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

6 months to
24 Aug 2026
Same period 2025 Same period 2024
Rank 11 12 22
Rank change year-on-year +1 +10 -15
Permanent jobs citing Problem-Solving 300 377 585
As % of all permanent jobs in Scotland 8.29% 14.91% 11.72%
As % of the Processes & Methodologies category 11.90% 16.56% 13.54%
Number of salaries quoted 179 185 259
10th Percentile £26,250 £26,929 £26,250
25th Percentile £27,000 £29,500 £35,000
Median annual salary (50th Percentile) £33,500 £44,500 £45,000
Median % change year-on-year -24.72% -1.11% -6.31%
75th Percentile £57,500 £63,000 £62,500
90th Percentile £72,691 £72,200 £78,750
UK median annual salary £47,166 £45,635 £50,000
% change year-on-year +3.35% -8.73% -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 2,521 2,276 4,319
As % of all permanent jobs advertised in Scotland 69.70% 90.03% 86.54%
Number of salaries quoted 1,445 1,006 1,921
10th Percentile £28,000 £26,929 £31,250
25th Percentile £35,000 £32,851 £42,000
Median annual salary (50th Percentile) £50,000 £43,250 £55,000
Median % change year-on-year +15.61% -21.36% -
75th Percentile £67,500 £65,000 £68,750
90th Percentile £81,250 £82,500 £80,000
UK median annual salary £60,000 £55,000 £55,000
% 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 24 August 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 24 August 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 +3 104 £37,250 -37.92% 56
Edinburgh -8 73 £32,500 -35.00% 53
West Lothian +2 19 £27,500 -54.17% 3
South Lanarkshire - 17 £44,000 - 3
Fife +3 14 £33,500 -34.63% 3
North Lanarkshire +5 12 £27,000 -14.96% 7
Highlands +8 10 £29,250 - 7
Lanarkshire +15 8 £47,500 +72.73% 43
Renfrewshire +5 7 £27,000 -14.96% 9
Stirling -9 6 £46,575 +46.69% 4
Clackmannanshire - 5 - -
Aberdeen -15 3 £65,000 +148.57% 11
Perth and Kinross - 3 £28,000 -
Dunbartonshire -1 2 £16,640 - 5
Moray -1 2 £62,500 - 1
Inverclyde -5 2 £50,000 +57.48% 1
West Dunbartonshire - 2 £27,000 - 2
Angus - 2 £42,500 - 5
Ayrshire - 2 £27,000 -
North Ayrshire - 2 £27,000 -
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 10 (3.33%) SharePoint
2 5 (1.67%) Microsoft Exchange
3 2 (0.67%) Confluence
3 2 (0.67%) IIS
4 1 (0.33%) Apache Airflow
4 1 (0.33%) Apache Spark
4 1 (0.33%) Oracle SOA Suite
Applications
1 25 (8.33%) Microsoft Office
2 18 (6.00%) Microsoft Excel
3 5 (1.67%) MS Visio
4 4 (1.33%) Simulink
5 3 (1.00%) Spreadsheet
6 1 (0.33%) 3ds Max
6 1 (0.33%) Adobe After Effects
6 1 (0.33%) Adobe Illustrator
6 1 (0.33%) Adobe Premiere
6 1 (0.33%) Blender
6 1 (0.33%) InDesign
6 1 (0.33%) Photoshop
6 1 (0.33%) PlantUML
6 1 (0.33%) Revit
6 1 (0.33%) Siemens NX
Business Applications
1 8 (2.67%) Dynamics NAV
2 2 (0.67%) SAP ERP
3 1 (0.33%) Elite 3E
3 1 (0.33%) Oracle Applications
3 1 (0.33%) Oracle EBS
3 1 (0.33%) SAP S/4HANA
3 1 (0.33%) Teamcenter
Cloud Services
1 52 (17.33%) Azure
2 45 (15.00%) Microsoft 365
3 21 (7.00%) AWS
4 18 (6.00%) Entra ID
5 9 (3.00%) GCP
6 7 (2.33%) Azure DevOps
7 6 (2.00%) SaaS
8 5 (1.67%) Power Platform
9 3 (1.00%) Serverless
9 3 (1.00%) Snowflake
10 2 (0.67%) Azure AKS
10 2 (0.67%) Azure Monitor
10 2 (0.67%) Azure Sentinel
10 2 (0.67%) Dynamics 365
10 2 (0.67%) GitHub
10 2 (0.67%) Microsoft Purview
11 1 (0.33%) Adobe Analytics
11 1 (0.33%) Datadog
11 1 (0.33%) MailChimp
11 1 (0.33%) SuccessFactors
Communications & Networking
1 11 (3.67%) LAN
1 11 (3.67%) VoIP
1 11 (3.67%) WAN
2 10 (3.33%) Broadband
3 9 (3.00%) Firewall
4 8 (2.67%) DNS
4 8 (2.67%) MPLS
4 8 (2.67%) VPN
5 6 (2.00%) SAN
6 5 (1.67%) Internet
7 4 (1.33%) Network Security
8 3 (1.00%) DHCP
9 1 (0.33%) BGP
9 1 (0.33%) Intranet
9 1 (0.33%) IPFIX
9 1 (0.33%) OSPF
9 1 (0.33%) SNMP
9 1 (0.33%) TCP/IP
9 1 (0.33%) VLAN
9 1 (0.33%) Wireless
Database & Business Intelligence
1 11 (3.67%) SQL Server
2 7 (2.33%) Electronic Patient Records
2 7 (2.33%) Tableau
3 6 (2.00%) Data Warehouse
4 5 (1.67%) Data Lake
4 5 (1.67%) Power BI
5 4 (1.33%) Relational Database
6 3 (1.00%) Oracle Database
7 2 (0.67%) BusinessObjects
7 2 (0.67%) Enterprise Data Warehouse
7 2 (0.67%) Oracle Reports
7 2 (0.67%) SAP BW
8 1 (0.33%) Amazon Aurora
8 1 (0.33%) Amazon Redshift
8 1 (0.33%) BigQuery
8 1 (0.33%) Data Vault
8 1 (0.33%) Delta Lake
8 1 (0.33%) InfluxDB
8 1 (0.33%) Metadata
8 1 (0.33%) SQL Server Reporting Services
Development Applications
1 10 (3.33%) Git
1 10 (3.33%) JIRA
2 2 (0.67%) Burp Suite
2 2 (0.67%) Claude Code
2 2 (0.67%) JMeter
2 2 (0.67%) Oracle Forms
3 1 (0.33%) Cucumber
3 1 (0.33%) ER Studio
3 1 (0.33%) GitLab
3 1 (0.33%) Jenkins
3 1 (0.33%) Selenium
3 1 (0.33%) SonarQube
3 1 (0.33%) Visual Studio
3 1 (0.33%) WebDriver
3 1 (0.33%) Zephyr
General
1 183 (61.00%) Social Skills
2 85 (28.33%) Finance
3 72 (24.00%) Analytical Skills
4 48 (16.00%) Banking
5 33 (11.00%) Inclusion and Diversity
6 20 (6.67%) Aerospace
7 18 (6.00%) Influencing Skills
8 16 (5.33%) Public Sector
9 15 (5.00%) Legal
9 15 (5.00%) Organisational Skills
10 14 (4.67%) Manufacturing
11 12 (4.00%) Law
11 12 (4.00%) Telecoms
12 10 (3.33%) Marketing
12 10 (3.33%) Military
12 10 (3.33%) Retail
13 9 (3.00%) Electronics
14 6 (2.00%) Financial Institution
15 5 (1.67%) Games
15 5 (1.67%) Pharmaceutical
Job Titles
1 36 (12.00%) Analyst
2 31 (10.33%) Senior
3 27 (9.00%) Lead
4 26 (8.67%) IT Support
5 18 (6.00%) Developer
5 18 (6.00%) Support Analyst
6 17 (5.67%) IT Engineer
6 17 (5.67%) Support Engineer
7 15 (5.00%) Administrator
7 15 (5.00%) Consultant
8 13 (4.33%) 2nd Line Engineer
8 13 (4.33%) Technical Leader
9 12 (4.00%) 2nd Line Support
9 12 (4.00%) 2nd Line Support Engineer
9 12 (4.00%) Technical Support
10 11 (3.67%) Engineering Manager
10 11 (3.67%) Senior Analyst
11 10 (3.33%) IT Analyst
12 9 (3.00%) IT Support Analyst
12 9 (3.00%) Technical Engineer
Libraries, Frameworks & Software Standards
1 8 (2.67%) AWS CDK
2 5 (1.67%) .NET
3 3 (1.00%) RESTful
3 3 (1.00%) Terraform
4 2 (0.67%) Playwright
4 2 (0.67%) PySpark
4 2 (0.67%) React
4 2 (0.67%) SAP Basis
4 2 (0.67%) SAP Fiori
5 1 (0.33%) .NET Framework
5 1 (0.33%) Android SDK
5 1 (0.33%) CSS
5 1 (0.33%) gRPC
5 1 (0.33%) HTML
5 1 (0.33%) NestJS
5 1 (0.33%) Next.js
5 1 (0.33%) Node.js
5 1 (0.33%) OpenTelemetry
5 1 (0.33%) XML
5 1 (0.33%) XSLT
Miscellaneous
1 23 (7.67%) Onboarding
2 22 (7.33%) Driving Licence
3 17 (5.67%) Management Information System
4 14 (4.67%) FPGA
5 13 (4.33%) Cloud Native
6 11 (3.67%) Self-Motivation
7 9 (3.00%) Analytical Mindset
7 9 (3.00%) AS400
7 9 (3.00%) SystemC
8 8 (2.67%) Product Ownership
9 7 (2.33%) Data Centre
9 7 (2.33%) NHS
9 7 (2.33%) Social Media
10 6 (2.00%) Cyber Threat
10 6 (2.00%) Smartphone
10 6 (2.00%) VHDL
11 5 (1.67%) Verilog
12 4 (1.33%) Data Protection Act
12 4 (1.33%) e-Learning
12 4 (1.33%) Mobile App
Operating Systems
1 24 (8.00%) Windows
2 10 (3.33%) Windows Server
3 4 (1.33%) Mac OS
4 3 (1.00%) Debian
4 3 (1.00%) Linux
4 3 (1.00%) Ubuntu
5 1 (0.33%) Android
5 1 (0.33%) Windows 10
Processes & Methodologies
1 116 (38.67%) Continuous Improvement
2 52 (17.33%) Coaching
3 44 (14.67%) Customer Service
4 40 (13.33%) Agile
5 35 (11.67%) Decision-Making
6 33 (11.00%) Collaborative Working
6 33 (11.00%) Emotional Intelligence
6 33 (11.00%) ITIL
7 31 (10.33%) AI
7 31 (10.33%) Stakeholder Management
8 30 (10.00%) Mentoring
8 30 (10.00%) Service Delivery
9 27 (9.00%) Analytics
10 25 (8.33%) Cybersecurity
10 25 (8.33%) ERP
11 24 (8.00%) Data Analysis
12 23 (7.67%) DevOps
13 22 (7.33%) Disaster Recovery
14 21 (7.00%) Project Delivery
15 19 (6.33%) Software Engineering
Programming Languages
1 23 (7.67%) JavaScript
2 19 (6.33%) SQL
3 16 (5.33%) Python
4 14 (4.67%) TypeScript
5 9 (3.00%) RPG
6 7 (2.33%) Java
7 6 (2.00%) MATLAB
7 6 (2.00%) PowerShell
8 5 (1.67%) SystemVerilog
9 4 (1.33%) PL/SQL
10 3 (1.00%) C#
11 2 (0.67%) C
11 2 (0.67%) C++
11 2 (0.67%) T-SQL
12 1 (0.33%) Bash
12 1 (0.33%) Embedded C
12 1 (0.33%) Embedded C++
12 1 (0.33%) Scala
12 1 (0.33%) VB.NET
12 1 (0.33%) XPath
Qualifications
1 69 (23.00%) Degree
2 27 (9.00%) BPSS Clearance
3 22 (7.33%) Security Cleared
4 19 (6.33%) SC Cleared
5 18 (6.00%) DV Cleared
6 14 (4.67%) Chartered Engineer
7 12 (4.00%) Microsoft Certification
8 9 (3.00%) HNC
9 8 (2.67%) HND
10 6 (2.00%) A+ Certification
10 6 (2.00%) CCNA
10 6 (2.00%) Cisco Certification
10 6 (2.00%) CISSP
10 6 (2.00%) MCSE
10 6 (2.00%) Network+ Certification
11 5 (1.67%) CISM
11 5 (1.67%) CRISC
11 5 (1.67%) Master's Degree
11 5 (1.67%) PhD
12 4 (1.33%) ITIL Certification
Quality Assurance & Compliance
1 20 (6.67%) Accessibility
1 20 (6.67%) QA
2 5 (1.67%) ISO/IEC 27001
2 5 (1.67%) NIST
3 4 (1.33%) COBIT
3 4 (1.33%) SLA
4 3 (1.00%) GDPR
5 2 (0.67%) Actionable Recommendations
5 2 (0.67%) Data Quality
6 1 (0.33%) ISO 22301
6 1 (0.33%) ISO 9001
6 1 (0.33%) JTAG
6 1 (0.33%) NCSC
System Software
1 26 (8.67%) Active Directory
2 15 (5.00%) Firmware
3 4 (1.33%) Hyper-V
4 3 (1.00%) Docker
5 2 (0.67%) Embedded Firmware
6 1 (0.33%) Virtual Desktop
6 1 (0.33%) Virtual Machines
6 1 (0.33%) VMware Infrastructure
Systems Management
1 10 (3.33%) Microsoft Intune
2 3 (1.00%) Grafana
2 3 (1.00%) Kubernetes
3 1 (0.33%) Functional Safety
3 1 (0.33%) Nagios
3 1 (0.33%) Prometheus
3 1 (0.33%) RSA Archer
3 1 (0.33%) ZABBIX
Vendors
1 76 (25.33%) Microsoft
2 10 (3.33%) Google
2 10 (3.33%) Meraki
3 9 (3.00%) IBM
3 9 (3.00%) SAP
4 8 (2.67%) Fortinet
4 8 (2.67%) Oracle
5 6 (2.00%) Alteryx
5 6 (2.00%) Dell
6 5 (1.67%) Salesforce
6 5 (1.67%) ServiceNow
6 5 (1.67%) Siemens
6 5 (1.67%) Xilinx
7 4 (1.33%) Databricks
8 3 (1.00%) VMware
8 3 (1.00%) Zscaler
9 2 (0.67%) Adobe
9 2 (0.67%) Citrix
9 2 (0.67%) EMC
9 2 (0.67%) Sophos