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

6 months to
13 Sep 2026
Same period 2025 Same period 2024
Rank 10 11 19
Rank change year-on-year +1 +8 -13
Permanent jobs citing Problem-Solving 317 355 556
As % of all permanent jobs in Scotland 8.13% 13.98% 12.21%
As % of the Processes & Methodologies category 11.85% 15.54% 14.18%
Number of salaries quoted 184 172 222
10th Percentile - £25,684 £26,025
25th Percentile £27,000 £29,500 £32,500
Median annual salary (50th Percentile) £33,500 £47,000 £47,500
Median % change year-on-year -28.72% -1.05% -0.12%
75th Percentile £57,500 £63,750 £63,750
90th Percentile £68,750 £76,406 £78,750
UK median annual salary £47,000 £45,000 £52,500
% change year-on-year +4.44% -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 2,674 2,285 3,920
As % of all permanent jobs advertised in Scotland 68.60% 89.96% 86.06%
Number of salaries quoted 1,580 997 1,643
10th Percentile £28,450 £26,650 £31,250
25th Percentile £35,000 £32,200 £41,479
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 £92,750 £78,750 £81,250
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 13 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 13 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 -2 104 £37,500 -37.50% 127
Edinburgh -5 74 £32,500 -35.00% 103
West Lothian +5 24 £27,500 -54.17% 18
Fife +2 19 £33,500 -34.63% 16
South Lanarkshire - 18 £44,000 - 3
Lanarkshire +13 11 £48,750 +77.27% 48
Highlands +6 10 £29,250 - 8
North Lanarkshire +3 10 £27,000 -14.96% 6
Renfrewshire +4 8 £27,000 -14.96% 23
Aberdeen -11 5 £52,500 +100.76% 25
Clackmannanshire - 5 - - 2
Stirling -9 4 £48,500 +52.76% 4
Dunbartonshire -2 3 £16,640 - 1
Perth and Kinross - 3 £28,000 - 1
Moray 0 2 £62,500 - 1
Inverclyde -5 2 £50,000 +57.48% 4
West Dunbartonshire - 2 £27,000 - 5
Angus - 2 £42,500 - 5
Ayrshire - 2 £27,000 -
North Ayrshire - 2 £27,000 - 1
East Ayrshire - 2 £27,000 - 1
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 (3.79%) SharePoint
2 5 (1.58%) Microsoft Exchange
3 2 (0.63%) Confluence
3 2 (0.63%) IIS
4 1 (0.32%) Apache Airflow
4 1 (0.32%) Apache Spark
4 1 (0.32%) Oracle SOA Suite
4 1 (0.32%) PowerFactory
Applications
1 27 (8.52%) Microsoft Office
2 19 (5.99%) Microsoft Excel
3 4 (1.26%) Simulink
4 3 (0.95%) Spreadsheet
5 2 (0.63%) MS Visio
6 1 (0.32%) 3ds Max
6 1 (0.32%) Adobe After Effects
6 1 (0.32%) Adobe Illustrator
6 1 (0.32%) Adobe Premiere
6 1 (0.32%) Blender
6 1 (0.32%) InDesign
6 1 (0.32%) Photoshop
6 1 (0.32%) PlantUML
6 1 (0.32%) Revit
6 1 (0.32%) Siemens NX
Business Applications
1 8 (2.52%) Dynamics NAV
2 2 (0.63%) 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 (16.40%) Azure
2 48 (15.14%) Microsoft 365
3 21 (6.62%) AWS
3 21 (6.62%) Entra ID
4 8 (2.52%) GCP
5 7 (2.21%) Azure DevOps
6 6 (1.89%) SaaS
7 5 (1.58%) Power Platform
8 4 (1.26%) Serverless
9 3 (0.95%) Azure Data Factory
9 3 (0.95%) Azure Functions
9 3 (0.95%) Azure Logic Apps
9 3 (0.95%) Azure Synapse Analytics
9 3 (0.95%) Snowflake
10 2 (0.63%) AWS Lambda
10 2 (0.63%) AWS Step Functions
10 2 (0.63%) Azure AKS
10 2 (0.63%) Azure Monitor
10 2 (0.63%) Azure Sentinel
10 2 (0.63%) Dynamics 365
Communications & Networking
1 15 (4.73%) WAN
2 14 (4.42%) LAN
2 14 (4.42%) VoIP
3 13 (4.10%) Firewall
4 12 (3.79%) VPN
5 11 (3.47%) MPLS
6 10 (3.15%) DNS
7 6 (1.89%) Broadband
8 5 (1.58%) DHCP
8 5 (1.58%) Internet
8 5 (1.58%) Network Security
9 4 (1.26%) SAN
10 3 (0.95%) 5G
11 2 (0.63%) BGP
11 2 (0.63%) OSPF
11 2 (0.63%) TCP/IP
12 1 (0.32%) ATM
12 1 (0.32%) Intranet
12 1 (0.32%) SNMP
12 1 (0.32%) SSL
Database & Business Intelligence
1 11 (3.47%) SQL Server
2 7 (2.21%) Data Lake
2 7 (2.21%) Electronic Patient Records
2 7 (2.21%) Tableau
3 6 (1.89%) Data Warehouse
4 5 (1.58%) Power BI
5 4 (1.26%) Relational Database
6 3 (0.95%) Amazon Redshift
6 3 (0.95%) Oracle Database
7 2 (0.63%) Amazon Athena
7 2 (0.63%) BusinessObjects
7 2 (0.63%) Enterprise Data Warehouse
7 2 (0.63%) Oracle Reports
7 2 (0.63%) Parquet
7 2 (0.63%) SAP BW
8 1 (0.32%) Amazon Aurora
8 1 (0.32%) Data Vault
8 1 (0.32%) Delta Lake
8 1 (0.32%) Metadata
8 1 (0.32%) Oracle Database 10g
Development Applications
1 12 (3.79%) Git
2 10 (3.15%) JIRA
3 2 (0.63%) Burp Suite
3 2 (0.63%) Claude Code
3 2 (0.63%) JMeter
3 2 (0.63%) Oracle Forms
4 1 (0.32%) Cucumber
4 1 (0.32%) ER Studio
4 1 (0.32%) Selenium
4 1 (0.32%) SonarQube
4 1 (0.32%) Visual Studio
4 1 (0.32%) WebDriver
4 1 (0.32%) Zephyr
General
1 184 (58.04%) Social Skills
2 88 (27.76%) Finance
3 73 (23.03%) Analytical Skills
4 48 (15.14%) Banking
5 36 (11.36%) Inclusion and Diversity
6 23 (7.26%) Aerospace
7 19 (5.99%) Manufacturing
8 15 (4.73%) Retail
8 15 (4.73%) Telecoms
9 14 (4.42%) Organisational Skills
9 14 (4.42%) Public Sector
10 13 (4.10%) Influencing Skills
11 12 (3.79%) Electronics
11 12 (3.79%) Law
11 12 (3.79%) Legal
12 11 (3.47%) Military
13 9 (2.84%) Marketing
14 6 (1.89%) Financial Institution
14 6 (1.89%) Pharmaceutical
15 4 (1.26%) Documentation Skills
Job Titles
1 33 (10.41%) Analyst
2 27 (8.52%) Senior
3 26 (8.20%) IT Support
3 26 (8.20%) Lead
4 19 (5.99%) Developer
5 18 (5.68%) Support Engineer
6 17 (5.36%) Support Analyst
7 16 (5.05%) 2nd Line Engineer
7 16 (5.05%) Consultant
8 15 (4.73%) 2nd Line Support
8 15 (4.73%) 2nd Line Support Engineer
8 15 (4.73%) Technical Support
9 14 (4.42%) Administrator
9 14 (4.42%) IT Engineer
10 13 (4.10%) Engineering Manager
10 13 (4.10%) Technical Leader
11 12 (3.79%) Technical Engineer
12 11 (3.47%) 2nd Line Technical Support Engineer
12 11 (3.47%) Systems Engineer
12 11 (3.47%) Technical Support Engineer
Libraries, Frameworks & Software Standards
1 8 (2.52%) AWS CDK
2 7 (2.21%) .NET
3 4 (1.26%) PySpark
4 3 (0.95%) React
4 3 (0.95%) RESTful
5 2 (0.63%) Apache Avro
5 2 (0.63%) JSON
5 2 (0.63%) Playwright
5 2 (0.63%) SAP Basis
5 2 (0.63%) SAP Fiori
5 2 (0.63%) Terraform
6 1 (0.32%) .NET Framework
6 1 (0.32%) CSS
6 1 (0.32%) gRPC
6 1 (0.32%) HTML
6 1 (0.32%) NestJS
6 1 (0.32%) Next.js
6 1 (0.32%) OpenTelemetry
6 1 (0.32%) XML
6 1 (0.32%) XSLT
Miscellaneous
1 27 (8.52%) Driving Licence
2 23 (7.26%) Onboarding
3 16 (5.05%) Management Information System
4 15 (4.73%) Cloud Native
5 14 (4.42%) FPGA
6 11 (3.47%) Self-Motivation
7 9 (2.84%) AS400
7 9 (2.84%) SystemC
8 8 (2.52%) Product Ownership
9 7 (2.21%) Analytical Mindset
9 7 (2.21%) NHS
9 7 (2.21%) Social Media
10 6 (1.89%) VHDL
11 5 (1.58%) Data Centre
11 5 (1.58%) Mobile App
11 5 (1.58%) Verilog
12 4 (1.26%) Algorithms
12 4 (1.26%) e-Learning
12 4 (1.26%) Embedded Systems
12 4 (1.26%) Smartphone
Operating Systems
1 22 (6.94%) Windows
2 10 (3.15%) Windows Server
3 4 (1.26%) Debian
3 4 (1.26%) Linux
3 4 (1.26%) Mac OS
3 4 (1.26%) Ubuntu
4 1 (0.32%) Android
4 1 (0.32%) Windows 10
Processes & Methodologies
1 123 (38.80%) Continuous Improvement
2 54 (17.03%) Coaching
3 45 (14.20%) Customer Service
4 43 (13.56%) Agile
5 35 (11.04%) Decision-Making
6 34 (10.73%) Collaborative Working
7 33 (10.41%) Emotional Intelligence
7 33 (10.41%) Stakeholder Management
8 32 (10.09%) Mentoring
9 31 (9.78%) Analytics
9 31 (9.78%) Service Delivery
10 30 (9.46%) ERP
10 30 (9.46%) ITIL
11 29 (9.15%) AI
12 28 (8.83%) Project Delivery
13 27 (8.52%) Data Analysis
14 23 (7.26%) DevOps
15 22 (6.94%) Disaster Recovery
15 22 (6.94%) Software Engineering
16 21 (6.62%) Validation
Programming Languages
1 23 (7.26%) SQL
2 19 (5.99%) JavaScript
3 17 (5.36%) Python
4 14 (4.42%) TypeScript
5 9 (2.84%) Java
5 9 (2.84%) RPG
6 6 (1.89%) MATLAB
6 6 (1.89%) PowerShell
7 5 (1.58%) C#
7 5 (1.58%) SystemVerilog
8 4 (1.26%) PL/SQL
9 2 (0.63%) C
9 2 (0.63%) C++
9 2 (0.63%) T-SQL
10 1 (0.32%) Embedded C
10 1 (0.32%) Embedded C++
10 1 (0.32%) Scala
10 1 (0.32%) Shell Script
10 1 (0.32%) VB.NET
10 1 (0.32%) XPath
Qualifications
1 75 (23.66%) Degree
2 27 (8.52%) Security Cleared
3 25 (7.89%) BPSS Clearance
4 21 (6.62%) SC Cleared
5 18 (5.68%) DV Cleared
6 17 (5.36%) Chartered Engineer
7 13 (4.10%) HNC
8 11 (3.47%) HND
9 9 (2.84%) Microsoft Certification
10 6 (1.89%) Master's Degree
11 5 (1.58%) PhD
12 4 (1.26%) A+ Certification
12 4 (1.26%) CCNA
12 4 (1.26%) Cisco Certification
12 4 (1.26%) CISSP
12 4 (1.26%) MCSE
12 4 (1.26%) Network+ Certification
13 3 (0.95%) CISM
13 3 (0.95%) CRISC
13 3 (0.95%) ISTQB
Quality Assurance & Compliance
1 25 (7.89%) Accessibility
2 19 (5.99%) QA
3 5 (1.58%) Data Quality
4 4 (1.26%) SLA
5 3 (0.95%) GDPR
5 3 (0.95%) ISO/IEC 27001
5 3 (0.95%) NIST
6 2 (0.63%) Actionable Recommendations
6 2 (0.63%) COBIT
7 1 (0.32%) GAAP
7 1 (0.32%) IFRS
7 1 (0.32%) ISO 22301
7 1 (0.32%) ISO 9001
7 1 (0.32%) JTAG
7 1 (0.32%) NCSC
System Software
1 28 (8.83%) Active Directory
2 15 (4.73%) Firmware
3 5 (1.58%) Hyper-V
4 3 (0.95%) Docker
5 2 (0.63%) Embedded Firmware
6 1 (0.32%) Virtual Desktop
6 1 (0.32%) Virtual Machines
Systems Management
1 10 (3.15%) Microsoft Intune
2 3 (0.95%) Grafana
2 3 (0.95%) 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 80 (25.24%) Microsoft
2 13 (4.10%) Meraki
3 12 (3.79%) Fortinet
4 9 (2.84%) Google
4 9 (2.84%) IBM
4 9 (2.84%) SAP
5 8 (2.52%) Oracle
6 6 (1.89%) Alteryx
6 6 (1.89%) Siemens
7 5 (1.58%) Salesforce
7 5 (1.58%) Xilinx
8 4 (1.26%) Databricks
8 4 (1.26%) Dell
9 3 (0.95%) YouTube
10 2 (0.63%) Adobe
10 2 (0.63%) EMC
10 2 (0.63%) VMware
11 1 (0.32%) Cisco
11 1 (0.32%) Citrix
11 1 (0.32%) SolarWinds