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

6 months to
11 Sep 2026
Same period 2025 Same period 2024
Rank 9 11 19
Rank change year-on-year +2 +8 -13
Permanent jobs citing Problem-Solving 318 367 552
As % of all permanent jobs in Scotland 8.18% 14.48% 12.12%
As % of the Processes & Methodologies category 11.87% 16.10% 14.10%
Number of salaries quoted 187 185 219
10th Percentile - £25,684 £26,250
25th Percentile £27,000 £26,929 £32,500
Median annual salary (50th Percentile) £33,500 £42,500 £47,500
Median % change year-on-year -21.18% -10.53% -0.12%
75th Percentile £57,500 £63,000 £64,375
90th Percentile £68,750 £72,200 £79,000
UK median annual salary £47,000 £45,000 £51,750
% change year-on-year +4.44% -13.04% -5.91%

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 2,680 2,280 3,916
As % of all permanent jobs advertised in Scotland 68.97% 89.98% 86.01%
Number of salaries quoted 1,587 989 1,653
10th Percentile £28,000 £26,750 £31,250
25th Percentile £35,000 £32,000 £42,000
Median annual salary (50th Percentile) £50,500 £40,000 £55,000
Median % change year-on-year +26.25% -27.27% +4.76%
75th Percentile £70,000 £61,250 £70,000
90th Percentile £90,000 £79,800 £81,450
UK median annual salary £60,000 £55,000 £57,500
% change year-on-year +9.09% -4.35% -4.17%

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 11 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 11 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 -4 107 £37,250 -37.92% 100
Edinburgh -5 74 £32,500 -32.64% 67
West Lothian +5 24 £27,500 -47.62% 12
Fife +2 19 £33,500 -34.63% 13
South Lanarkshire - 17 £44,000 - 4
Lanarkshire +13 11 £48,750 +77.27% 48
Highlands +7 10 £29,250 - 8
North Lanarkshire +3 10 £27,000 -14.96% 7
Renfrewshire +4 8 £27,000 -14.96% 18
Aberdeen -11 5 £52,500 +100.76% 19
Clackmannanshire - 5 - - 1
Dunbartonshire -2 3 £16,640 - 2
Stirling -9 3 £27,000 -14.96% 4
Perth and Kinross - 3 £28,000 -
Moray 0 2 £62,500 - 1
Inverclyde -4 2 £50,000 +57.48% 3
West Dunbartonshire - 2 £27,000 -
Angus - 2 £42,500 - 5
Ayrshire - 2 £27,000 -
North Ayrshire - 2 £27,000 - 1
East Ayrshire - 2 £27,000 -
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 13 (4.09%) SharePoint
2 5 (1.57%) Microsoft Exchange
3 2 (0.63%) Confluence
3 2 (0.63%) IIS
4 1 (0.31%) Apache Airflow
4 1 (0.31%) Apache Spark
4 1 (0.31%) Oracle SOA Suite
4 1 (0.31%) PowerFactory
Applications
1 27 (8.49%) Microsoft Office
2 19 (5.97%) Microsoft Excel
3 4 (1.26%) Simulink
4 3 (0.94%) Spreadsheet
5 2 (0.63%) MS Visio
6 1 (0.31%) 3ds Max
6 1 (0.31%) Adobe After Effects
6 1 (0.31%) Adobe Illustrator
6 1 (0.31%) Adobe Premiere
6 1 (0.31%) Blender
6 1 (0.31%) InDesign
6 1 (0.31%) Photoshop
6 1 (0.31%) PlantUML
6 1 (0.31%) Revit
6 1 (0.31%) Siemens NX
Business Applications
1 8 (2.52%) Dynamics NAV
2 2 (0.63%) SAP ERP
3 1 (0.31%) Elite 3E
3 1 (0.31%) Oracle Applications
3 1 (0.31%) Oracle EBS
3 1 (0.31%) SAP S/4HANA
3 1 (0.31%) Teamcenter
Cloud Services
1 52 (16.35%) Azure
2 50 (15.72%) Microsoft 365
3 21 (6.60%) AWS
3 21 (6.60%) Entra ID
4 9 (2.83%) GCP
5 7 (2.20%) Azure DevOps
6 6 (1.89%) SaaS
7 5 (1.57%) Power Platform
8 3 (0.94%) Serverless
8 3 (0.94%) Snowflake
9 2 (0.63%) Azure AKS
9 2 (0.63%) Azure Data Factory
9 2 (0.63%) Azure Functions
9 2 (0.63%) Azure Logic Apps
9 2 (0.63%) Azure Monitor
9 2 (0.63%) Azure Sentinel
9 2 (0.63%) Azure Synapse Analytics
9 2 (0.63%) Dynamics 365
9 2 (0.63%) GitHub
9 2 (0.63%) Microsoft Purview
Communications & Networking
1 15 (4.72%) WAN
2 14 (4.40%) LAN
2 14 (4.40%) VoIP
3 13 (4.09%) Firewall
4 12 (3.77%) VPN
5 11 (3.46%) MPLS
6 10 (3.14%) DNS
7 6 (1.89%) Broadband
8 5 (1.57%) DHCP
8 5 (1.57%) Internet
8 5 (1.57%) Network Security
8 5 (1.57%) SAN
9 2 (0.63%) BGP
9 2 (0.63%) OSPF
9 2 (0.63%) TCP/IP
10 1 (0.31%) ATM
10 1 (0.31%) Intranet
10 1 (0.31%) SNMP
10 1 (0.31%) SSL
10 1 (0.31%) Wi-Fi
Database & Business Intelligence
1 11 (3.46%) SQL Server
2 7 (2.20%) Electronic Patient Records
2 7 (2.20%) Tableau
3 6 (1.89%) Data Lake
3 6 (1.89%) Data Warehouse
4 5 (1.57%) Power BI
5 4 (1.26%) Relational Database
6 3 (0.94%) Oracle Database
7 2 (0.63%) Amazon Redshift
7 2 (0.63%) BusinessObjects
7 2 (0.63%) Enterprise Data Warehouse
7 2 (0.63%) Oracle Reports
7 2 (0.63%) SAP BW
8 1 (0.31%) Azure SQL Database
8 1 (0.31%) BigQuery
8 1 (0.31%) DynamoDB
8 1 (0.31%) InfluxDB
8 1 (0.31%) Oracle BI Publisher
8 1 (0.31%) Oracle Database 10g
8 1 (0.31%) SQL Server Reporting Services
Development Applications
1 11 (3.46%) Git
2 10 (3.14%) JIRA
3 2 (0.63%) Burp Suite
3 2 (0.63%) Claude Code
3 2 (0.63%) JMeter
3 2 (0.63%) Oracle Forms
4 1 (0.31%) Cucumber
4 1 (0.31%) ER Studio
4 1 (0.31%) Selenium
4 1 (0.31%) SonarQube
4 1 (0.31%) Visual Studio
4 1 (0.31%) WebDriver
4 1 (0.31%) Zephyr
General
1 187 (58.81%) Social Skills
2 88 (27.67%) Finance
3 73 (22.96%) Analytical Skills
4 49 (15.41%) Banking
5 35 (11.01%) Inclusion and Diversity
6 23 (7.23%) Aerospace
7 19 (5.97%) Manufacturing
8 15 (4.72%) Influencing Skills
8 15 (4.72%) Telecoms
9 14 (4.40%) Legal
9 14 (4.40%) Organisational Skills
9 14 (4.40%) Public Sector
10 13 (4.09%) Retail
11 12 (3.77%) Electronics
11 12 (3.77%) Law
12 11 (3.46%) Military
13 10 (3.14%) Marketing
14 6 (1.89%) Financial Institution
14 6 (1.89%) Pharmaceutical
15 4 (1.26%) Documentation Skills
Job Titles
1 33 (10.38%) Analyst
2 28 (8.81%) IT Support
3 27 (8.49%) Senior
4 26 (8.18%) Lead
5 19 (5.97%) Developer
6 18 (5.66%) Support Analyst
6 18 (5.66%) Support Engineer
7 16 (5.03%) 2nd Line Engineer
7 16 (5.03%) Consultant
8 15 (4.72%) 2nd Line Support
8 15 (4.72%) 2nd Line Support Engineer
8 15 (4.72%) IT Engineer
8 15 (4.72%) Technical Support
9 14 (4.40%) Administrator
10 13 (4.09%) Engineering Manager
10 13 (4.09%) Technical Leader
11 12 (3.77%) Technical Engineer
12 11 (3.46%) 2nd Line Technical Support Engineer
12 11 (3.46%) Systems Engineer
12 11 (3.46%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 8 (2.52%) AWS CDK
2 7 (2.20%) .NET
3 3 (0.94%) PySpark
3 3 (0.94%) React
3 3 (0.94%) RESTful
4 2 (0.63%) Playwright
4 2 (0.63%) SAP Basis
4 2 (0.63%) SAP Fiori
4 2 (0.63%) Terraform
5 1 (0.31%) .NET Framework
5 1 (0.31%) Android SDK
5 1 (0.31%) Apache Avro
5 1 (0.31%) CSS
5 1 (0.31%) HTML
5 1 (0.31%) JSON
5 1 (0.31%) NestJS
5 1 (0.31%) Node.js
5 1 (0.31%) OpenTelemetry
5 1 (0.31%) XML
5 1 (0.31%) XSLT
Miscellaneous
1 27 (8.49%) Driving Licence
2 24 (7.55%) Onboarding
3 17 (5.35%) Management Information System
4 14 (4.40%) Cloud Native
4 14 (4.40%) FPGA
5 11 (3.46%) Self-Motivation
6 9 (2.83%) AS400
6 9 (2.83%) Product Ownership
6 9 (2.83%) SystemC
7 8 (2.52%) Analytical Mindset
8 7 (2.20%) NHS
8 7 (2.20%) Social Media
9 6 (1.89%) Data Centre
9 6 (1.89%) VHDL
10 5 (1.57%) Mobile App
10 5 (1.57%) Smartphone
10 5 (1.57%) Verilog
11 4 (1.26%) Algorithms
11 4 (1.26%) e-Learning
11 4 (1.26%) Embedded Systems
Operating Systems
1 24 (7.55%) Windows
2 10 (3.14%) Windows Server
3 4 (1.26%) Debian
3 4 (1.26%) Linux
3 4 (1.26%) Mac OS
3 4 (1.26%) Ubuntu
4 1 (0.31%) Android
4 1 (0.31%) Windows 10
Processes & Methodologies
1 124 (38.99%) Continuous Improvement
2 54 (16.98%) Coaching
3 45 (14.15%) Customer Service
4 42 (13.21%) Agile
5 36 (11.32%) Decision-Making
6 34 (10.69%) Stakeholder Management
7 33 (10.38%) Collaborative Working
7 33 (10.38%) Emotional Intelligence
7 33 (10.38%) Service Delivery
8 30 (9.43%) AI
8 30 (9.43%) ERP
8 30 (9.43%) ITIL
8 30 (9.43%) Mentoring
9 29 (9.12%) Analytics
10 27 (8.49%) Data Analysis
10 27 (8.49%) Project Delivery
11 23 (7.23%) DevOps
12 22 (6.92%) Disaster Recovery
13 21 (6.60%) Software Engineering
14 20 (6.29%) Validation
Programming Languages
1 22 (6.92%) SQL
2 19 (5.97%) JavaScript
3 16 (5.03%) Python
4 14 (4.40%) TypeScript
5 9 (2.83%) RPG
6 8 (2.52%) Java
7 6 (1.89%) MATLAB
7 6 (1.89%) PowerShell
8 5 (1.57%) C#
8 5 (1.57%) SystemVerilog
9 4 (1.26%) PL/SQL
10 2 (0.63%) C
10 2 (0.63%) C++
10 2 (0.63%) T-SQL
11 1 (0.31%) Embedded C
11 1 (0.31%) Embedded C++
11 1 (0.31%) Scala
11 1 (0.31%) Shell Script
11 1 (0.31%) VB.NET
11 1 (0.31%) XPath
Qualifications
1 73 (22.96%) Degree
2 26 (8.18%) BPSS Clearance
2 26 (8.18%) Security Cleared
3 20 (6.29%) SC Cleared
4 18 (5.66%) DV Cleared
5 17 (5.35%) Chartered Engineer
6 13 (4.09%) HNC
7 11 (3.46%) HND
8 10 (3.14%) Microsoft Certification
9 6 (1.89%) Master's Degree
10 5 (1.57%) A+ Certification
10 5 (1.57%) CCNA
10 5 (1.57%) Cisco Certification
10 5 (1.57%) CISSP
10 5 (1.57%) MCSE
10 5 (1.57%) Network+ Certification
10 5 (1.57%) PhD
11 4 (1.26%) CISM
11 4 (1.26%) CRISC
12 3 (0.94%) ISTQB
Quality Assurance & Compliance
1 22 (6.92%) Accessibility
2 20 (6.29%) QA
3 4 (1.26%) Data Quality
3 4 (1.26%) ISO/IEC 27001
3 4 (1.26%) NIST
3 4 (1.26%) SLA
4 3 (0.94%) COBIT
4 3 (0.94%) GDPR
5 2 (0.63%) Actionable Recommendations
6 1 (0.31%) GAAP
6 1 (0.31%) IFRS
6 1 (0.31%) ISO 22301
6 1 (0.31%) ISO 9001
6 1 (0.31%) JTAG
6 1 (0.31%) NCSC
System Software
1 29 (9.12%) Active Directory
2 15 (4.72%) Firmware
3 5 (1.57%) Hyper-V
4 3 (0.94%) Docker
5 2 (0.63%) Embedded Firmware
6 1 (0.31%) Virtual Desktop
6 1 (0.31%) Virtual Machines
Systems Management
1 10 (3.14%) Microsoft Intune
2 3 (0.94%) Grafana
2 3 (0.94%) Kubernetes
3 1 (0.31%) Ansible
3 1 (0.31%) FortiGate
3 1 (0.31%) Functional Safety
3 1 (0.31%) Nagios
3 1 (0.31%) Prometheus
3 1 (0.31%) RSA Archer
3 1 (0.31%) ZABBIX
Vendors
1 82 (25.79%) Microsoft
2 13 (4.09%) Meraki
3 12 (3.77%) Fortinet
4 9 (2.83%) Google
4 9 (2.83%) IBM
4 9 (2.83%) SAP
5 8 (2.52%) Oracle
6 6 (1.89%) Alteryx
6 6 (1.89%) Siemens
7 5 (1.57%) Dell
7 5 (1.57%) Salesforce
7 5 (1.57%) Xilinx
8 4 (1.26%) Databricks
9 2 (0.63%) Adobe
9 2 (0.63%) Citrix
9 2 (0.63%) EMC
9 2 (0.63%) VMware
9 2 (0.63%) YouTube
10 1 (0.31%) Cisco
10 1 (0.31%) SolarWinds