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 vacancies from the 6 months leading up to 15 September 2025, with comparisons to the same periods in the previous two years.

6 months to
15 Sep 2025
Same period 2024 Same period 2023
Rank 14 17 6
Rank change year-on-year +3 -11 +1
Permanent jobs citing Problem-Solving 336 537 420
As % of all permanent jobs advertised in Scotland 13.40% 12.18% 15.57%
As % of the Processes & Methodologies category 14.91% 14.21% 16.25%
Number of salaries quoted 170 213 331
10th Percentile £25,684 £27,500 £28,000
25th Percentile £29,500 £35,000 £37,625
Median annual salary (50th Percentile) £48,250 £47,500 £48,500
Median % change year-on-year +1.58% -2.06% -7.62%
75th Percentile £63,750 £65,000 £66,924
90th Percentile £76,840 £78,750 £77,715
UK median annual salary £46,000 £52,500 £55,000
% change year-on-year -12.38% -4.55% -

All Process and 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 2,253 3,780 2,585
As % of all permanent jobs advertised in Scotland 89.83% 85.71% 95.85%
Number of salaries quoted 986 1,604 2,002
10th Percentile £26,750 £31,250 £25,000
25th Percentile £32,209 £41,938 £37,733
Median annual salary (50th Percentile) £38,000 £55,000 £52,500
Median % change year-on-year -30.91% +4.76% -4.55%
75th Percentile £61,250 £70,000 £70,000
90th Percentile £78,750 £81,850 £82,500
UK median annual salary £55,000 £57,500 £60,000
% change year-on-year -4.35% -4.17% -

Problem-Solving
Job Vacancy Trend in Scotland

Job postings citing Problem-Solving as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Problem-Solving 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 15 September 2025.

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 15 September 2025. 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 +23 126 £60,000 +26.32% 78
Edinburgh +2 122 £50,000 -16.67% 82
West Lothian +11 17 £60,000 +140.00% 10
Stirling +1 11 £31,750 -33.16%
Midlothian - 8 £25,684 - 48
Dundee +12 5 £26,968 -40.07% 6
Falkirk +1 5 - -
Inverclyde +1 5 £31,750 -39.52%
North Lanarkshire -7 5 £31,750 - 4
Renfrewshire -8 5 £31,750 -9.29% 16
Lanarkshire -14 5 £27,500 -45.00% 39
Fife -5 4 £51,250 +10.81% 9
Shetland Islands - 4 - -
Aberdeen +2 3 £26,150 -12.83% 26
Dunbartonshire - 3 - - 6
East Lothian - 2 £25,684 - 1
Argyll and Bute +4 1 £28,500 - 1
Highlands -2 1 - - 3
Perthshire - 1 £32,600 -
Moray - 1 - -
Problem-Solving
UK

Problem-Solving
Co-occurring Skills and Capabilities in Scotland by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 13 (3.87%) Apache Spark
2 8 (2.38%) Camunda
2 8 (2.38%) Oracle Workflow
3 5 (1.49%) Confluence
3 5 (1.49%) SharePoint
4 4 (1.19%) Apache
4 4 (1.19%) Microsoft Exchange
5 3 (0.89%) JOnAS
6 2 (0.60%) CMS
7 1 (0.30%) Adobe Experience Manager
7 1 (0.30%) IIS
7 1 (0.30%) SAP Portal
7 1 (0.30%) SAS
Applications
1 10 (2.98%) Microsoft Excel
2 7 (2.08%) Microsoft Office
3 6 (1.79%) AutoCAD
4 5 (1.49%) SOLIDWORKS
5 4 (1.19%) Oracle Smart View
6 3 (0.89%) Microsoft PowerPoint
7 2 (0.60%) Microsoft Project
8 1 (0.30%) Civil 3D
8 1 (0.30%) Mathcad
8 1 (0.30%) MS Visio
8 1 (0.30%) Navisworks
8 1 (0.30%) Revit
8 1 (0.30%) Simulink
Business Applications
1 10 (2.98%) Oracle Payables
1 10 (2.98%) Oracle Receivables
2 8 (2.38%) Oracle Assets
2 8 (2.38%) Oracle ERP
2 8 (2.38%) Oracle Financials
2 8 (2.38%) Oracle General Ledger
3 4 (1.19%) Hyperion Planning
4 2 (0.60%) Salesforce CRM
5 1 (0.30%) Dynamics CRM
5 1 (0.30%) Elite 3E
Cloud Services
1 57 (16.96%) AWS
2 53 (15.77%) Azure
3 21 (6.25%) Microsoft 365
4 11 (3.27%) Azure DevOps
4 11 (3.27%) GCP
4 11 (3.27%) GitHub
5 9 (2.68%) Amazon S3
5 9 (2.68%) Snowflake
6 8 (2.38%) Power Platform
6 8 (2.38%) SaaS
7 7 (2.08%) Entra ID
8 6 (1.79%) AWS Lambda
8 6 (1.79%) Serverless
9 5 (1.49%) Amazon EC2
10 4 (1.19%) Amazon ECS
10 4 (1.19%) Amazon EMR
10 4 (1.19%) Amazon MSK
10 4 (1.19%) Datadog
10 4 (1.19%) GitHub Actions
10 4 (1.19%) OCI
Communications & Networking
1 25 (7.44%) Broadband
2 10 (2.98%) Ethernet
3 9 (2.68%) Firewall
4 8 (2.38%) RS-232
5 6 (1.79%) DHCP
5 6 (1.79%) DNS
6 5 (1.49%) VPN
6 5 (1.49%) Wi-Fi
7 4 (1.19%) SAN
7 4 (1.19%) TCP/IP
8 3 (0.89%) Internet
8 3 (0.89%) NAS
8 3 (0.89%) VLAN
8 3 (0.89%) WAN
9 2 (0.60%) Bluetooth
9 2 (0.60%) FTP
9 2 (0.60%) LAN
9 2 (0.60%) LoRaWAN
9 2 (0.60%) Modbus
9 2 (0.60%) MQTT
Database & Business Intelligence
1 13 (3.87%) Big Data
1 13 (3.87%) PostgreSQL
2 12 (3.57%) Amazon Athena
2 12 (3.57%) SQL Server
3 10 (2.98%) Relational Database
4 9 (2.68%) Apache Hive
5 8 (2.38%) Amazon Redshift
5 8 (2.38%) Apache Iceberg
6 7 (2.08%) NoSQL
6 7 (2.08%) Power BI
7 6 (1.79%) DynamoDB
7 6 (1.79%) Oracle BI Publisher
7 6 (1.79%) Tableau
8 5 (1.49%) Hadoop
8 5 (1.49%) HBase
9 4 (1.19%) Amazon RDS
9 4 (1.19%) Apache Cassandra
9 4 (1.19%) Essbase
9 4 (1.19%) Impala
9 4 (1.19%) KDB
Development Applications
1 22 (6.55%) Git
2 15 (4.46%) JUnit
2 15 (4.46%) Maven
3 14 (4.17%) Jenkins
4 11 (3.27%) Visual Studio
5 8 (2.38%) JIRA
5 8 (2.38%) Oracle Forms
6 7 (2.08%) Gradle
7 4 (1.19%) GitLab
7 4 (1.19%) Subversion
8 2 (0.60%) Mockito
9 1 (0.30%) Cypress.io
General
1 149 (44.35%) Social Skills
2 135 (40.18%) Analytical Skills
3 124 (36.90%) Finance
4 70 (20.83%) Inclusion and Diversity
5 60 (17.86%) Law
6 40 (11.90%) Banking
7 38 (11.31%) Marketing
8 26 (7.74%) Organisational Skills
9 22 (6.55%) Retail
9 22 (6.55%) Telecoms
10 20 (5.95%) Games
11 14 (4.17%) Legal
12 13 (3.87%) Front Office
13 12 (3.57%) Electronics
14 10 (2.98%) Public Sector
15 7 (2.08%) Presentation Skills
16 6 (1.79%) Influencing Skills
16 6 (1.79%) Private Banking
17 5 (1.49%) Financial Institution
18 4 (1.19%) Manufacturing
Job Titles
1 53 (15.77%) Software Engineer
2 51 (15.18%) Senior
3 42 (12.50%) Analyst
3 42 (12.50%) Developer
4 36 (10.71%) Lead
5 32 (9.52%) Java Developer
6 28 (8.33%) Java Engineer
7 27 (8.04%) Graduate
8 25 (7.44%) Java Software Engineer
9 23 (6.85%) Trainee
10 19 (5.65%) Lead Software Engineer
10 19 (5.65%) Senior Developer
11 17 (5.06%) IT Support
12 16 (4.76%) Architect
12 16 (4.76%) Senior Java Developer
13 15 (4.46%) Firmware Architect
13 15 (4.46%) Software Developer
14 14 (4.17%) Full-Stack Engineer
15 13 (3.87%) Developer/Software Engineer
15 13 (3.87%) Full-Stack Software Engineer
Libraries, Frameworks & Software Standards
1 32 (9.52%) Spring
2 20 (5.95%) Spring Boot
3 19 (5.65%) Kafka
3 19 (5.65%) REST
4 15 (4.46%) RESTful
5 10 (2.98%) React
6 9 (2.68%) Hibernate
7 8 (2.38%) JDBC
7 8 (2.38%) OpenAPI
7 8 (2.38%) Swagger
7 8 (2.38%) WSDL
8 7 (2.08%) AngularJS
8 7 (2.08%) JPA
9 6 (1.79%) .NET
9 6 (1.79%) MFC
10 5 (1.49%) ADO
11 4 (1.19%) HTML
11 4 (1.19%) jQuery
11 4 (1.19%) Middleware
11 4 (1.19%) WebSockets
Miscellaneous
1 18 (5.36%) Algorithms
2 16 (4.76%) Management Information System
3 13 (3.87%) Cloud Native
4 12 (3.57%) Product Ownership
5 10 (2.98%) Analytical Mindset
5 10 (2.98%) Driving Licence
5 10 (2.98%) Onboarding
6 9 (2.68%) Data Centre
7 8 (2.38%) FPGA
7 8 (2.38%) Self-Motivation
7 8 (2.38%) VHDL
8 7 (2.08%) Data Structures
9 5 (1.49%) Legacy Systems
9 5 (1.49%) Team-Oriented Environment
10 4 (1.19%) Derivative
10 4 (1.19%) Distributed Applications
10 4 (1.19%) Distributed Systems
10 4 (1.19%) Embedded Systems
10 4 (1.19%) Private Cloud
10 4 (1.19%) Smartphone
Operating Systems
1 24 (7.14%) Windows
2 16 (4.76%) Linux
3 8 (2.38%) Unix
4 5 (1.49%) Apple iOS
5 4 (1.19%) Windows 10
5 4 (1.19%) Windows Server
6 3 (0.89%) VMS
6 3 (0.89%) Windows 7
7 1 (0.30%) Red Hat Enterprise Linux
Processes & Methodologies
1 89 (26.49%) Agile
2 84 (25.00%) Continuous Improvement
3 59 (17.56%) Software Engineering
4 51 (15.18%) Customer Service
5 45 (13.39%) CI/CD
6 44 (13.10%) Decision-Making
7 41 (12.20%) Mentoring
7 41 (12.20%) SDLC
8 38 (11.31%) Coaching
9 37 (11.01%) Stakeholder Management
10 35 (10.42%) Operational Stability
11 34 (10.12%) Mathematics
12 33 (9.82%) Asset Management
12 33 (9.82%) Project Management
13 32 (9.52%) Computer Science
14 31 (9.23%) Artificial Intelligence
15 30 (8.93%) DevOps
16 24 (7.14%) Analytics
16 24 (7.14%) Machine Learning
17 21 (6.25%) Business Intelligence
Programming Languages
1 58 (17.26%) Java
2 56 (16.67%) Python
3 52 (15.48%) SQL
4 36 (10.71%) C++
5 16 (4.76%) JavaScript
6 9 (2.68%) C
7 5 (1.49%) Groovy
7 5 (1.49%) PL/SQL
8 3 (0.89%) Bash
8 3 (0.89%) C#
9 2 (0.60%) PowerShell
9 2 (0.60%) RPG
9 2 (0.60%) RPG IV
9 2 (0.60%) TypeScript
10 1 (0.30%) Embedded C
10 1 (0.30%) Embedded C++
10 1 (0.30%) MATLAB
10 1 (0.30%) Perl
10 1 (0.30%) Scala
10 1 (0.30%) Shell Script
Qualifications
1 74 (22.02%) Degree
2 29 (8.63%) Master's Degree
3 18 (5.36%) Computer Science Degree
4 11 (3.27%) Microsoft Certification
5 8 (2.38%) PhD
6 6 (1.79%) Cisco Certification
6 6 (1.79%) Network+ Certification
7 5 (1.49%) CCNA
8 4 (1.19%) A+ Certification
8 4 (1.19%) Azure Certification
8 4 (1.19%) BPSS Clearance
8 4 (1.19%) CISSP
8 4 (1.19%) MCSE
9 3 (0.89%) Chartered Engineer
9 3 (0.89%) CISM
10 2 (0.60%) HND
10 2 (0.60%) Security Cleared
11 1 (0.30%) HNC
11 1 (0.30%) PMI Certification
11 1 (0.30%) PMP
Quality Assurance & Compliance
1 13 (3.87%) QA
2 9 (2.68%) Data Quality
3 8 (2.38%) NIST
4 6 (1.79%) ISO/IEC 27001
5 3 (0.89%) GAAP
5 3 (0.89%) IFRS
5 3 (0.89%) ISO 9001
5 3 (0.89%) NCSC
5 3 (0.89%) SLA
5 3 (0.89%) SOC 2
5 3 (0.89%) Solvency II
6 2 (0.60%) Accessibility
6 2 (0.60%) GDPR
6 2 (0.60%) JTAG
7 1 (0.30%) Cyber Essentials
7 1 (0.30%) Cyber Essentials PLUS
7 1 (0.30%) ECSS
7 1 (0.30%) ISO 8583
7 1 (0.30%) ISO/IEC 15288
7 1 (0.30%) NIST 800
System Software
1 24 (7.14%) Firmware
2 16 (4.76%) Docker
3 13 (3.87%) Active Directory
4 11 (3.27%) Virtual Desktop
5 7 (2.08%) Embedded Firmware
5 7 (2.08%) Hyper-V
6 5 (1.49%) HDFS
6 5 (1.49%) VMware Infrastructure
7 1 (0.30%) KVM
7 1 (0.30%) Virtual Servers
Systems Management
1 34 (10.12%) Kubernetes
2 27 (8.04%) Terraform
3 18 (5.36%) Microsoft Intune
4 8 (2.38%) Grafana
5 4 (1.19%) Netcool
5 4 (1.19%) Netcool/OMNIbus
5 4 (1.19%) Prometheus
5 4 (1.19%) Tivoli
6 3 (0.89%) Ansible
7 2 (0.60%) FortiGate
8 1 (0.30%) Proxmox
8 1 (0.30%) Puppet
Vendors
1 46 (13.69%) Microsoft
2 38 (11.31%) Oracle
3 19 (5.65%) BT
4 14 (4.17%) Cisco
5 13 (3.87%) Databricks
6 12 (3.57%) Dynatrace
6 12 (3.57%) Splunk
7 8 (2.38%) EMC
7 8 (2.38%) ServiceNow
8 7 (2.08%) IBM
9 5 (1.49%) Apple
9 5 (1.49%) Citrix
9 5 (1.49%) Cloudera
9 5 (1.49%) Dell
9 5 (1.49%) Freshdesk
9 5 (1.49%) Google
9 5 (1.49%) Infor
9 5 (1.49%) Meraki
9 5 (1.49%) SAP
9 5 (1.49%) VMware