Active Directory
2 11 (4.28%) Firmware
3 3 (1.17%) Docker
4 2 (0.78%) Hyper-V
5 1 (0.39%) Embedded Firmware
5 1 (0.39%) Virtual Desktop
5 1 (0.39%) Virtual Machines
5 1 (0.39%) VMware Infrastructure
Systems Management
1 8 (3.11%) Microsoft Intune
2 3 (1.17%) Grafana
3 2 (0.78%) Kubernetes
3 2 (0.78%) Terraform
4 1 (0.39%) Nagios
4 1 (0.39%) Prometheus
4 1 (0.39%) RSA Archer
4 1 (0.39%) ZABBIX
Vendors
1 59 (22.96%) Microsoft
2 9 (3.50%) IBM
2 9 (3.50%) SAP
3 8 (3.11%) Google
3 8 (3.11%) Meraki
3 8 (3.11%) ServiceNow
4 6 (2.33%) Dell
4 6 (2.33%) Fortinet
4 6 (2.33%) Oracle
5 5 (1.95%) Alteryx
5 5 (1.95%) Salesforce
5 5 (1.95%) Siemens
5 5 (1.95%) Xilinx
6 3 (1.17%) VMware
7 2 (0.78%) Citrix
7 2 (0.78%) Databricks
7 2 (0.78%) Sophos
7 2 (0.78%) Zscaler
8 1 (0.39%) Intapp
8 1 (0.39%) YouTube