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

6 months to
16 Sep 2026
Same period 2025 Same period 2024
Rank 8 14 16
Rank change year-on-year +6 +2 -10
Permanent jobs citing Problem-Solving 332 340 540
As % of all permanent jobs in Scotland 8.44% 13.43% 12.36%
As % of the Processes & Methodologies category 12.33% 14.93% 14.40%
Number of salaries quoted 187 173 211
10th Percentile - £25,684 £26,250
25th Percentile £27,000 £29,500 £35,000
Median annual salary (50th Percentile) £33,500 £48,000 £47,500
Median % change year-on-year -30.21% +1.05% -5.00%
75th Percentile £57,500 £63,750 £65,000
90th Percentile £68,750 £75,972 £78,750
UK median annual salary £47,000 £46,000 £52,500
% change year-on-year +2.17% -12.38% -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 2,693 2,277 3,750
As % of all permanent jobs advertised in Scotland 68.45% 89.96% 85.83%
Number of salaries quoted 1,596 1,000 1,592
10th Percentile £28,000 £26,946 £31,250
25th Percentile £35,000 £32,000 £41,688
Median annual salary (50th Percentile) £52,500 £38,000 £55,000
Median % change year-on-year +38.16% -30.91% +4.76%
75th Percentile £70,000 £61,250 £70,000
90th Percentile £95,000 £77,625 £81,950
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 16 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 16 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 -2 105 £37,250 -37.13% 230
Edinburgh -5 76 £32,500 -35.00% 277
West Lothian +5 25 £27,500 -54.17% 13
Fife +3 21 £33,500 -34.63% 6
South Lanarkshire - 19 £44,000 - 3
Lanarkshire +14 12 £50,000 +81.82% 123
North Lanarkshire +5 12 £27,000 -14.96% 7
Highlands +4 10 £29,250 - 11
Renfrewshire +4 8 £27,000 -14.96% 14
Stirling -6 7 £28,500 -10.24% 6
Aberdeen -14 5 £52,500 +100.76% 40
Clackmannanshire - 5 - - 2
Dunbartonshire -2 3 £16,640 - 3
Perth and Kinross - 3 £28,000 - 1
Moray -1 2 £62,500 - 1
Inverclyde -4 2 £50,000 +57.48% 3
West Dunbartonshire - 2 £27,000 - 3
North Ayrshire - 2 £27,000 - 1
East Ayrshire - 2 £27,000 - 1
Angus - 2 £42,500 - 9
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 (3.61%) SharePoint
2 5 (1.51%) Microsoft Exchange
3 2 (0.60%) Confluence
3 2 (0.60%) IIS
4 1 (0.30%) Apache Airflow
4 1 (0.30%) Apache Spark
4 1 (0.30%) Oracle SOA Suite
4 1 (0.30%) PowerFactory
Applications
1 28 (8.43%) Microsoft Office
2 21 (6.33%) Microsoft Excel
3 4 (1.20%) Simulink
4 3 (0.90%) Spreadsheet
5 2 (0.60%) MS Visio
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%) Photoshop
6 1 (0.30%) PlantUML
6 1 (0.30%) Revit
6 1 (0.30%) Siemens NX
Business Applications
1 8 (2.41%) Dynamics NAV
2 2 (0.60%) 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 55 (16.57%) Azure
2 50 (15.06%) Microsoft 365
3 22 (6.63%) Entra ID
4 21 (6.33%) AWS
5 8 (2.41%) GCP
6 7 (2.11%) Azure DevOps
6 7 (2.11%) Power Platform
7 6 (1.81%) SaaS
8 4 (1.20%) Serverless
8 4 (1.20%) Snowflake
9 3 (0.90%) Azure Data Factory
9 3 (0.90%) Azure Functions
9 3 (0.90%) Azure Logic Apps
9 3 (0.90%) Azure Synapse Analytics
10 2 (0.60%) AWS Lambda
10 2 (0.60%) AWS Step Functions
10 2 (0.60%) Azure AKS
10 2 (0.60%) Azure Monitor
10 2 (0.60%) Azure Sentinel
10 2 (0.60%) Dynamics 365
Communications & Networking
1 16 (4.82%) VoIP
1 16 (4.82%) WAN
2 15 (4.52%) LAN
3 14 (4.22%) Firewall
4 13 (3.92%) VPN
5 12 (3.61%) MPLS
6 10 (3.01%) DNS
7 8 (2.41%) Internet
8 6 (1.81%) Broadband
9 5 (1.51%) DHCP
9 5 (1.51%) Network Security
10 4 (1.20%) SAN
11 3 (0.90%) 5G
12 2 (0.60%) BGP
12 2 (0.60%) OSPF
12 2 (0.60%) TCP/IP
13 1 (0.30%) ATM
13 1 (0.30%) Intranet
13 1 (0.30%) SNMP
13 1 (0.30%) SSL
Database & Business Intelligence
1 11 (3.31%) SQL Server
2 8 (2.41%) Tableau
3 7 (2.11%) Data Lake
3 7 (2.11%) Data Warehouse
3 7 (2.11%) Electronic Patient Records
3 7 (2.11%) Power BI
4 4 (1.20%) Relational Database
5 3 (0.90%) Amazon Redshift
5 3 (0.90%) Oracle Database
6 2 (0.60%) Amazon Athena
6 2 (0.60%) BusinessObjects
6 2 (0.60%) Enterprise Data Warehouse
6 2 (0.60%) Oracle Reports
6 2 (0.60%) Parquet
6 2 (0.60%) SAP BW
7 1 (0.30%) Amazon Aurora
7 1 (0.30%) Data Vault
7 1 (0.30%) Delta Lake
7 1 (0.30%) Metadata
7 1 (0.30%) Oracle Database 10g
Development Applications
1 12 (3.61%) Git
2 10 (3.01%) JIRA
3 2 (0.60%) Burp Suite
3 2 (0.60%) Claude Code
3 2 (0.60%) JMeter
3 2 (0.60%) Oracle Forms
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
1 192 (57.83%) Social Skills
2 98 (29.52%) Finance
3 77 (23.19%) Analytical Skills
4 51 (15.36%) Banking
5 36 (10.84%) Inclusion and Diversity
6 24 (7.23%) Aerospace
7 23 (6.93%) Manufacturing
8 17 (5.12%) Public Sector
8 17 (5.12%) Telecoms
9 15 (4.52%) Legal
9 15 (4.52%) Retail
10 14 (4.22%) Influencing Skills
10 14 (4.22%) Organisational Skills
11 13 (3.92%) Electronics
12 12 (3.61%) Law
12 12 (3.61%) Military
13 9 (2.71%) Marketing
14 7 (2.11%) Pharmaceutical
15 6 (1.81%) Financial Institution
16 4 (1.20%) Documentation Skills
Job Titles
1 35 (10.54%) Analyst
2 31 (9.34%) Senior
3 27 (8.13%) IT Support
4 26 (7.83%) Lead
5 21 (6.33%) Developer
6 19 (5.72%) Support Engineer
7 17 (5.12%) 2nd Line Engineer
7 17 (5.12%) Support Analyst
8 16 (4.82%) 2nd Line Support
8 16 (4.82%) 2nd Line Support Engineer
8 16 (4.82%) Consultant
8 16 (4.82%) Technical Support
9 15 (4.52%) Administrator
10 14 (4.22%) IT Engineer
11 13 (3.92%) Engineering Manager
11 13 (3.92%) Technical Engineer
11 13 (3.92%) Technical Leader
12 12 (3.61%) 2nd Line Technical Support
12 12 (3.61%) 2nd Line Technical Support Engineer
12 12 (3.61%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 9 (2.71%) .NET
2 8 (2.41%) AWS CDK
3 5 (1.51%) React
4 4 (1.20%) PySpark
5 3 (0.90%) RESTful
6 2 (0.60%) Apache Avro
6 2 (0.60%) JSON
6 2 (0.60%) Playwright
6 2 (0.60%) SAP Basis
6 2 (0.60%) SAP Fiori
6 2 (0.60%) Terraform
7 1 (0.30%) CSS
7 1 (0.30%) gRPC
7 1 (0.30%) HTML
7 1 (0.30%) NestJS
7 1 (0.30%) Next.js
7 1 (0.30%) Node.js
7 1 (0.30%) OpenTelemetry
7 1 (0.30%) XML
7 1 (0.30%) XSLT
Miscellaneous
1 28 (8.43%) Driving Licence
2 23 (6.93%) Onboarding
3 19 (5.72%) Management Information System
4 15 (4.52%) Cloud Native
5 14 (4.22%) FPGA
5 14 (4.22%) Self-Motivation
6 9 (2.71%) AS400
6 9 (2.71%) SystemC
7 8 (2.41%) Product Ownership
8 7 (2.11%) Analytical Mindset
8 7 (2.11%) NHS
8 7 (2.11%) Social Media
9 6 (1.81%) VHDL
10 5 (1.51%) Data Centre
10 5 (1.51%) Mobile App
10 5 (1.51%) Verilog
11 4 (1.20%) Algorithms
11 4 (1.20%) Embedded Systems
11 4 (1.20%) Renewable Energy
11 4 (1.20%) Web Conferencing
Operating Systems
1 22 (6.63%) Windows
2 10 (3.01%) Windows Server
3 4 (1.20%) Debian
3 4 (1.20%) Linux
3 4 (1.20%) Mac OS
3 4 (1.20%) Ubuntu
4 1 (0.30%) Android
4 1 (0.30%) Windows 10
Processes & Methodologies
1 128 (38.55%) Continuous Improvement
2 55 (16.57%) Coaching
3 51 (15.36%) Customer Service
4 45 (13.55%) Agile
5 38 (11.45%) Decision-Making
6 36 (10.84%) Collaborative Working
6 36 (10.84%) Emotional Intelligence
6 36 (10.84%) Mentoring
6 36 (10.84%) Stakeholder Management
7 33 (9.94%) Analytics
7 33 (9.94%) ERP
8 32 (9.64%) Service Delivery
9 30 (9.04%) AI
10 29 (8.73%) ITIL
11 28 (8.43%) Project Delivery
12 27 (8.13%) Data Analysis
13 24 (7.23%) Disaster Recovery
14 23 (6.93%) DevOps
15 22 (6.63%) Software Engineering
16 21 (6.33%) Validation
Programming Languages
1 26 (7.83%) SQL
2 19 (5.72%) JavaScript
3 18 (5.42%) Python
4 14 (4.22%) TypeScript
5 9 (2.71%) Java
5 9 (2.71%) RPG
6 7 (2.11%) C#
7 6 (1.81%) MATLAB
7 6 (1.81%) PowerShell
8 5 (1.51%) SystemVerilog
9 4 (1.20%) PL/SQL
10 2 (0.60%) C
10 2 (0.60%) C++
10 2 (0.60%) T-SQL
11 1 (0.30%) Embedded C
11 1 (0.30%) Embedded C++
11 1 (0.30%) Scala
11 1 (0.30%) Shell Script
11 1 (0.30%) VB.NET
11 1 (0.30%) XPath
Qualifications
1 76 (22.89%) Degree
2 27 (8.13%) Security Cleared
3 25 (7.53%) BPSS Clearance
4 21 (6.33%) SC Cleared
5 18 (5.42%) DV Cleared
6 17 (5.12%) Chartered Engineer
7 14 (4.22%) HNC
8 11 (3.31%) HND
9 9 (2.71%) Microsoft Certification
10 6 (1.81%) Master's Degree
11 5 (1.51%) PhD
12 4 (1.20%) A+ Certification
12 4 (1.20%) ACCA
12 4 (1.20%) CCNA
12 4 (1.20%) CIMA
12 4 (1.20%) Cisco Certification
12 4 (1.20%) CISSP
12 4 (1.20%) MCSE
12 4 (1.20%) Network+ Certification
13 3 (0.90%) CISM
Quality Assurance & Compliance
1 25 (7.53%) Accessibility
2 20 (6.02%) QA
3 6 (1.81%) Data Quality
4 4 (1.20%) SLA
5 3 (0.90%) GDPR
5 3 (0.90%) ISO/IEC 27001
5 3 (0.90%) NIST
6 2 (0.60%) Actionable Recommendations
6 2 (0.60%) COBIT
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%) JTAG
7 1 (0.30%) NCSC
System Software
1 30 (9.04%) Active Directory
2 15 (4.52%) Firmware
3 5 (1.51%) Docker
3 5 (1.51%) Hyper-V
4 2 (0.60%) Embedded Firmware
5 1 (0.30%) Virtual Desktop
5 1 (0.30%) Virtual Machines
Systems Management
1 10 (3.01%) Microsoft Intune
2 3 (0.90%) Grafana
2 3 (0.90%) Kubernetes
3 1 (0.30%) Ansible
3 1 (0.30%) FortiGate
3 1 (0.30%) Functional Safety
3 1 (0.30%) Nagios
3 1 (0.30%) Prometheus
3 1 (0.30%) RSA Archer
3 1 (0.30%) ZABBIX
Vendors
1 83 (25.00%) Microsoft
2 14 (4.22%) Meraki
3 13 (3.92%) Fortinet
4 9 (2.71%) Google
4 9 (2.71%) IBM
4 9 (2.71%) SAP
5 8 (2.41%) Oracle
6 6 (1.81%) Alteryx
6 6 (1.81%) Siemens
7 5 (1.51%) Salesforce
7 5 (1.51%) Xilinx
8 4 (1.20%) Databricks
8 4 (1.20%) Dell
8 4 (1.20%) YouTube
9 2 (0.60%) Adobe
9 2 (0.60%) EMC
9 2 (0.60%) Foundry
9 2 (0.60%) VMware
10 1 (0.30%) HubSpot
10 1 (0.30%) ServiceNow