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

6 months to
26 Sep 2026
Same period 2025 Same period 2024
Rank 8 14 11
Rank change year-on-year +6 -3 -6
Permanent jobs citing Problem-Solving 335 338 484
As % of all permanent jobs in Scotland 8.18% 13.24% 12.42%
As % of the Processes & Methodologies category 12.05% 14.68% 14.61%
Number of salaries quoted 182 176 201
10th Percentile £27,000 £25,684 £26,250
25th Percentile £28,125 £28,563 £32,500
Median annual salary (50th Percentile) £36,681 £42,500 £47,500
Median % change year-on-year -13.69% -10.53% -5.00%
75th Percentile £57,500 £63,188 £65,000
90th Percentile £68,625 £71,500 £82,000
UK median annual salary £46,500 £45,000 £52,500
% change year-on-year +3.33% -14.29% -4.55%

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 2,780 2,302 3,312
As % of all permanent jobs advertised in Scotland 67.89% 90.17% 84.99%
Number of salaries quoted 1,651 1,003 1,522
10th Percentile £29,000 £26,250 £31,250
25th Percentile £35,750 £32,000 £41,250
Median annual salary (50th Percentile) £55,000 £38,000 £55,000
Median % change year-on-year +44.74% -30.91% +4.76%
75th Percentile £70,000 £60,258 £70,000
90th Percentile £95,000 £77,250 £82,450
UK median annual salary £60,000 £55,000 £57,965
% change year-on-year +9.09% -5.11% -3.39%

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 September 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 September 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 -1 107 £38,000 -35.86% 184
Edinburgh +2 79 £34,250 -27.13% 198
West Lothian +5 25 £27,500 -54.17% 15
Fife +3 22 £33,500 -34.63% 9
South Lanarkshire - 18 £55,000 - 3
Lanarkshire +13 11 £50,000 +81.82% 44
Highlands +5 10 £29,250 - 17
Stirling -3 10 £28,500 -10.24% 7
North Lanarkshire +4 8 £27,000 -14.96% 8
Renfrewshire +2 6 £27,000 -14.96% 18
Aberdeen -8 6 £40,000 +52.96% 42
Clackmannanshire - 6 - - 1
Perth and Kinross -1 3 £28,000 -16.42%
Dunbartonshire -5 3 £16,640 - 1
Moray -1 2 £62,500 - 1
Inverclyde -5 2 £50,000 +57.48% 3
Angus - 2 £42,500 - 5
Ayrshire - 1 £27,000 -
West Dunbartonshire - 1 £27,000 - 2
Orkney Islands - 1 - -
North Ayrshire - 1 £27,000 - 1
East Ayrshire - 1 £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 15 (4.48%) SharePoint
2 5 (1.49%) Microsoft Exchange
3 2 (0.60%) Confluence
3 2 (0.60%) IIS
4 1 (0.30%) Apache Airflow
4 1 (0.30%) Oracle SOA Suite
4 1 (0.30%) PowerFactory
Applications
1 32 (9.55%) Microsoft Office
2 25 (7.46%) Microsoft Excel
3 4 (1.19%) Simulink
4 3 (0.90%) Spreadsheet
5 2 (0.60%) Microsoft PowerPoint
5 2 (0.60%) MS Visio
5 2 (0.60%) Revit
6 1 (0.30%) 3ds Max
6 1 (0.30%) Adobe After Effects
6 1 (0.30%) Adobe Illustrator
6 1 (0.30%) Adobe Premiere
6 1 (0.30%) Blender
6 1 (0.30%) InDesign
6 1 (0.30%) Photoshop
6 1 (0.30%) PlantUML
6 1 (0.30%) Siemens NX
Business Applications
1 8 (2.39%) Dynamics NAV
2 2 (0.60%) SAP ERP
3 1 (0.30%) Elite 3E
3 1 (0.30%) Oracle Applications
3 1 (0.30%) Oracle EBS
3 1 (0.30%) SAP S/4HANA
3 1 (0.30%) Teamcenter
Cloud Services
1 57 (17.01%) Azure
2 54 (16.12%) Microsoft 365
3 23 (6.87%) Entra ID
4 20 (5.97%) AWS
5 9 (2.69%) Power Platform
6 7 (2.09%) GCP
7 6 (1.79%) Azure DevOps
7 6 (1.79%) SaaS
8 5 (1.49%) Dynamics 365
8 5 (1.49%) Serverless
8 5 (1.49%) Snowflake
9 4 (1.19%) Azure Functions
10 3 (0.90%) Azure Data Factory
10 3 (0.90%) Azure Logic Apps
10 3 (0.90%) Azure Synapse Analytics
11 2 (0.60%) AWS Lambda
11 2 (0.60%) Azure AKS
11 2 (0.60%) Azure Monitor
11 2 (0.60%) GitHub
11 2 (0.60%) Google Analytics
Communications & Networking
1 16 (4.78%) VoIP
1 16 (4.78%) WAN
2 15 (4.48%) Firewall
2 15 (4.48%) LAN
3 13 (3.88%) VPN
4 12 (3.58%) MPLS
5 11 (3.28%) DNS
6 9 (2.69%) Internet
7 6 (1.79%) Broadband
7 6 (1.79%) Network Security
8 5 (1.49%) DHCP
9 4 (1.19%) SAN
10 3 (0.90%) 5G
11 2 (0.60%) BGP
11 2 (0.60%) OSPF
11 2 (0.60%) TCP/IP
12 1 (0.30%) Intranet
12 1 (0.30%) Modbus
12 1 (0.30%) SSL
12 1 (0.30%) VSAT
Database & Business Intelligence
1 11 (3.28%) SQL Server
2 9 (2.69%) Power BI
3 8 (2.39%) Data Warehouse
3 8 (2.39%) Tableau
4 7 (2.09%) Data Lake
4 7 (2.09%) Electronic Patient Records
5 4 (1.19%) Relational Database
6 3 (0.90%) Amazon Redshift
6 3 (0.90%) Oracle Database
7 2 (0.60%) Amazon Athena
7 2 (0.60%) BusinessObjects
7 2 (0.60%) Enterprise Data Warehouse
7 2 (0.60%) Oracle Reports
7 2 (0.60%) Parquet
7 2 (0.60%) SAP BW
8 1 (0.30%) Azure SQL Database
8 1 (0.30%) Oracle Database 10g
8 1 (0.30%) Oracle Database 11g
8 1 (0.30%) Redis
8 1 (0.30%) SQL Server Reporting Services
Development Applications
1 14 (4.18%) Git
2 11 (3.28%) JIRA
3 2 (0.60%) Burp Suite
3 2 (0.60%) Claude Code
3 2 (0.60%) JMeter
3 2 (0.60%) Oracle Forms
4 1 (0.30%) Browser DevTools
4 1 (0.30%) Cucumber
4 1 (0.30%) ER Studio
4 1 (0.30%) Jenkins
4 1 (0.30%) Selenium
4 1 (0.30%) SonarQube
4 1 (0.30%) Visual Studio
4 1 (0.30%) WebDriver
4 1 (0.30%) Zephyr
General
1 184 (54.93%) Social Skills
2 109 (32.54%) Finance
3 81 (24.18%) Analytical Skills
4 36 (10.75%) Banking
4 36 (10.75%) Inclusion and Diversity
5 30 (8.96%) Manufacturing
6 25 (7.46%) Aerospace
7 18 (5.37%) Organisational Skills
7 18 (5.37%) Public Sector
7 18 (5.37%) Retail
8 17 (5.07%) Telecoms
9 16 (4.78%) Electronics
10 15 (4.48%) Legal
11 13 (3.88%) Law
12 12 (3.58%) Influencing Skills
12 12 (3.58%) Military
13 10 (2.99%) Marketing
14 8 (2.39%) Pharmaceutical
15 6 (1.79%) Financial Institution
16 4 (1.19%) Documentation Skills
Job Titles
1 38 (11.34%) Analyst
2 33 (9.85%) Senior
3 26 (7.76%) IT Support
3 26 (7.76%) Lead
4 23 (6.87%) Developer
5 19 (5.67%) Support Engineer
6 18 (5.37%) Consultant
7 17 (5.07%) 2nd Line Engineer
8 16 (4.78%) 2nd Line Support
8 16 (4.78%) 2nd Line Support Engineer
8 16 (4.78%) Administrator
8 16 (4.78%) Support Analyst
8 16 (4.78%) Technical Support
9 14 (4.18%) IT Engineer
10 13 (3.88%) Engineering Manager
10 13 (3.88%) Technical Engineer
10 13 (3.88%) Technical Leader
11 12 (3.58%) 2nd Line Technical Support
11 12 (3.58%) 2nd Line Technical Support Engineer
11 12 (3.58%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 11 (3.28%) .NET
2 8 (2.39%) AWS CDK
2 8 (2.39%) React
3 3 (0.90%) PySpark
3 3 (0.90%) RESTful
4 2 (0.60%) Apache Avro
4 2 (0.60%) CSS
4 2 (0.60%) HTML
4 2 (0.60%) JSON
4 2 (0.60%) Playwright
4 2 (0.60%) SAP Basis
4 2 (0.60%) SAP Fiori
4 2 (0.60%) Terraform
5 1 (0.30%) gRPC
5 1 (0.30%) Microsoft Graph
5 1 (0.30%) NestJS
5 1 (0.30%) Next.js
5 1 (0.30%) OpenTelemetry
5 1 (0.30%) Semantic Kernel
5 1 (0.30%) Vue
Miscellaneous
1 29 (8.66%) Driving Licence
2 24 (7.16%) Onboarding
3 18 (5.37%) Management Information System
4 15 (4.48%) Self-Motivation
5 14 (4.18%) Cloud Native
5 14 (4.18%) FPGA
6 9 (2.69%) AS400
6 9 (2.69%) SystemC
7 8 (2.39%) Product Ownership
7 8 (2.39%) Social Media
8 7 (2.09%) NHS
9 6 (1.79%) Analytical Mindset
9 6 (1.79%) Data Centre
9 6 (1.79%) VHDL
10 5 (1.49%) Embedded Systems
10 5 (1.49%) Mobile App
10 5 (1.49%) Renewable Energy
10 5 (1.49%) Verilog
10 5 (1.49%) Web Conferencing
11 4 (1.19%) Smartphone
Operating Systems
1 23 (6.87%) Windows
2 10 (2.99%) Windows Server
3 4 (1.19%) Debian
3 4 (1.19%) Linux
3 4 (1.19%) Mac OS
3 4 (1.19%) Ubuntu
4 1 (0.30%) Android
4 1 (0.30%) Windows 10
Processes & Methodologies
1 119 (35.52%) Continuous Improvement
2 53 (15.82%) Customer Service
3 45 (13.43%) Agile
4 42 (12.54%) Mentoring
5 41 (12.24%) Stakeholder Management
6 40 (11.94%) Coaching
6 40 (11.94%) Decision-Making
7 37 (11.04%) ERP
8 34 (10.15%) Collaborative Working
9 32 (9.55%) AI
9 32 (9.55%) Analytics
9 32 (9.55%) Service Delivery
10 29 (8.66%) Project Delivery
11 28 (8.36%) ITIL
12 27 (8.06%) Data Analysis
13 24 (7.16%) Software Engineering
14 23 (6.87%) Disaster Recovery
14 23 (6.87%) Validation
15 21 (6.27%) CI/CD
15 21 (6.27%) DevOps
Programming Languages
1 29 (8.66%) SQL
2 20 (5.97%) JavaScript
2 20 (5.97%) Python
3 15 (4.48%) TypeScript
4 10 (2.99%) C#
5 9 (2.69%) Java
5 9 (2.69%) RPG
6 6 (1.79%) MATLAB
6 6 (1.79%) PowerShell
7 5 (1.49%) SystemVerilog
8 4 (1.19%) PL/SQL
9 2 (0.60%) C
9 2 (0.60%) C++
9 2 (0.60%) T-SQL
10 1 (0.30%) ActionScript
10 1 (0.30%) Bash
10 1 (0.30%) Kotlin
10 1 (0.30%) R
10 1 (0.30%) VB.NET
10 1 (0.30%) XPath
Qualifications
1 81 (24.18%) Degree
2 29 (8.66%) Security Cleared
3 25 (7.46%) BPSS Clearance
4 21 (6.27%) SC Cleared
5 18 (5.37%) DV Cleared
6 17 (5.07%) Chartered Engineer
6 17 (5.07%) HNC
7 13 (3.88%) HND
8 9 (2.69%) Microsoft Certification
9 6 (1.79%) Master's Degree
10 5 (1.49%) PhD
11 4 (1.19%) A+ Certification
11 4 (1.19%) CCNA
11 4 (1.19%) Cisco Certification
11 4 (1.19%) MCSE
11 4 (1.19%) Network+ Certification
12 3 (0.90%) ACCA
12 3 (0.90%) CIMA
12 3 (0.90%) CISSP
12 3 (0.90%) ISTQB
Quality Assurance & Compliance
1 26 (7.76%) Accessibility
2 20 (5.97%) QA
3 8 (2.39%) Data Quality
4 5 (1.49%) GDPR
5 4 (1.19%) SLA
6 2 (0.60%) Actionable Recommendations
6 2 (0.60%) ISO/IEC 27001
6 2 (0.60%) NIST
7 1 (0.30%) COBIT
7 1 (0.30%) GAAP
7 1 (0.30%) IFRS
7 1 (0.30%) ISO 22301
7 1 (0.30%) ISO 9001
7 1 (0.30%) JTAG
7 1 (0.30%) NCSC
7 1 (0.30%) WCAG
System Software
1 30 (8.96%) Active Directory
2 15 (4.48%) Firmware
3 7 (2.09%) Docker
4 5 (1.49%) Hyper-V
5 2 (0.60%) Embedded Firmware
6 1 (0.30%) Virtual Desktop
6 1 (0.30%) Virtual Machines
Systems Management
1 10 (2.99%) Microsoft Intune
2 3 (0.90%) Grafana
2 3 (0.90%) Kubernetes
3 1 (0.30%) Ansible
3 1 (0.30%) FortiGate
3 1 (0.30%) Functional Safety
3 1 (0.30%) Nagios
3 1 (0.30%) Prometheus
3 1 (0.30%) RSA Archer
3 1 (0.30%) ZABBIX
Vendors
1 94 (28.06%) Microsoft
2 14 (4.18%) Meraki
3 13 (3.88%) Fortinet
4 11 (3.28%) Google
5 10 (2.99%) SAP
6 9 (2.69%) IBM
7 8 (2.39%) Oracle
8 7 (2.09%) Siemens
9 6 (1.79%) Alteryx
10 5 (1.49%) Salesforce
10 5 (1.49%) Xilinx
11 4 (1.19%) Dell
11 4 (1.19%) YouTube
12 3 (0.90%) Databricks
13 2 (0.60%) Adobe
13 2 (0.60%) EMC
13 2 (0.60%) Foundry
13 2 (0.60%) VMware
14 1 (0.30%) Cisco
14 1 (0.30%) F5