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

6 months to
7 Oct 2026
Same period 2025 Same period 2024
Rank 11 15 10
Rank change year-on-year +4 -5 -5
Permanent jobs citing Problem-Solving 330 345 411
As % of all permanent jobs in Scotland 7.87% 13.28% 11.89%
As % of the Processes & Methodologies category 11.53% 14.66% 14.21%
Number of salaries quoted 170 177 182
10th Percentile £26,250 £25,684 £26,250
25th Percentile £31,250 £29,000 £31,250
Median annual salary (50th Percentile) £37,750 £33,500 £46,250
Median % change year-on-year +12.69% -27.57% -7.48%
75th Percentile £57,500 £63,000 £65,000
90th Percentile £70,000 £72,050 £89,750
UK median annual salary £46,053 £45,000 £52,500
% change year-on-year +2.34% -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 2,862 2,353 2,893
As % of all permanent jobs advertised in Scotland 68.22% 90.57% 83.66%
Number of salaries quoted 1,674 1,015 1,420
10th Percentile £30,000 £26,250 £31,250
25th Percentile £36,438 £32,000 £40,000
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 £60,000 £70,000
90th Percentile £91,425 £77,500 £82,500
UK median annual salary £60,000 £55,000 £60,000
% 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 7 October 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 October 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 -3 101 £55,000 - 191
Edinburgh +2 86 £36,000 +10.77% 188
West Lothian +5 27 £37,500 -37.50% 12
Fife +4 22 £33,500 -40.44% 12
South Lanarkshire - 14 £60,000 - 3
Highlands +8 12 £31,250 - 13
Stirling -1 12 £70,000 +120.47% 9
Lanarkshire +13 11 £50,000 +81.82% 25
Aberdeen -9 6 £40,000 +52.96% 38
Clackmannanshire - 6 - - 1
North Lanarkshire 0 4 £28,500 -10.24% 6
Perth and Kinross 0 3 £28,000 -16.42% 1
Renfrewshire -2 3 £48,875 +53.94% 11
Inverclyde -5 3 £50,000 +57.48% 3
Dunbartonshire -6 3 £16,640 - 1
Moray -1 2 £62,500 - 1
Angus - 2 £42,500 - 3
Falkirk 0 1 £47,500 - 4
Dundee -13 1 £30,500 -8.96% 23
Orkney Islands - 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 16 (4.85%) SharePoint
2 5 (1.52%) Microsoft Exchange
3 2 (0.61%) Confluence
3 2 (0.61%) IIS
4 1 (0.30%) Apache Airflow
4 1 (0.30%) Oracle SOA Suite
4 1 (0.30%) PowerFactory
Applications
1 35 (10.61%) Microsoft Office
2 27 (8.18%) Microsoft Excel
3 4 (1.21%) Simulink
4 3 (0.91%) Spreadsheet
5 2 (0.61%) Microsoft PowerPoint
5 2 (0.61%) 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%) MS Visio
6 1 (0.30%) Photoshop
6 1 (0.30%) PlantUML
6 1 (0.30%) Siemens NX
Business Applications
1 7 (2.12%) Dynamics NAV
2 2 (0.61%) 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 59 (17.88%) Azure
2 58 (17.58%) Microsoft 365
3 23 (6.97%) Entra ID
4 18 (5.45%) AWS
5 9 (2.73%) GCP
5 9 (2.73%) Power Platform
6 6 (1.82%) Azure DevOps
6 6 (1.82%) Dynamics 365
6 6 (1.82%) SaaS
7 5 (1.52%) Serverless
7 5 (1.52%) Snowflake
8 4 (1.21%) Azure Functions
9 3 (0.91%) Azure Data Factory
9 3 (0.91%) Azure Logic Apps
9 3 (0.91%) Azure Synapse Analytics
9 3 (0.91%) GitHub
10 2 (0.61%) Azure AKS
10 2 (0.61%) Azure Monitor
10 2 (0.61%) Azure Sentinel
10 2 (0.61%) OCI
Communications & Networking
1 16 (4.85%) Firewall
1 16 (4.85%) VoIP
1 16 (4.85%) WAN
2 15 (4.55%) LAN
3 13 (3.94%) DNS
3 13 (3.94%) VPN
4 12 (3.64%) MPLS
5 9 (2.73%) Internet
6 7 (2.12%) Network Security
7 6 (1.82%) Broadband
7 6 (1.82%) DHCP
8 4 (1.21%) SAN
9 3 (0.91%) 5G
9 3 (0.91%) TCP/IP
10 2 (0.61%) BGP
10 2 (0.61%) BIG-IP
10 2 (0.61%) F5 BIG-IP GTM
10 2 (0.61%) F5 BIG-IP LTM
10 2 (0.61%) OSPF
11 1 (0.30%) VLAN
Database & Business Intelligence
1 11 (3.33%) SQL Server
2 9 (2.73%) Power BI
3 8 (2.42%) Data Warehouse
3 8 (2.42%) Tableau
4 7 (2.12%) Data Lake
4 7 (2.12%) Electronic Patient Records
5 4 (1.21%) Relational Database
6 3 (0.91%) Amazon Redshift
6 3 (0.91%) Oracle Database
7 2 (0.61%) Amazon Athena
7 2 (0.61%) BusinessObjects
7 2 (0.61%) Enterprise Data Warehouse
7 2 (0.61%) Oracle Reports
7 2 (0.61%) Parquet
7 2 (0.61%) 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 (4.24%) Git
2 12 (3.64%) JIRA
3 2 (0.61%) Burp Suite
3 2 (0.61%) Claude Code
3 2 (0.61%) Jenkins
3 2 (0.61%) JMeter
3 2 (0.61%) Oracle Forms
4 1 (0.30%) Browser DevTools
4 1 (0.30%) Cucumber
4 1 (0.30%) ER Studio
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
1 169 (51.21%) Social Skills
2 107 (32.42%) Finance
3 80 (24.24%) Analytical Skills
4 36 (10.91%) Inclusion and Diversity
5 35 (10.61%) Manufacturing
6 26 (7.88%) Aerospace
7 20 (6.06%) Electronics
8 19 (5.76%) Banking
8 19 (5.76%) Organisational Skills
8 19 (5.76%) Public Sector
8 19 (5.76%) Retail
9 17 (5.15%) Telecoms
10 15 (4.55%) Legal
11 13 (3.94%) Law
12 12 (3.64%) Military
13 11 (3.33%) Influencing Skills
14 10 (3.03%) Marketing
15 8 (2.42%) Pharmaceutical
16 6 (1.82%) Financial Institution
17 4 (1.21%) Documentation Skills
Job Titles
1 38 (11.52%) Analyst
2 33 (10.00%) Senior
3 25 (7.58%) IT Support
4 24 (7.27%) Developer
4 24 (7.27%) Lead
5 18 (5.45%) Consultant
5 18 (5.45%) Support Engineer
6 17 (5.15%) 2nd Line Engineer
6 17 (5.15%) Administrator
7 16 (4.85%) 2nd Line Support
7 16 (4.85%) 2nd Line Support Engineer
7 16 (4.85%) Technical Support
8 15 (4.55%) Support Analyst
9 13 (3.94%) Engineering Manager
9 13 (3.94%) IT Engineer
9 13 (3.94%) Technical Engineer
10 12 (3.64%) 2nd Line Technical Support
10 12 (3.64%) 2nd Line Technical Support Engineer
10 12 (3.64%) Electronics Engineer
10 12 (3.64%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 12 (3.64%) .NET
2 11 (3.33%) React
3 6 (1.82%) AWS CDK
4 4 (1.21%) Terraform
5 3 (0.91%) Node.js
5 3 (0.91%) PySpark
5 3 (0.91%) RESTful
6 2 (0.61%) Apache Avro
6 2 (0.61%) CSS
6 2 (0.61%) HTML
6 2 (0.61%) JSON
6 2 (0.61%) Playwright
6 2 (0.61%) SAP Basis
6 2 (0.61%) SAP Fiori
7 1 (0.30%) Android SDK
7 1 (0.30%) gRPC
7 1 (0.30%) HTML5
7 1 (0.30%) NestJS
7 1 (0.30%) OpenTelemetry
7 1 (0.30%) Vue
Miscellaneous
1 31 (9.39%) Driving Licence
2 26 (7.88%) Onboarding
3 15 (4.55%) Self-Motivation
4 14 (4.24%) FPGA
5 12 (3.64%) Cloud Native
5 12 (3.64%) Management Information System
6 9 (2.73%) AS400
6 9 (2.73%) SystemC
7 8 (2.42%) Data Centre
7 8 (2.42%) Product Ownership
7 8 (2.42%) Social Media
8 7 (2.12%) NHS
8 7 (2.12%) Renewable Energy
9 6 (1.82%) Analytical Mindset
9 6 (1.82%) Embedded Systems
9 6 (1.82%) VHDL
10 5 (1.52%) Analogue Electronics
10 5 (1.52%) Mobile App
10 5 (1.52%) Verilog
10 5 (1.52%) Web Conferencing
Operating Systems
1 24 (7.27%) Windows
2 10 (3.03%) Windows Server
3 5 (1.52%) Linux
4 4 (1.21%) Debian
4 4 (1.21%) Mac OS
4 4 (1.21%) Ubuntu
5 1 (0.30%) Android
5 1 (0.30%) Windows 10
Processes & Methodologies
1 105 (31.82%) Continuous Improvement
2 52 (15.76%) Customer Service
3 43 (13.03%) Decision-Making
4 42 (12.73%) Stakeholder Management
5 41 (12.42%) Mentoring
6 39 (11.82%) Agile
7 36 (10.91%) ERP
8 34 (10.30%) AI
9 32 (9.70%) Project Delivery
9 32 (9.70%) Service Delivery
10 31 (9.39%) Collaborative Working
11 28 (8.48%) Analytics
12 25 (7.58%) Coaching
12 25 (7.58%) Validation
13 24 (7.27%) Data Analysis
13 24 (7.27%) ITIL
13 24 (7.27%) Software Engineering
14 22 (6.67%) CI/CD
15 21 (6.36%) DevOps
16 20 (6.06%) Disaster Recovery
Programming Languages
1 29 (8.79%) SQL
2 23 (6.97%) Python
3 20 (6.06%) JavaScript
4 15 (4.55%) TypeScript
5 11 (3.33%) C#
6 9 (2.73%) Java
6 9 (2.73%) RPG
7 6 (1.82%) MATLAB
7 6 (1.82%) PowerShell
8 5 (1.52%) SystemVerilog
9 4 (1.21%) PL/SQL
10 2 (0.61%) ActionScript
10 2 (0.61%) C
10 2 (0.61%) C++
10 2 (0.61%) T-SQL
11 1 (0.30%) Bash
11 1 (0.30%) Kotlin
11 1 (0.30%) R
11 1 (0.30%) VB.NET
11 1 (0.30%) XPath
Qualifications
1 88 (26.67%) Degree
2 30 (9.09%) Security Cleared
3 25 (7.58%) BPSS Clearance
4 21 (6.36%) HNC
4 21 (6.36%) SC Cleared
5 18 (5.45%) DV Cleared
6 17 (5.15%) Chartered Engineer
7 16 (4.85%) HND
8 9 (2.73%) Microsoft Certification
9 6 (1.82%) Master's Degree
10 5 (1.52%) PhD
11 4 (1.21%) A+ Certification
11 4 (1.21%) CCNA
11 4 (1.21%) Cisco Certification
11 4 (1.21%) MCSE
11 4 (1.21%) Network+ Certification
12 3 (0.91%) ACCA
12 3 (0.91%) CIMA
12 3 (0.91%) ISTQB
13 2 (0.61%) City & Guilds
Quality Assurance & Compliance
1 27 (8.18%) Accessibility
2 19 (5.76%) QA
3 9 (2.73%) Data Quality
4 5 (1.52%) GDPR
5 4 (1.21%) SLA
6 2 (0.61%) Actionable Recommendations
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%) ISO/IEC 27001
7 1 (0.30%) JTAG
7 1 (0.30%) NCSC
7 1 (0.30%) NIST
7 1 (0.30%) WCAG
System Software
1 31 (9.39%) Active Directory
2 15 (4.55%) Firmware
3 10 (3.03%) Docker
4 5 (1.52%) Hyper-V
5 2 (0.61%) Embedded Firmware
6 1 (0.30%) Virtual Desktop
6 1 (0.30%) Virtual Machines
6 1 (0.30%) VMware Infrastructure
Systems Management
1 10 (3.03%) Microsoft Intune
2 5 (1.52%) Kubernetes
3 3 (0.91%) Grafana
4 1 (0.30%) Ansible
4 1 (0.30%) FortiGate
4 1 (0.30%) Functional Safety
4 1 (0.30%) Nagios
4 1 (0.30%) Prometheus
4 1 (0.30%) RSA Archer
4 1 (0.30%) ZABBIX
Vendors
1 103 (31.21%) Microsoft
2 14 (4.24%) Meraki
3 13 (3.94%) Fortinet
3 13 (3.94%) Google
4 10 (3.03%) SAP
5 9 (2.73%) IBM
5 9 (2.73%) Oracle
6 7 (2.12%) Siemens
7 6 (1.82%) Alteryx
8 5 (1.52%) Salesforce
8 5 (1.52%) Xilinx
9 4 (1.21%) Dell
9 4 (1.21%) YouTube
10 3 (0.91%) Databricks
10 3 (0.91%) VMware
11 2 (0.61%) Adobe
11 2 (0.61%) EMC
11 2 (0.61%) F5
11 2 (0.61%) Foundry
12 1 (0.30%) Cisco