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

6 months to
5 Jul 2026
Same period 2025 Same period 2024
Rank 13 9 22
Rank change year-on-year -4 +13 -11
Permanent jobs citing Problem-Solving 253 363 776
As % of all permanent jobs in Scotland 7.57% 15.03% 12.59%
As % of the Processes & Methodologies category 10.68% 16.47% 14.32%
Number of salaries quoted 173 163 392
10th Percentile £25,375 £26,929 £26,250
25th Percentile £27,000 £27,500 £35,000
Median annual salary (50th Percentile) £32,500 £50,000 £47,500
Median % change year-on-year -35.00% +5.26% -5.00%
75th Percentile £53,750 £64,875 £62,500
90th Percentile £73,262 £75,972 £73,725
UK median annual salary £47,500 £50,000 £49,500
% change year-on-year -5.00% +1.01% -10.00%

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 2,370 2,204 5,420
As % of all permanent jobs advertised in Scotland 70.87% 91.26% 87.92%
Number of salaries quoted 1,383 970 2,496
10th Percentile £28,000 £26,964 £28,250
25th Percentile £31,500 £32,851 £40,000
Median annual salary (50th Percentile) £47,500 £50,000 £52,500
Median % change year-on-year -5.00% -4.76% -4.55%
75th Percentile £65,000 £70,000 £67,500
90th Percentile £82,250 £86,250 £80,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -8.72%

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 5 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 5 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 +5 83 £37,625 -37.29% 63
Edinburgh -18 47 £36,250 -32.56% 26
South Lanarkshire - 18 £55,000 - 4
North Lanarkshire +7 16 £27,000 -14.96% 1
Fife +2 14 £36,000 -29.76% 2
Renfrewshire +3 10 £27,000 -14.96% 3
West Lothian -5 10 £27,500 -59.26% 2
Stirling -8 9 £54,500 +69.06% 6
Aberdeen - 7 £32,500 - 2
Lanarkshire +14 6 £27,000 -1.82% 18
Highlands +2 6 £26,500 - 6
Clackmannanshire - 5 - -
Ayrshire - 3 £27,000 -
Perth and Kinross - 3 £28,000 - 1
North Ayrshire - 3 £27,000 -
East Ayrshire - 3 £27,000 -
West Dunbartonshire - 3 £27,000 - 1
Dunbartonshire 0 2 £16,640 - 2
Moray - 2 £62,500 -
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 10 (3.95%) Microsoft Exchange
1 10 (3.95%) SharePoint
2 5 (1.98%) Exchange Server 2007
2 5 (1.98%) Exchange Server 2010
2 5 (1.98%) Exchange Server 2013
3 3 (1.19%) Confluence
4 2 (0.79%) IIS
4 2 (0.79%) WebSphere
4 2 (0.79%) WebSphere Application Server
5 1 (0.40%) Apache Airflow
5 1 (0.40%) Apache Spark
5 1 (0.40%) Oracle SOA Suite
Applications
1 22 (8.70%) Microsoft Office
2 11 (4.35%) Microsoft Excel
3 7 (2.77%) MS Visio
4 3 (1.19%) Spreadsheet
5 1 (0.40%) PlantUML
5 1 (0.40%) Siemens NX
Business Applications
1 8 (3.16%) Dynamics NAV
2 1 (0.40%) FIS Private Capital Suite
2 1 (0.40%) Oracle Applications
2 1 (0.40%) Oracle EBS
2 1 (0.40%) SAP ERP
2 1 (0.40%) SAP S/4HANA
2 1 (0.40%) Teamcenter
Cloud Services
1 43 (17.00%) Azure
2 35 (13.83%) Microsoft 365
3 17 (6.72%) AWS
4 15 (5.93%) Entra ID
5 10 (3.95%) SaaS
6 5 (1.98%) Azure DevOps
7 4 (1.58%) GCP
7 4 (1.58%) Serverless
8 3 (1.19%) Azure AKS
8 3 (1.19%) Microsoft Purview
8 3 (1.19%) Power Platform
9 2 (0.79%) Amazon CloudWatch
9 2 (0.79%) Amazon S3
9 2 (0.79%) AWS Lambda
9 2 (0.79%) Azure Monitor
9 2 (0.79%) Azure Sentinel
9 2 (0.79%) Dynamics 365
9 2 (0.79%) Figma
9 2 (0.79%) GitHub
9 2 (0.79%) Miro
Communications & Networking
1 16 (6.32%) Broadband
2 11 (4.35%) DNS
2 11 (4.35%) Firewall
3 7 (2.77%) LAN
3 7 (2.77%) SAN
3 7 (2.77%) VoIP
3 7 (2.77%) WAN
4 5 (1.98%) DHCP
4 5 (1.98%) Network Security
4 5 (1.98%) Wi-Fi
5 4 (1.58%) Internet
5 4 (1.58%) MPLS
5 4 (1.58%) VPN
6 1 (0.40%) BGP
6 1 (0.40%) IPFIX
6 1 (0.40%) OSPF
6 1 (0.40%) SNMP
6 1 (0.40%) TCP/IP
6 1 (0.40%) VLAN
Database & Business Intelligence
1 6 (2.37%) SQL Server
2 3 (1.19%) Metadata
2 3 (1.19%) Power BI
2 3 (1.19%) Tableau
3 2 (0.79%) Data Warehouse
3 2 (0.79%) Oracle Reports
4 1 (0.40%) Amazon RDS
4 1 (0.40%) Amazon Redshift
4 1 (0.40%) Azure SQL Database
4 1 (0.40%) Big Data
4 1 (0.40%) BusinessObjects
4 1 (0.40%) InfluxDB
4 1 (0.40%) NoSQL
4 1 (0.40%) Oracle BI Publisher
4 1 (0.40%) Oracle Database
4 1 (0.40%) Oracle Database 10g
4 1 (0.40%) Oracle Database 11g
4 1 (0.40%) PostgreSQL
4 1 (0.40%) SAP BW
4 1 (0.40%) SQL Server Integration Services
Development Applications
1 11 (4.35%) JIRA
2 9 (3.56%) Git
3 2 (0.79%) Burp Suite
3 2 (0.79%) JMeter
3 2 (0.79%) Oracle Forms
3 2 (0.79%) Postman
4 1 (0.40%) Cucumber
4 1 (0.40%) GitLab
4 1 (0.40%) Jenkins
4 1 (0.40%) Selenium
4 1 (0.40%) SonarQube
4 1 (0.40%) Visual Studio Code
4 1 (0.40%) WebDriver
4 1 (0.40%) Zephyr
General
1 155 (61.26%) Social Skills
2 57 (22.53%) Banking
3 50 (19.76%) Analytical Skills
4 46 (18.18%) Finance
5 19 (7.51%) Legal
5 19 (7.51%) Organisational Skills
5 19 (7.51%) Public Sector
6 13 (5.14%) Telecoms
7 11 (4.35%) Manufacturing
8 10 (3.95%) Games
9 9 (3.56%) Influencing Skills
10 8 (3.16%) Retail
11 5 (1.98%) Documentation Skills
11 5 (1.98%) General Ledger
11 5 (1.98%) Inclusion and Diversity
11 5 (1.98%) Pharmaceutical
12 3 (1.19%) Law
13 2 (0.79%) Legal Technology
13 2 (0.79%) Publishing
14 1 (0.40%) Advertising
Job Titles
1 59 (23.32%) Analyst
2 34 (13.44%) IT Support
2 34 (13.44%) Senior
3 20 (7.91%) IT Engineer
4 19 (7.51%) Support Analyst
5 17 (6.72%) Support Engineer
6 16 (6.32%) Lead
6 16 (6.32%) QA Analyst
6 16 (6.32%) Quality Analyst
7 15 (5.93%) Administrator
8 14 (5.53%) Developer
9 13 (5.14%) 2nd Line Support
9 13 (5.14%) IT Support Engineer
10 12 (4.74%) Senior Analyst
11 11 (4.35%) Business Analyst
11 11 (4.35%) Senior Manager
12 10 (3.95%) IT Analyst
13 9 (3.56%) 2nd Line Engineer
13 9 (3.56%) Junior
13 9 (3.56%) Systems Administrator
Libraries, Frameworks & Software Standards
1 8 (3.16%) AWS CDK
2 6 (2.37%) .NET
3 3 (1.19%) RESTful
4 2 (0.79%) CSS
4 2 (0.79%) HTML
4 2 (0.79%) Playwright
4 2 (0.79%) React
5 1 (0.40%) CrewAI
5 1 (0.40%) gRPC
5 1 (0.40%) LangGraph
5 1 (0.40%) Next.js
5 1 (0.40%) OpenTelemetry
5 1 (0.40%) PySpark
5 1 (0.40%) PyTorch
5 1 (0.40%) REST
5 1 (0.40%) SAP Basis
5 1 (0.40%) SAP Fiori
5 1 (0.40%) scikit-learn
5 1 (0.40%) SOAP
5 1 (0.40%) TensorFlow
Miscellaneous
1 22 (8.70%) Onboarding
2 19 (7.51%) Management Information System
3 17 (6.72%) Driving Licence
4 12 (4.74%) Cloud Native
5 9 (3.56%) Analytical Mindset
6 8 (3.16%) AS400
6 8 (3.16%) Self-Motivation
7 7 (2.77%) Cyber Threat
7 7 (2.77%) Cyberattack
7 7 (2.77%) Data Centre
7 7 (2.77%) Smartphone
7 7 (2.77%) Social Media
8 6 (2.37%) NHS
8 6 (2.37%) Product Ownership
9 4 (1.58%) Data Protection Act
10 3 (1.19%) Hybrid Cloud
11 2 (0.79%) Enterprise Software
11 2 (0.79%) Mobile App
11 2 (0.79%) Virtual Team
11 2 (0.79%) VLE
Operating Systems
1 20 (7.91%) Windows
2 11 (4.35%) Windows Server
3 5 (1.98%) Windows Server 2008
3 5 (1.98%) Windows Server 2012
3 5 (1.98%) Windows Server 2016
4 4 (1.58%) Mac OS
5 1 (0.40%) Android
5 1 (0.40%) Linux
5 1 (0.40%) Unix
5 1 (0.40%) Windows 10
Processes & Methodologies
1 103 (40.71%) Continuous Improvement
2 68 (26.88%) Coaching
3 48 (18.97%) Emotional Intelligence
4 39 (15.42%) Agile
5 34 (13.44%) Customer Service
5 34 (13.44%) ITIL
6 31 (12.25%) Mentoring
7 24 (9.49%) Cybersecurity
8 22 (8.70%) Collaborative Working
9 21 (8.30%) Service Delivery
10 20 (7.91%) AI
10 20 (7.91%) DevOps
11 19 (7.51%) Analytics
12 18 (7.11%) ERP
12 18 (7.11%) User Experience
13 17 (6.72%) CI/CD
14 16 (6.32%) Code Quality
14 16 (6.32%) Observability
14 16 (6.32%) Software Engineering
15 15 (5.93%) Service Management
Programming Languages
1 24 (9.49%) SQL
2 21 (8.30%) JavaScript
3 11 (4.35%) TypeScript
4 8 (3.16%) RPG
5 7 (2.77%) Python
6 4 (1.58%) Java
7 3 (1.19%) C#
8 2 (0.79%) PL/SQL
8 2 (0.79%) T-SQL
9 1 (0.40%) Bash
9 1 (0.40%) C
9 1 (0.40%) C++
9 1 (0.40%) Kotlin
9 1 (0.40%) PowerShell
9 1 (0.40%) Scala
9 1 (0.40%) Shell Script
Qualifications
1 31 (12.25%) Degree
2 9 (3.56%) Microsoft Certification
3 8 (3.16%) BPSS Clearance
4 7 (2.77%) A+ Certification
4 7 (2.77%) CCNA
4 7 (2.77%) Cisco Certification
4 7 (2.77%) ITIL Certification
4 7 (2.77%) MCSE
4 7 (2.77%) Network+ Certification
5 4 (1.58%) CISM
5 4 (1.58%) CISSP
5 4 (1.58%) CRISC
6 3 (1.19%) ISTQB
6 3 (1.19%) Security Cleared
7 2 (0.79%) Computer Science Degree
7 2 (0.79%) ISEB
8 1 (0.40%) ISTQB Foundation Certification
8 1 (0.40%) ITIL Foundation Certificate
8 1 (0.40%) PMP
8 1 (0.40%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 39 (15.42%) QA
2 4 (1.58%) COBIT
2 4 (1.58%) ISO/IEC 27001
2 4 (1.58%) NIST
3 3 (1.19%) ISO 14001
3 3 (1.19%) ISO 9001
4 2 (0.79%) Accessibility
4 2 (0.79%) GDPR
5 1 (0.40%) Data Quality
5 1 (0.40%) ISO 22301
5 1 (0.40%) NCSC
5 1 (0.40%) SLA
System Software
1 24 (9.49%) Active Directory
2 3 (1.19%) Docker
3 1 (0.40%) Embedded Firmware
3 1 (0.40%) Firmware
3 1 (0.40%) Hyper-V
3 1 (0.40%) Virtual Desktop
3 1 (0.40%) Virtual Machines
3 1 (0.40%) VMware Infrastructure
Systems Management
1 8 (3.16%) Microsoft Intune
2 3 (1.19%) Grafana
2 3 (1.19%) Kubernetes
3 2 (0.79%) Terraform
4 1 (0.40%) Control-M
4 1 (0.40%) Nagios
4 1 (0.40%) Prometheus
4 1 (0.40%) ZABBIX
Vendors
1 49 (19.37%) Microsoft
2 12 (4.74%) Dell
3 8 (3.16%) Google
3 8 (3.16%) IBM
3 8 (3.16%) SAP
4 7 (2.77%) Meraki
4 7 (2.77%) ServiceNow
5 5 (1.98%) HP
5 5 (1.98%) Salesforce
6 4 (1.58%) Fortinet
7 3 (1.19%) Oracle
7 3 (1.19%) VMware
8 2 (0.79%) Cisco
8 2 (0.79%) Citrix
8 2 (0.79%) OpenAI
8 2 (0.79%) Sophos
8 2 (0.79%) Zscaler
9 1 (0.40%) Informatica
9 1 (0.40%) Intapp
9 1 (0.40%) YouTube