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

6 months to
2 Oct 2026
Same period 2025 Same period 2024
Rank 10 14 11
Rank change year-on-year +4 -3 -5
Permanent jobs citing Problem-Solving 328 337 437
As % of all permanent jobs in Scotland 7.89% 13.11% 11.91%
As % of the Processes & Methodologies category 11.58% 14.43% 14.13%
Number of salaries quoted 172 173 190
10th Percentile £26,250 £25,684 £26,250
25th Percentile £31,250 £26,968 £32,500
Median annual salary (50th Percentile) £37,500 £37,500 £47,500
Median % change year-on-year - -21.05% -3.55%
75th Percentile £57,500 £63,750 £65,000
90th Percentile £69,875 £72,350 £87,750
UK median annual salary £46,584 £45,000 £52,500
% change year-on-year +3.52% -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 2,833 2,335 3,092
As % of all permanent jobs advertised in Scotland 68.12% 90.86% 84.27%
Number of salaries quoted 1,665 993 1,485
10th Percentile £30,000 £26,250 £31,250
25th Percentile £36,250 £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 £60,265 £70,000
90th Percentile £92,500 £77,500 £82,300
UK median annual salary £60,000 £55,000 £58,465
% change year-on-year +9.09% -5.93% -2.56%

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 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 2 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 -1 104 £38,000 -35.86% 196
Edinburgh +4 82 £36,000 +8.11% 233
West Lothian +6 26 £32,500 -45.83% 14
Fife +5 23 £33,500 -40.44% 10
South Lanarkshire - 15 £57,500 - 4
Highlands +8 12 £31,250 - 14
Lanarkshire +13 11 £50,000 +81.82% 56
Stirling -3 11 £58,750 +85.04% 10
Aberdeen -9 6 £40,000 +52.96% 42
Clackmannanshire - 6 - - 1
North Lanarkshire 0 4 £28,500 -10.24% 7
Renfrewshire -1 3 £48,875 +53.94% 11
Perth and Kinross -1 3 £28,000 -16.42% 1
Inverclyde -5 3 £50,000 +57.48% 3
Dunbartonshire -5 3 £16,640 - 1
Moray -1 2 £62,500 - 1
Angus - 2 £42,500 - 9
Falkirk 0 1 £47,500 - 4
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 (4.88%) 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 (10.67%) Microsoft Office
2 26 (7.93%) Microsoft Excel
3 4 (1.22%) 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 8 (2.44%) 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 (17.99%) Azure
2 56 (17.07%) Microsoft 365
3 23 (7.01%) Entra ID
4 19 (5.79%) AWS
5 9 (2.74%) Power Platform
6 8 (2.44%) GCP
7 6 (1.83%) Azure DevOps
7 6 (1.83%) Dynamics 365
7 6 (1.83%) SaaS
8 5 (1.52%) Serverless
8 5 (1.52%) Snowflake
9 4 (1.22%) Azure Functions
10 3 (0.91%) Azure Data Factory
10 3 (0.91%) Azure Logic Apps
10 3 (0.91%) Azure Synapse Analytics
10 3 (0.91%) GitHub
11 2 (0.61%) Amazon S3
11 2 (0.61%) Azure Sentinel
11 2 (0.61%) Google Analytics
11 2 (0.61%) IaaS
Communications & Networking
1 16 (4.88%) Firewall
1 16 (4.88%) VoIP
1 16 (4.88%) WAN
2 15 (4.57%) LAN
3 13 (3.96%) VPN
4 12 (3.66%) DNS
4 12 (3.66%) MPLS
5 9 (2.74%) Internet
6 7 (2.13%) Network Security
7 6 (1.83%) Broadband
8 5 (1.52%) DHCP
9 4 (1.22%) SAN
10 3 (0.91%) 5G
11 2 (0.61%) BGP
11 2 (0.61%) BIG-IP
11 2 (0.61%) F5 BIG-IP GTM
11 2 (0.61%) F5 BIG-IP LTM
11 2 (0.61%) OSPF
11 2 (0.61%) TCP/IP
12 1 (0.30%) Modbus
Database & Business Intelligence
1 11 (3.35%) SQL Server
2 9 (2.74%) Power BI
3 8 (2.44%) Data Warehouse
3 8 (2.44%) Tableau
4 7 (2.13%) Data Lake
4 7 (2.13%) Electronic Patient Records
5 4 (1.22%) 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%) Amazon Aurora
8 1 (0.30%) BigQuery
8 1 (0.30%) InfluxDB
8 1 (0.30%) Metadata
8 1 (0.30%) Oracle Database 10g
Development Applications
1 14 (4.27%) Git
2 12 (3.66%) 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
1 171 (52.13%) Social Skills
2 108 (32.93%) Finance
3 81 (24.70%) Analytical Skills
4 36 (10.98%) Inclusion and Diversity
5 33 (10.06%) Manufacturing
6 26 (7.93%) Aerospace
7 20 (6.10%) Banking
8 19 (5.79%) Electronics
8 19 (5.79%) Retail
9 18 (5.49%) Organisational Skills
9 18 (5.49%) Public Sector
10 17 (5.18%) Telecoms
11 15 (4.57%) Legal
12 13 (3.96%) Law
13 12 (3.66%) Military
14 11 (3.35%) Influencing Skills
15 10 (3.05%) Marketing
16 8 (2.44%) Pharmaceutical
17 6 (1.83%) Financial Institution
18 4 (1.22%) Documentation Skills
Job Titles
1 39 (11.89%) Analyst
2 33 (10.06%) Senior
3 26 (7.93%) IT Support
4 25 (7.62%) Lead
5 24 (7.32%) Developer
6 19 (5.79%) Support Engineer
7 18 (5.49%) Consultant
8 17 (5.18%) 2nd Line Engineer
8 17 (5.18%) Administrator
9 16 (4.88%) 2nd Line Support
9 16 (4.88%) 2nd Line Support Engineer
9 16 (4.88%) Support Analyst
9 16 (4.88%) Technical Support
10 14 (4.27%) IT Engineer
11 13 (3.96%) Engineering Manager
11 13 (3.96%) Technical Engineer
12 12 (3.66%) 2nd Line Technical Support
12 12 (3.66%) 2nd Line Technical Support Engineer
12 12 (3.66%) Technical Leader
12 12 (3.66%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 12 (3.66%) .NET
2 10 (3.05%) React
3 7 (2.13%) AWS CDK
4 3 (0.91%) PySpark
4 3 (0.91%) RESTful
4 3 (0.91%) Terraform
5 2 (0.61%) Apache Avro
5 2 (0.61%) CSS
5 2 (0.61%) HTML
5 2 (0.61%) JSON
5 2 (0.61%) Node.js
5 2 (0.61%) Playwright
5 2 (0.61%) SAP Basis
5 2 (0.61%) SAP Fiori
6 1 (0.30%) LlamaIndex
6 1 (0.30%) Microsoft Graph
6 1 (0.30%) NestJS
6 1 (0.30%) OpenTelemetry
6 1 (0.30%) Semantic Kernel
6 1 (0.30%) Vue
Miscellaneous
1 30 (9.15%) Driving Licence
2 25 (7.62%) Onboarding
3 15 (4.57%) Management Information System
3 15 (4.57%) Self-Motivation
4 14 (4.27%) FPGA
5 13 (3.96%) Cloud Native
6 9 (2.74%) AS400
6 9 (2.74%) SystemC
7 8 (2.44%) Data Centre
7 8 (2.44%) Product Ownership
7 8 (2.44%) Social Media
8 7 (2.13%) NHS
9 6 (1.83%) Analytical Mindset
9 6 (1.83%) Renewable Energy
9 6 (1.83%) VHDL
10 5 (1.52%) Embedded Systems
10 5 (1.52%) Mobile App
10 5 (1.52%) Verilog
10 5 (1.52%) Web Conferencing
11 4 (1.22%) Enterprise Software
Operating Systems
1 24 (7.32%) Windows
2 10 (3.05%) Windows Server
3 4 (1.22%) Debian
3 4 (1.22%) Linux
3 4 (1.22%) Mac OS
3 4 (1.22%) Ubuntu
4 1 (0.30%) Android
4 1 (0.30%) Windows 10
Processes & Methodologies
1 104 (31.71%) Continuous Improvement
2 52 (15.85%) Customer Service
3 43 (13.11%) Agile
4 42 (12.80%) Mentoring
5 41 (12.50%) Decision-Making
5 41 (12.50%) Stakeholder Management
6 37 (11.28%) ERP
7 33 (10.06%) AI
7 33 (10.06%) Collaborative Working
8 32 (9.76%) Service Delivery
9 31 (9.45%) Analytics
10 30 (9.15%) Project Delivery
11 27 (8.23%) ITIL
12 26 (7.93%) Data Analysis
13 24 (7.32%) Coaching
13 24 (7.32%) Software Engineering
14 23 (7.01%) Validation
15 22 (6.71%) CI/CD
15 22 (6.71%) Disaster Recovery
16 21 (6.40%) DevOps
Programming Languages
1 30 (9.15%) SQL
2 22 (6.71%) Python
3 20 (6.10%) JavaScript
4 15 (4.57%) TypeScript
5 11 (3.35%) C#
6 9 (2.74%) Java
6 9 (2.74%) RPG
7 6 (1.83%) MATLAB
7 6 (1.83%) PowerShell
8 5 (1.52%) SystemVerilog
9 4 (1.22%) 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%) Embedded C
11 1 (0.30%) Embedded C++
11 1 (0.30%) Shell Script
11 1 (0.30%) VB.NET
11 1 (0.30%) XPath
Qualifications
1 85 (25.91%) Degree
2 30 (9.15%) Security Cleared
3 25 (7.62%) BPSS Clearance
4 21 (6.40%) SC Cleared
5 20 (6.10%) HNC
6 18 (5.49%) DV Cleared
7 17 (5.18%) Chartered Engineer
8 16 (4.88%) HND
9 9 (2.74%) Microsoft Certification
10 6 (1.83%) Master's Degree
11 5 (1.52%) PhD
12 4 (1.22%) A+ Certification
12 4 (1.22%) CCNA
12 4 (1.22%) Cisco Certification
12 4 (1.22%) MCSE
12 4 (1.22%) Network+ Certification
13 3 (0.91%) ACCA
13 3 (0.91%) CIMA
13 3 (0.91%) ISTQB
14 2 (0.61%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 26 (7.93%) Accessibility
2 20 (6.10%) QA
3 9 (2.74%) Data Quality
4 5 (1.52%) GDPR
5 4 (1.22%) 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 (9.45%) Active Directory
2 15 (4.57%) Firmware
3 9 (2.74%) 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
Systems Management
1 10 (3.05%) Microsoft Intune
2 4 (1.22%) 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
1 100 (30.49%) Microsoft
2 14 (4.27%) Meraki
3 13 (3.96%) Fortinet
4 12 (3.66%) Google
5 10 (3.05%) SAP
6 9 (2.74%) IBM
7 8 (2.44%) Oracle
8 7 (2.13%) Siemens
9 6 (1.83%) Alteryx
10 5 (1.52%) Salesforce
10 5 (1.52%) Xilinx
11 4 (1.22%) Dell
11 4 (1.22%) YouTube
12 3 (0.91%) Databricks
13 2 (0.61%) Adobe
13 2 (0.61%) EMC
13 2 (0.61%) F5
13 2 (0.61%) Foundry
13 2 (0.61%) VMware
14 1 (0.30%) SolarWinds