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

6 months to
2 Jun 2026
Same period 2025 Same period 2024
Rank 12 8 23
Rank change year-on-year -4 +15 -6
Permanent jobs citing Problem-Solving 274 308 863
As % of all permanent jobs in Scotland 8.65% 14.80% 13.37%
As % of the Processes & Methodologies category 12.21% 15.84% 14.82%
Number of salaries quoted 178 142 395
10th Percentile £25,638 - £25,818
25th Percentile £27,000 £26,929 £34,250
Median annual salary (50th Percentile) £35,000 £48,798 £45,543
Median % change year-on-year -28.28% +7.15% -8.91%
75th Percentile £55,156 £62,875 £62,342
90th Percentile £73,750 £77,434 £72,500
UK median annual salary £47,500 £50,000 £48,900
% change year-on-year -5.00% +2.25% -11.09%

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 2,244 1,944 5,824
As % of all permanent jobs advertised in Scotland 70.88% 93.42% 90.21%
Number of salaries quoted 1,256 823 2,461
10th Percentile £28,250 £26,929 £28,000
25th Percentile £31,250 £32,851 £40,000
Median annual salary (50th Percentile) £45,000 £52,500 £52,500
Median % change year-on-year -14.29% - -8.70%
75th Percentile £65,000 £71,250 £65,000
90th Percentile £80,000 £92,164 £80,000
UK median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -9.54%

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 2 June 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 2 June 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 86 £37,500 -25.00% 53
Edinburgh -10 64 £37,500 -27.88% 45
North Lanarkshire - 20 £27,000 - 4
South Lanarkshire - 17 £55,000 - 1
Renfrewshire +7 12 £27,000 -57.14% 6
Fife +1 12 £36,000 -31.43% 4
Stirling -4 12 £54,500 +15.43% 1
Aberdeen -13 11 £32,500 -35.00% 3
Lanarkshire - 7 £27,000 - 26
West Lothian -9 5 £27,500 -59.26%
West Dunbartonshire - 4 £27,000 - 1
North Ayrshire - 4 £27,000 -
East Ayrshire - 4 £27,000 - 1
Ayrshire - 4 £27,000 - 1
Highlands -5 3 £26,500 - 16
Dunbartonshire 0 2 £16,640 -
Midlothian -3 1 £35,000 +29.97% 12
Clackmannanshire - 1 - -
Perth and Kinross - 1 £28,000 - 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 15 (5.47%) SharePoint
2 11 (4.01%) Microsoft Exchange
3 5 (1.82%) Exchange Server 2007
3 5 (1.82%) Exchange Server 2010
3 5 (1.82%) Exchange Server 2013
4 4 (1.46%) Apache Airflow
5 3 (1.09%) WebSphere
5 3 (1.09%) WebSphere Application Server
6 2 (0.73%) Confluence
7 1 (0.36%) Apache Spark
7 1 (0.36%) IIS
7 1 (0.36%) Oracle SOA Suite
Applications
1 17 (6.20%) Microsoft Office
2 9 (3.28%) MS Visio
3 8 (2.92%) Microsoft Excel
4 2 (0.73%) Spreadsheet
5 1 (0.36%) PlantUML
5 1 (0.36%) Weka
Business Applications
1 8 (2.92%) Dynamics NAV
2 3 (1.09%) Markit EDM
3 1 (0.36%) FIS Private Capital Suite
3 1 (0.36%) Oracle Applications
3 1 (0.36%) Oracle EBS
3 1 (0.36%) SAP S/4HANA
Cloud Services
1 49 (17.88%) Azure
2 30 (10.95%) Microsoft 365
3 22 (8.03%) AWS
4 13 (4.74%) Entra ID
5 12 (4.38%) SaaS
6 6 (2.19%) Azure DevOps
6 6 (2.19%) dbt
6 6 (2.19%) Serverless
6 6 (2.19%) Snowflake
7 5 (1.82%) Amazon CloudWatch
7 5 (1.82%) Amazon S3
7 5 (1.82%) AWS Lambda
7 5 (1.82%) GitHub
8 4 (1.46%) Amazon EC2
8 4 (1.46%) AWS CodePipeline
8 4 (1.46%) AWS Step Functions
8 4 (1.46%) Azure Data Factory
8 4 (1.46%) Datadog
8 4 (1.46%) GitHub Actions
8 4 (1.46%) Power Platform
Communications & Networking
1 18 (6.57%) DNS
2 14 (5.11%) Broadband
3 12 (4.38%) DHCP
3 12 (4.38%) Firewall
4 7 (2.55%) SAN
5 6 (2.19%) Network Security
6 5 (1.82%) LAN
6 5 (1.82%) WAN
6 5 (1.82%) Wi-Fi
7 3 (1.09%) VPN
8 2 (0.73%) Internet
8 2 (0.73%) Remote Desktop
8 2 (0.73%) VLAN
8 2 (0.73%) VoIP
8 2 (0.73%) Wireless
9 1 (0.36%) BGP
9 1 (0.36%) IPFIX
9 1 (0.36%) OSPF
9 1 (0.36%) SNMP
9 1 (0.36%) WLAN
Database & Business Intelligence
1 10 (3.65%) SQL Server
2 4 (1.46%) Amazon RDS
2 4 (1.46%) Amazon Redshift
2 4 (1.46%) Data Warehouse
2 4 (1.46%) Metadata
2 4 (1.46%) PostgreSQL
2 4 (1.46%) Power BI
2 4 (1.46%) SQL Server Integration Services
3 3 (1.09%) Tableau
4 1 (0.36%) Azure SQL Database
4 1 (0.36%) Big Data
4 1 (0.36%) Data Lake
4 1 (0.36%) Data Vault
4 1 (0.36%) Delta Lake
4 1 (0.36%) InfluxDB
4 1 (0.36%) NoSQL
4 1 (0.36%) Oracle BI Publisher
4 1 (0.36%) Oracle Reports
Development Applications
1 8 (2.92%) Git
2 6 (2.19%) JIRA
3 2 (0.73%) Postman
4 1 (0.36%) GitLab
4 1 (0.36%) Jenkins
4 1 (0.36%) Oracle Forms
4 1 (0.36%) SonarQube
4 1 (0.36%) Visual Studio Code
General
1 173 (63.14%) Social Skills
2 73 (26.64%) Banking
3 59 (21.53%) Finance
4 55 (20.07%) Analytical Skills
5 19 (6.93%) Public Sector
6 18 (6.57%) Legal
7 13 (4.74%) Organisational Skills
8 10 (3.65%) Games
8 10 (3.65%) Influencing Skills
9 8 (2.92%) Documentation Skills
9 8 (2.92%) Law
10 7 (2.55%) General Ledger
10 7 (2.55%) Retail
10 7 (2.55%) Telecoms
11 5 (1.82%) Manufacturing
12 4 (1.46%) Inclusion and Diversity
13 2 (0.73%) Pharmaceutical
14 1 (0.36%) Advertising
14 1 (0.36%) Local Government
14 1 (0.36%) Publishing
Job Titles
1 75 (27.37%) Analyst
2 39 (14.23%) IT Support
3 37 (13.50%) Senior
4 32 (11.68%) QA Analyst
4 32 (11.68%) Quality Analyst
5 18 (6.57%) Lead
6 17 (6.20%) Business Analyst
6 17 (6.20%) IT Engineer
7 16 (5.84%) Support Analyst
8 13 (4.74%) Senior Manager
8 13 (4.74%) Support Engineer
9 11 (4.01%) Administrator
9 11 (4.01%) IT Analyst
10 10 (3.65%) IT Support Analyst
10 10 (3.65%) IT Support Engineer
11 9 (3.28%) Junior
12 8 (2.92%) 2nd Line Support
12 8 (2.92%) Field Engineer
12 8 (2.92%) Field Service Engineer
12 8 (2.92%) Senior Analyst
Libraries, Frameworks & Software Standards
1 10 (3.65%) .NET
2 8 (2.92%) AWS CDK
3 4 (1.46%) REST
3 4 (1.46%) SOAP
4 3 (1.09%) ADO
4 3 (1.09%) GraphQL
4 3 (1.09%) OAuth
4 3 (1.09%) OpenAPI
4 3 (1.09%) Swagger
5 1 (0.36%) CrewAI
5 1 (0.36%) CSS
5 1 (0.36%) gRPC
5 1 (0.36%) HTML
5 1 (0.36%) LangGraph
5 1 (0.36%) OpenTelemetry
5 1 (0.36%) Playwright
5 1 (0.36%) PySpark
5 1 (0.36%) PyTorch
5 1 (0.36%) scikit-learn
5 1 (0.36%) TensorFlow
Miscellaneous
1 24 (8.76%) Management Information System
2 17 (6.20%) Onboarding
3 15 (5.47%) Cloud Native
4 12 (4.38%) Analytical Mindset
5 10 (3.65%) Cyber Threat
5 10 (3.65%) Driving Licence
6 9 (3.28%) Self-Motivation
7 7 (2.55%) Cyberattack
7 7 (2.55%) Data Centre
7 7 (2.55%) Smartphone
8 6 (2.19%) NHS
8 6 (2.19%) Product Ownership
9 5 (1.82%) Social Media
10 4 (1.46%) Data Protection Act
11 3 (1.09%) Enterprise Software
11 3 (1.09%) Hybrid Cloud
11 3 (1.09%) Renewable Energy
12 2 (0.73%) Low-Code
12 2 (0.73%) Video Conferencing
12 2 (0.73%) Virtual Team
Operating Systems
1 24 (8.76%) Windows
2 13 (4.74%) Windows Server
3 7 (2.55%) Linux
4 5 (1.82%) Windows Server 2008
4 5 (1.82%) Windows Server 2012
4 5 (1.82%) Windows Server 2016
5 4 (1.46%) Unix
6 3 (1.09%) Android
7 2 (0.73%) Windows 10
8 1 (0.36%) Ubuntu
Processes & Methodologies
1 97 (35.40%) Continuous Improvement
2 91 (33.21%) Coaching
3 64 (23.36%) Emotional Intelligence
4 43 (15.69%) Agile
5 32 (11.68%) ITIL
6 31 (11.31%) Mentoring
7 30 (10.95%) Customer Service
8 27 (9.85%) CI/CD
9 26 (9.49%) DevOps
10 22 (8.03%) Cybersecurity
11 19 (6.93%) Analytics
11 19 (6.93%) Observability
11 19 (6.93%) User Experience
12 18 (6.57%) AI
12 18 (6.57%) Code Quality
12 18 (6.57%) Service Delivery
12 18 (6.57%) Software Engineering
13 17 (6.20%) Disaster Recovery
13 17 (6.20%) Service Management
14 15 (5.47%) ITSM
Programming Languages
1 32 (11.68%) SQL
2 19 (6.93%) JavaScript
3 11 (4.01%) Python
4 10 (3.65%) PowerShell
5 8 (2.92%) TypeScript
6 4 (1.46%) C#
6 4 (1.46%) Shell Script
7 3 (1.09%) Java
7 3 (1.09%) T-SQL
8 1 (0.36%) Bash
8 1 (0.36%) PL/SQL
8 1 (0.36%) RPG
8 1 (0.36%) Scala
Qualifications
1 26 (9.49%) Degree
2 10 (3.65%) ITIL Certification
2 10 (3.65%) Microsoft Certification
3 9 (3.28%) Cisco Certification
4 8 (2.92%) BPSS Clearance
4 8 (2.92%) CCNA
5 7 (2.55%) A+ Certification
5 7 (2.55%) MCSE
5 7 (2.55%) Network+ Certification
6 5 (1.82%) CISM
6 5 (1.82%) CISSP
7 4 (1.46%) Computer Science Degree
7 4 (1.46%) CRISC
8 2 (0.73%) ACCA
8 2 (0.73%) AWS Certification
8 2 (0.73%) CIMA
8 2 (0.73%) Security Cleared
9 1 (0.36%) JNCIP
9 1 (0.36%) PRINCE2 Practitioner
9 1 (0.36%) SC Cleared
Quality Assurance & Compliance
1 51 (18.61%) QA
2 5 (1.82%) Data Quality
2 5 (1.82%) GDPR
2 5 (1.82%) ISO/IEC 27001
3 4 (1.46%) COBIT
3 4 (1.46%) NIST
4 3 (1.09%) ISO 14001
4 3 (1.09%) ISO 9001
4 3 (1.09%) PCI DSS
4 3 (1.09%) SLA
5 1 (0.36%) Accessibility
5 1 (0.36%) Cyber Essentials
5 1 (0.36%) GxP
System Software
1 26 (9.49%) Active Directory
2 6 (2.19%) Docker
3 2 (0.73%) Hyper-V
3 2 (0.73%) VMware Infrastructure
4 1 (0.36%) Virtual Desktop
4 1 (0.36%) vSphere
Systems Management
1 8 (2.92%) Microsoft Intune
1 8 (2.92%) Terraform
2 7 (2.55%) Kubernetes
3 4 (1.46%) Control-M
3 4 (1.46%) Grafana
3 4 (1.46%) Prometheus
4 2 (0.73%) SCCM
5 1 (0.36%) Ansible
5 1 (0.36%) Nagios
5 1 (0.36%) Proxmox
5 1 (0.36%) ZABBIX
Vendors
1 46 (16.79%) Microsoft
2 12 (4.38%) Dell
3 11 (4.01%) ServiceNow
4 7 (2.55%) Oracle
5 6 (2.19%) Cisco
6 5 (1.82%) HP
7 4 (1.46%) IBM
7 4 (1.46%) Informatica
8 3 (1.09%) Ab Initio
8 3 (1.09%) Apple
8 3 (1.09%) Meraki
8 3 (1.09%) SAP
8 3 (1.09%) VMware
9 2 (0.73%) BeyondTrust
9 2 (0.73%) Citrix
9 2 (0.73%) Google
9 2 (0.73%) OpenAI
9 2 (0.73%) Palo Alto
9 2 (0.73%) Sophos
9 2 (0.73%) Zscaler