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

6 months to
5 Sep 2026
Same period 2025 Same period 2024
Rank 9 12 20
Rank change year-on-year +3 +8 -14
Permanent jobs citing Problem-Solving 311 354 540
As % of all permanent jobs in Scotland 8.25% 14.17% 11.92%
As % of the Processes & Methodologies category 11.94% 15.79% 13.91%
Number of salaries quoted 182 171 227
10th Percentile - £26,750 £26,250
25th Percentile £27,000 £30,150 £32,500
Median annual salary (50th Percentile) £33,500 £48,500 £47,500
Median % change year-on-year -30.93% +2.11% -0.12%
75th Percentile £57,500 £63,750 £62,500
90th Percentile £68,750 £72,500 £78,750
UK median annual salary £47,500 £45,000 £50,000
% change year-on-year +5.56% -10.00% -9.09%

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 2,605 2,242 3,883
As % of all permanent jobs advertised in Scotland 69.13% 89.72% 85.68%
Number of salaries quoted 1,523 975 1,719
10th Percentile £28,000 £26,929 £31,250
25th Percentile £35,000 £32,851 £42,489
Median annual salary (50th Percentile) £50,000 £40,000 £55,000
Median % change year-on-year +25.00% -27.27% -
75th Percentile £70,000 £63,374 £69,775
90th Percentile £85,000 £80,000 £80,250
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 5 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 5 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 +2 103 £37,500 -37.50% 211
Edinburgh -5 75 £32,500 -35.00% 236
West Lothian +4 23 £27,500 -59.26% 12
South Lanarkshire - 17 £44,000 - 4
Fife +3 16 £33,500 -34.63% 7
North Lanarkshire +3 12 £27,000 -14.96% 11
Lanarkshire +13 10 £50,000 +81.82% 148
Highlands +7 10 £29,250 - 8
Renfrewshire +3 7 £27,000 -14.96% 12
Clackmannanshire - 5 - -
Stirling -10 4 £27,000 -14.96% 9
Aberdeen -13 4 £52,500 +100.76% 28
Perth and Kinross - 3 £28,000 -
Moray -1 2 £62,500 - 1
Dunbartonshire -3 2 £16,640 - 5
Inverclyde -3 2 £50,000 +57.48% 1
Angus - 2 £42,500 - 10
Ayrshire - 2 £27,000 -
North Ayrshire - 2 £27,000 - 1
East Ayrshire - 2 £27,000 -
West Dunbartonshire - 2 £27,000 - 1
Orkney Islands - 1 - - 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 12 (3.86%) SharePoint
2 5 (1.61%) Microsoft Exchange
3 2 (0.64%) Confluence
3 2 (0.64%) IIS
4 1 (0.32%) Apache Airflow
4 1 (0.32%) Apache Spark
4 1 (0.32%) Oracle SOA Suite
Applications
1 26 (8.36%) Microsoft Office
2 19 (6.11%) Microsoft Excel
3 4 (1.29%) Simulink
4 3 (0.96%) MS Visio
4 3 (0.96%) Spreadsheet
5 1 (0.32%) 3ds Max
5 1 (0.32%) Adobe After Effects
5 1 (0.32%) Adobe Illustrator
5 1 (0.32%) Adobe Premiere
5 1 (0.32%) Blender
5 1 (0.32%) InDesign
5 1 (0.32%) Photoshop
5 1 (0.32%) PlantUML
5 1 (0.32%) Revit
5 1 (0.32%) Siemens NX
Business Applications
1 8 (2.57%) Dynamics NAV
2 2 (0.64%) SAP ERP
3 1 (0.32%) Elite 3E
3 1 (0.32%) Oracle Applications
3 1 (0.32%) Oracle EBS
3 1 (0.32%) SAP S/4HANA
3 1 (0.32%) Teamcenter
Cloud Services
1 52 (16.72%) Azure
2 49 (15.76%) Microsoft 365
3 20 (6.43%) AWS
3 20 (6.43%) Entra ID
4 9 (2.89%) GCP
5 7 (2.25%) Azure DevOps
6 6 (1.93%) SaaS
7 5 (1.61%) Power Platform
8 3 (0.96%) Snowflake
9 2 (0.64%) Azure AKS
9 2 (0.64%) Azure Monitor
9 2 (0.64%) Azure Sentinel
9 2 (0.64%) Dynamics 365
9 2 (0.64%) GitHub
9 2 (0.64%) Microsoft Purview
9 2 (0.64%) Serverless
10 1 (0.32%) Adobe Analytics
10 1 (0.32%) Google Analytics
10 1 (0.32%) MailChimp
10 1 (0.32%) SuccessFactors
Communications & Networking
1 14 (4.50%) WAN
2 13 (4.18%) LAN
2 13 (4.18%) VoIP
3 12 (3.86%) Firewall
4 11 (3.54%) VPN
5 10 (3.22%) Broadband
5 10 (3.22%) DNS
5 10 (3.22%) MPLS
6 5 (1.61%) DHCP
6 5 (1.61%) Internet
6 5 (1.61%) Network Security
7 4 (1.29%) SAN
8 2 (0.64%) BGP
8 2 (0.64%) OSPF
8 2 (0.64%) TCP/IP
9 1 (0.32%) ATM
9 1 (0.32%) Intranet
9 1 (0.32%) IPFIX
9 1 (0.32%) SNMP
9 1 (0.32%) SSL
Database & Business Intelligence
1 11 (3.54%) SQL Server
2 7 (2.25%) Electronic Patient Records
2 7 (2.25%) Tableau
3 6 (1.93%) Data Warehouse
4 5 (1.61%) Data Lake
4 5 (1.61%) Power BI
5 4 (1.29%) Relational Database
6 3 (0.96%) Oracle Database
7 2 (0.64%) BusinessObjects
7 2 (0.64%) Enterprise Data Warehouse
7 2 (0.64%) Oracle Reports
7 2 (0.64%) SAP BW
8 1 (0.32%) Amazon Redshift
8 1 (0.32%) Azure SQL Database
8 1 (0.32%) BigQuery
8 1 (0.32%) InfluxDB
8 1 (0.32%) Oracle Database 10g
8 1 (0.32%) Oracle Database 11g
8 1 (0.32%) Redis
8 1 (0.32%) SQL Server Reporting Services
Development Applications
1 10 (3.22%) Git
1 10 (3.22%) JIRA
2 2 (0.64%) Burp Suite
2 2 (0.64%) Claude Code
2 2 (0.64%) JMeter
2 2 (0.64%) Oracle Forms
3 1 (0.32%) Cucumber
3 1 (0.32%) ER Studio
3 1 (0.32%) Selenium
3 1 (0.32%) SonarQube
3 1 (0.32%) Visual Studio
3 1 (0.32%) WebDriver
3 1 (0.32%) Zephyr
General
1 184 (59.16%) Social Skills
2 87 (27.97%) Finance
3 69 (22.19%) Analytical Skills
4 49 (15.76%) Banking
5 33 (10.61%) Inclusion and Diversity
6 21 (6.75%) Aerospace
7 16 (5.14%) Manufacturing
8 15 (4.82%) Influencing Skills
9 14 (4.50%) Organisational Skills
9 14 (4.50%) Telecoms
10 13 (4.18%) Legal
10 13 (4.18%) Public Sector
11 12 (3.86%) Law
12 11 (3.54%) Retail
13 10 (3.22%) Electronics
13 10 (3.22%) Marketing
13 10 (3.22%) Military
14 6 (1.93%) Financial Institution
15 5 (1.61%) Games
15 5 (1.61%) Pharmaceutical
Job Titles
1 34 (10.93%) Analyst
2 29 (9.32%) Senior
3 28 (9.00%) IT Support
4 27 (8.68%) Lead
5 20 (6.43%) Developer
6 18 (5.79%) Support Analyst
6 18 (5.79%) Support Engineer
7 16 (5.14%) Administrator
7 16 (5.14%) Consultant
8 15 (4.82%) 2nd Line Engineer
8 15 (4.82%) IT Engineer
9 14 (4.50%) 2nd Line Support
9 14 (4.50%) 2nd Line Support Engineer
9 14 (4.50%) Technical Support
10 13 (4.18%) Engineering Manager
10 13 (4.18%) Technical Leader
11 11 (3.54%) Systems Engineer
11 11 (3.54%) Technical Engineer
12 10 (3.22%) Senior Analyst
12 10 (3.22%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 8 (2.57%) AWS CDK
2 7 (2.25%) .NET
3 3 (0.96%) React
3 3 (0.96%) RESTful
4 2 (0.64%) Playwright
4 2 (0.64%) PySpark
4 2 (0.64%) SAP Basis
4 2 (0.64%) SAP Fiori
4 2 (0.64%) Terraform
5 1 (0.32%) .NET Framework
5 1 (0.32%) Android SDK
5 1 (0.32%) CSS
5 1 (0.32%) gRPC
5 1 (0.32%) HTML
5 1 (0.32%) NestJS
5 1 (0.32%) Next.js
5 1 (0.32%) Node.js
5 1 (0.32%) OpenTelemetry
5 1 (0.32%) XML
5 1 (0.32%) XSLT
Miscellaneous
1 25 (8.04%) Driving Licence
2 24 (7.72%) Onboarding
3 16 (5.14%) Management Information System
4 14 (4.50%) FPGA
5 13 (4.18%) Cloud Native
6 11 (3.54%) Self-Motivation
7 9 (2.89%) AS400
7 9 (2.89%) Product Ownership
7 9 (2.89%) SystemC
8 7 (2.25%) Analytical Mindset
8 7 (2.25%) NHS
8 7 (2.25%) Social Media
9 6 (1.93%) Cyber Threat
9 6 (1.93%) VHDL
10 5 (1.61%) Data Centre
10 5 (1.61%) Mobile App
10 5 (1.61%) Verilog
11 4 (1.29%) Algorithms
11 4 (1.29%) Cyberattack
11 4 (1.29%) Embedded Systems
Operating Systems
1 24 (7.72%) Windows
2 10 (3.22%) Windows Server
3 4 (1.29%) Debian
3 4 (1.29%) Linux
3 4 (1.29%) Mac OS
3 4 (1.29%) Ubuntu
4 1 (0.32%) Android
4 1 (0.32%) Windows 10
Processes & Methodologies
1 119 (38.26%) Continuous Improvement
2 51 (16.40%) Coaching
3 43 (13.83%) Customer Service
4 41 (13.18%) Agile
5 35 (11.25%) Decision-Making
6 33 (10.61%) Collaborative Working
6 33 (10.61%) Emotional Intelligence
6 33 (10.61%) ITIL
6 33 (10.61%) Service Delivery
6 33 (10.61%) Stakeholder Management
7 32 (10.29%) Mentoring
8 29 (9.32%) AI
9 28 (9.00%) Analytics
9 28 (9.00%) ERP
10 27 (8.68%) Data Analysis
11 25 (8.04%) Project Delivery
12 24 (7.72%) Cybersecurity
13 22 (7.07%) DevOps
13 22 (7.07%) Disaster Recovery
14 19 (6.11%) Validation
Programming Languages
1 23 (7.40%) JavaScript
2 21 (6.75%) SQL
3 15 (4.82%) Python
4 14 (4.50%) TypeScript
5 9 (2.89%) RPG
6 7 (2.25%) Java
7 6 (1.93%) MATLAB
7 6 (1.93%) PowerShell
8 5 (1.61%) C#
8 5 (1.61%) SystemVerilog
9 4 (1.29%) PL/SQL
10 2 (0.64%) C
10 2 (0.64%) C++
10 2 (0.64%) T-SQL
11 1 (0.32%) Embedded C
11 1 (0.32%) Embedded C++
11 1 (0.32%) Scala
11 1 (0.32%) Shell Script
11 1 (0.32%) VB.NET
11 1 (0.32%) XPath
Qualifications
1 71 (22.83%) Degree
2 25 (8.04%) BPSS Clearance
3 23 (7.40%) Security Cleared
4 19 (6.11%) SC Cleared
5 18 (5.79%) DV Cleared
6 16 (5.14%) Chartered Engineer
7 12 (3.86%) HNC
8 10 (3.22%) HND
9 9 (2.89%) Microsoft Certification
10 5 (1.61%) CISSP
10 5 (1.61%) Master's Degree
10 5 (1.61%) PhD
11 4 (1.29%) A+ Certification
11 4 (1.29%) CCNA
11 4 (1.29%) Cisco Certification
11 4 (1.29%) CISM
11 4 (1.29%) CRISC
11 4 (1.29%) ITIL Certification
11 4 (1.29%) MCSE
11 4 (1.29%) Network+ Certification
Quality Assurance & Compliance
1 20 (6.43%) Accessibility
1 20 (6.43%) QA
2 4 (1.29%) ISO/IEC 27001
2 4 (1.29%) NIST
2 4 (1.29%) SLA
3 3 (0.96%) COBIT
3 3 (0.96%) GDPR
4 2 (0.64%) Actionable Recommendations
4 2 (0.64%) Data Quality
5 1 (0.32%) ISO 22301
5 1 (0.32%) ISO 9001
5 1 (0.32%) JTAG
5 1 (0.32%) NCSC
System Software
1 28 (9.00%) Active Directory
2 15 (4.82%) Firmware
3 5 (1.61%) Hyper-V
4 3 (0.96%) Docker
5 2 (0.64%) Embedded Firmware
6 1 (0.32%) Virtual Desktop
6 1 (0.32%) Virtual Machines
Systems Management
1 10 (3.22%) Microsoft Intune
2 3 (0.96%) Grafana
2 3 (0.96%) Kubernetes
3 1 (0.32%) Ansible
3 1 (0.32%) FortiGate
3 1 (0.32%) Functional Safety
3 1 (0.32%) Nagios
3 1 (0.32%) Prometheus
3 1 (0.32%) RSA Archer
3 1 (0.32%) ZABBIX
Vendors
1 81 (26.05%) Microsoft
2 12 (3.86%) Meraki
3 11 (3.54%) Fortinet
4 9 (2.89%) Google
4 9 (2.89%) IBM
4 9 (2.89%) SAP
5 8 (2.57%) Oracle
6 6 (1.93%) Alteryx
7 5 (1.61%) Salesforce
7 5 (1.61%) ServiceNow
7 5 (1.61%) Siemens
7 5 (1.61%) Xilinx
8 4 (1.29%) Databricks
8 4 (1.29%) Dell
9 2 (0.64%) Adobe
9 2 (0.64%) Citrix
9 2 (0.64%) EMC
9 2 (0.64%) VMware
9 2 (0.64%) Zscaler
10 1 (0.32%) Cisco