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

6 months to
20 Sep 2026
Same period 2025 Same period 2024
Rank 7 14 14
Rank change year-on-year +7 0 -8
Permanent jobs citing Problem-Solving 344 339 522
As % of all permanent jobs in Scotland 8.49% 13.39% 12.44%
As % of the Processes & Methodologies category 12.42% 14.90% 14.57%
Number of salaries quoted 194 174 209
10th Percentile £27,000 £25,684 £26,250
25th Percentile £27,125 £29,125 £32,500
Median annual salary (50th Percentile) £35,000 £47,000 £47,500
Median % change year-on-year -25.53% -1.05% -5.00%
75th Percentile £57,500 £63,750 £65,000
90th Percentile £68,750 £72,275 £80,000
UK median annual salary £46,743 £45,102 £52,500
% change year-on-year +3.64% -14.09% -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 2,770 2,275 3,583
As % of all permanent jobs advertised in Scotland 68.36% 89.85% 85.41%
Number of salaries quoted 1,642 996 1,582
10th Percentile £28,500 £26,750 £31,250
25th Percentile £35,000 £32,000 £41,250
Median annual salary (50th Percentile) £53,575 £38,000 £55,000
Median % change year-on-year +40.99% -30.91% +4.76%
75th Percentile £70,000 £61,250 £70,000
90th Percentile £95,000 £77,500 £82,450
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 20 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 20 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 -2 107 £37,625 -36.50% 165
Edinburgh +1 80 £36,000 -26.90% 193
West Lothian +5 25 £27,500 -54.17% 12
Fife +2 22 £33,500 -34.63% 9
South Lanarkshire - 19 £44,000 - 4
Lanarkshire +12 12 £50,000 +81.82% 45
North Lanarkshire +4 12 £27,000 -14.96% 4
Highlands +5 10 £29,250 - 13
Renfrewshire +4 9 £27,000 -14.96% 16
Stirling -3 9 £49,250 +55.12% 6
Aberdeen -11 6 £40,000 +52.96% 31
Clackmannanshire - 6 - - 1
Dunbartonshire -4 3 £16,640 - 1
Perth and Kinross - 3 £28,000 -
Moray -1 2 £62,500 - 1
Inverclyde -5 2 £50,000 +57.48% 3
West Dunbartonshire - 2 £27,000 - 1
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 12 (3.49%) SharePoint
2 5 (1.45%) Microsoft Exchange
3 2 (0.58%) Confluence
3 2 (0.58%) IIS
4 1 (0.29%) Apache Airflow
4 1 (0.29%) Apache Spark
4 1 (0.29%) Oracle SOA Suite
4 1 (0.29%) PowerFactory
Applications
1 30 (8.72%) Microsoft Office
2 22 (6.40%) Microsoft Excel
3 4 (1.16%) Simulink
4 3 (0.87%) Spreadsheet
5 2 (0.58%) MS Visio
5 2 (0.58%) Revit
6 1 (0.29%) 3ds Max
6 1 (0.29%) Adobe After Effects
6 1 (0.29%) Adobe Illustrator
6 1 (0.29%) Adobe Premiere
6 1 (0.29%) Blender
6 1 (0.29%) InDesign
6 1 (0.29%) Microsoft PowerPoint
6 1 (0.29%) Photoshop
6 1 (0.29%) PlantUML
6 1 (0.29%) Siemens NX
Business Applications
1 8 (2.33%) Dynamics NAV
2 2 (0.58%) SAP ERP
3 1 (0.29%) Elite 3E
3 1 (0.29%) Oracle Applications
3 1 (0.29%) Oracle EBS
3 1 (0.29%) SAP S/4HANA
3 1 (0.29%) Teamcenter
Cloud Services
1 55 (15.99%) Azure
2 51 (14.83%) Microsoft 365
3 22 (6.40%) Entra ID
4 21 (6.10%) AWS
5 8 (2.33%) GCP
6 7 (2.03%) Azure DevOps
6 7 (2.03%) Power Platform
7 6 (1.74%) SaaS
8 4 (1.16%) Dynamics 365
8 4 (1.16%) Serverless
8 4 (1.16%) Snowflake
9 3 (0.87%) Azure Data Factory
9 3 (0.87%) Azure Functions
9 3 (0.87%) Azure Logic Apps
9 3 (0.87%) Azure Synapse Analytics
9 3 (0.87%) GitHub
10 2 (0.58%) Amazon S3
10 2 (0.58%) AWS Step Functions
10 2 (0.58%) Azure Sentinel
10 2 (0.58%) Google Analytics
Communications & Networking
1 16 (4.65%) VoIP
1 16 (4.65%) WAN
2 15 (4.36%) Firewall
2 15 (4.36%) LAN
3 13 (3.78%) VPN
4 12 (3.49%) MPLS
5 11 (3.20%) DNS
6 9 (2.62%) Internet
7 6 (1.74%) Broadband
7 6 (1.74%) Network Security
8 5 (1.45%) DHCP
9 4 (1.16%) SAN
10 3 (0.87%) 5G
11 2 (0.58%) BGP
11 2 (0.58%) OSPF
11 2 (0.58%) TCP/IP
12 1 (0.29%) ATM
12 1 (0.29%) Intranet
12 1 (0.29%) SNMP
12 1 (0.29%) SSL
Database & Business Intelligence
1 11 (3.20%) SQL Server
2 8 (2.33%) Tableau
3 7 (2.03%) Data Lake
3 7 (2.03%) Data Warehouse
3 7 (2.03%) Electronic Patient Records
3 7 (2.03%) Power BI
4 4 (1.16%) Relational Database
5 3 (0.87%) Amazon Redshift
5 3 (0.87%) Oracle Database
6 2 (0.58%) Amazon Athena
6 2 (0.58%) BusinessObjects
6 2 (0.58%) Enterprise Data Warehouse
6 2 (0.58%) Oracle Reports
6 2 (0.58%) Parquet
6 2 (0.58%) SAP BW
7 1 (0.29%) Amazon Aurora
7 1 (0.29%) BigQuery
7 1 (0.29%) Data Vault
7 1 (0.29%) Delta Lake
7 1 (0.29%) InfluxDB
Development Applications
1 12 (3.49%) Git
2 11 (3.20%) JIRA
3 2 (0.58%) Burp Suite
3 2 (0.58%) Claude Code
3 2 (0.58%) JMeter
3 2 (0.58%) Oracle Forms
4 1 (0.29%) Cucumber
4 1 (0.29%) ER Studio
4 1 (0.29%) Jenkins
4 1 (0.29%) Selenium
4 1 (0.29%) SonarQube
4 1 (0.29%) Visual Studio
4 1 (0.29%) WebDriver
4 1 (0.29%) Zephyr
General
1 199 (57.85%) Social Skills
2 102 (29.65%) Finance
3 79 (22.97%) Analytical Skills
4 52 (15.12%) Banking
5 36 (10.47%) Inclusion and Diversity
6 27 (7.85%) Manufacturing
7 25 (7.27%) Aerospace
8 17 (4.94%) Organisational Skills
8 17 (4.94%) Public Sector
8 17 (4.94%) Retail
8 17 (4.94%) Telecoms
9 15 (4.36%) Electronics
9 15 (4.36%) Legal
10 13 (3.78%) Influencing Skills
10 13 (3.78%) Law
11 12 (3.49%) Military
12 10 (2.91%) Marketing
13 8 (2.33%) Pharmaceutical
14 6 (1.74%) Financial Institution
15 4 (1.16%) Documentation Skills
Job Titles
1 36 (10.47%) Analyst
2 30 (8.72%) Senior
3 27 (7.85%) IT Support
4 26 (7.56%) Lead
5 21 (6.10%) Developer
6 19 (5.52%) Support Engineer
7 17 (4.94%) 2nd Line Engineer
7 17 (4.94%) Consultant
7 17 (4.94%) Support Analyst
8 16 (4.65%) 2nd Line Support
8 16 (4.65%) 2nd Line Support Engineer
8 16 (4.65%) Technical Support
9 15 (4.36%) Administrator
10 14 (4.07%) IT Engineer
11 13 (3.78%) Engineering Manager
11 13 (3.78%) Technical Engineer
11 13 (3.78%) Technical Leader
12 12 (3.49%) 2nd Line Technical Support
12 12 (3.49%) 2nd Line Technical Support Engineer
12 12 (3.49%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 9 (2.62%) .NET
2 8 (2.33%) AWS CDK
3 5 (1.45%) React
4 4 (1.16%) PySpark
5 3 (0.87%) RESTful
6 2 (0.58%) Apache Avro
6 2 (0.58%) JSON
6 2 (0.58%) Playwright
6 2 (0.58%) SAP Basis
6 2 (0.58%) SAP Fiori
6 2 (0.58%) Terraform
7 1 (0.29%) Android SDK
7 1 (0.29%) CSS
7 1 (0.29%) gRPC
7 1 (0.29%) HTML
7 1 (0.29%) NestJS
7 1 (0.29%) Next.js
7 1 (0.29%) OpenTelemetry
7 1 (0.29%) XML
7 1 (0.29%) XSLT
Miscellaneous
1 29 (8.43%) Driving Licence
2 23 (6.69%) Onboarding
3 19 (5.52%) Management Information System
4 15 (4.36%) Cloud Native
4 15 (4.36%) Self-Motivation
5 14 (4.07%) FPGA
6 9 (2.62%) AS400
6 9 (2.62%) SystemC
7 8 (2.33%) Product Ownership
7 8 (2.33%) Social Media
8 7 (2.03%) Analytical Mindset
8 7 (2.03%) NHS
9 6 (1.74%) Data Centre
9 6 (1.74%) VHDL
10 5 (1.45%) Mobile App
10 5 (1.45%) Renewable Energy
10 5 (1.45%) Verilog
11 4 (1.16%) Embedded Systems
11 4 (1.16%) Podcast
11 4 (1.16%) Smartphone
Operating Systems
1 23 (6.69%) Windows
2 10 (2.91%) Windows Server
3 4 (1.16%) Debian
3 4 (1.16%) Linux
3 4 (1.16%) Mac OS
3 4 (1.16%) Ubuntu
4 1 (0.29%) Android
4 1 (0.29%) Windows 10
Processes & Methodologies
1 133 (38.66%) Continuous Improvement
2 55 (15.99%) Coaching
3 51 (14.83%) Customer Service
4 46 (13.37%) Agile
5 38 (11.05%) Decision-Making
5 38 (11.05%) Mentoring
5 38 (11.05%) Stakeholder Management
6 36 (10.47%) Collaborative Working
6 36 (10.47%) Emotional Intelligence
7 35 (10.17%) ERP
8 34 (9.88%) Analytics
9 32 (9.30%) Service Delivery
10 31 (9.01%) AI
11 30 (8.72%) ITIL
12 29 (8.43%) Project Delivery
13 28 (8.14%) Data Analysis
14 24 (6.98%) Disaster Recovery
15 23 (6.69%) DevOps
16 22 (6.40%) Software Engineering
16 22 (6.40%) Validation
Programming Languages
1 26 (7.56%) SQL
2 19 (5.52%) JavaScript
2 19 (5.52%) Python
3 14 (4.07%) TypeScript
4 9 (2.62%) Java
4 9 (2.62%) RPG
5 7 (2.03%) C#
6 6 (1.74%) MATLAB
6 6 (1.74%) PowerShell
7 5 (1.45%) SystemVerilog
8 4 (1.16%) PL/SQL
9 2 (0.58%) C
9 2 (0.58%) C++
9 2 (0.58%) T-SQL
10 1 (0.29%) ActionScript
10 1 (0.29%) Embedded C
10 1 (0.29%) Embedded C++
10 1 (0.29%) Shell Script
10 1 (0.29%) VB.NET
10 1 (0.29%) XPath
Qualifications
1 80 (23.26%) Degree
2 28 (8.14%) Security Cleared
3 25 (7.27%) BPSS Clearance
4 21 (6.10%) SC Cleared
5 18 (5.23%) DV Cleared
6 17 (4.94%) Chartered Engineer
6 17 (4.94%) HNC
7 13 (3.78%) HND
8 9 (2.62%) Microsoft Certification
9 6 (1.74%) Master's Degree
10 5 (1.45%) PhD
11 4 (1.16%) A+ Certification
11 4 (1.16%) ACCA
11 4 (1.16%) CCNA
11 4 (1.16%) CIMA
11 4 (1.16%) Cisco Certification
11 4 (1.16%) MCSE
11 4 (1.16%) Network+ Certification
12 3 (0.87%) CISSP
12 3 (0.87%) ISTQB
Quality Assurance & Compliance
1 25 (7.27%) Accessibility
2 20 (5.81%) QA
3 6 (1.74%) Data Quality
4 4 (1.16%) SLA
5 3 (0.87%) GDPR
6 2 (0.58%) Actionable Recommendations
6 2 (0.58%) ISO/IEC 27001
6 2 (0.58%) NIST
7 1 (0.29%) COBIT
7 1 (0.29%) GAAP
7 1 (0.29%) IFRS
7 1 (0.29%) ISO 22301
7 1 (0.29%) ISO 9001
7 1 (0.29%) JTAG
7 1 (0.29%) NCSC
System Software
1 30 (8.72%) Active Directory
2 15 (4.36%) Firmware
3 5 (1.45%) Docker
3 5 (1.45%) Hyper-V
4 2 (0.58%) Embedded Firmware
5 1 (0.29%) Virtual Desktop
5 1 (0.29%) Virtual Machines
Systems Management
1 10 (2.91%) Microsoft Intune
2 3 (0.87%) Grafana
2 3 (0.87%) Kubernetes
3 1 (0.29%) Ansible
3 1 (0.29%) FortiGate
3 1 (0.29%) Functional Safety
3 1 (0.29%) Nagios
3 1 (0.29%) Prometheus
3 1 (0.29%) RSA Archer
3 1 (0.29%) ZABBIX
Vendors
1 87 (25.29%) Microsoft
2 14 (4.07%) Meraki
3 13 (3.78%) Fortinet
4 11 (3.20%) Google
5 10 (2.91%) SAP
6 9 (2.62%) IBM
7 8 (2.33%) Oracle
8 7 (2.03%) Siemens
9 6 (1.74%) Alteryx
10 5 (1.45%) Salesforce
10 5 (1.45%) Xilinx
11 4 (1.16%) Databricks
11 4 (1.16%) Dell
11 4 (1.16%) YouTube
12 2 (0.58%) Adobe
12 2 (0.58%) EMC
12 2 (0.58%) Foundry
12 2 (0.58%) VMware
13 1 (0.29%) Altera
13 1 (0.29%) F5