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 15 October 2025, with comparisons to the same periods in the previous two years.

6 months to
15 Oct 2025
Same period 2024 Same period 2023
Rank 14 10 5
Rank change year-on-year -4 -5 +2
Permanent jobs citing Problem-Solving 345 406 394
As % of all permanent jobs in Scotland 13.16% 12.03% 15.75%
As % of the Processes & Methodologies category 14.54% 14.33% 16.45%
Number of salaries quoted 180 170 323
10th Percentile £25,684 £27,500 £30,250
25th Percentile £28,563 £32,500 £37,750
Median annual salary (50th Percentile) £33,500 £50,000 £50,000
Median % change year-on-year -33.00% - -9.09%
75th Percentile £61,250 £67,500 £66,924
90th Percentile £73,129 £91,250 £82,548
UK median annual salary £45,000 £53,000 £55,000
% change year-on-year -15.09% -3.64% -

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 2,373 2,833 2,395
As % of all permanent jobs advertised in Scotland 90.54% 83.94% 95.76%
Number of salaries quoted 1,017 1,367 1,920
10th Percentile £26,250 £31,250 £25,000
25th Percentile £32,000 £40,000 £37,000
Median annual salary (50th Percentile) £38,000 £55,000 £52,500
Median % change year-on-year -30.91% +4.76% -4.55%
75th Percentile £60,000 £70,000 £70,000
90th Percentile £78,750 £81,700 £82,548
UK median annual salary £55,000 £60,000 £60,000
% change year-on-year -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 15 October 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 October 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 -1 136 £55,000 +23.60% 52
Edinburgh -6 109 £31,750 -50.69% 66
West Lothian +7 18 £60,000 -53.85% 4
Stirling -2 11 £31,750 -20.63% 1
Dundee +11 10 £33,500 -15.10% 9
Midlothian -4 8 £25,684 +16.86% 53
Lanarkshire -16 6 £27,500 -45.00% 38
North Lanarkshire - 6 £31,750 - 6
Inverclyde +2 5 £31,750 -39.52%
Falkirk +1 5 - - 1
Perth and Kinross 0 5 £33,500 -43.80% 2
Renfrewshire -4 5 £31,750 -9.29% 12
Shetland Islands - 4 - -
Aberdeen +1 3 £26,150 -12.83% 10
Highlands -5 3 - - 1
Dunbartonshire - 3 - - 6
East Lothian -1 2 £25,684 -20.97%
Fife -5 2 £56,250 +32.35% 6
Argyll and Bute +3 1 £28,500 -
Moray +1 1 - - 1
Perthshire - 1 £32,600 - 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 13 (3.77%) Apache Spark
2 8 (2.32%) Camunda
2 8 (2.32%) Oracle Workflow
3 6 (1.74%) Microsoft Exchange
4 5 (1.45%) Confluence
4 5 (1.45%) SharePoint
5 4 (1.16%) Apache
6 3 (0.87%) JOnAS
7 2 (0.58%) CMS
7 2 (0.58%) Exchange Server 2013
8 1 (0.29%) Adobe Experience Manager
8 1 (0.29%) FileNet
8 1 (0.29%) IIS
8 1 (0.29%) SAS
Applications
1 10 (2.90%) Microsoft Excel
2 7 (2.03%) Microsoft Office
3 6 (1.74%) AutoCAD
4 5 (1.45%) SOLIDWORKS
5 4 (1.16%) Oracle Smart View
6 3 (0.87%) Microsoft PowerPoint
7 1 (0.29%) Chatbot
7 1 (0.29%) Civil 3D
7 1 (0.29%) Mathcad
7 1 (0.29%) Microsoft Project
7 1 (0.29%) MS Visio
7 1 (0.29%) Navisworks
7 1 (0.29%) Revit
7 1 (0.29%) Simulink
Business Applications
1 10 (2.90%) Oracle Payables
1 10 (2.90%) Oracle Receivables
2 8 (2.32%) Oracle Assets
2 8 (2.32%) Oracle ERP
2 8 (2.32%) Oracle Financials
2 8 (2.32%) Oracle General Ledger
3 4 (1.16%) Hyperion Planning
4 2 (0.58%) Salesforce CRM
5 1 (0.29%) Dynamics CRM
5 1 (0.29%) Elite 3E
Cloud Services
1 56 (16.23%) AWS
2 54 (15.65%) Azure
3 25 (7.25%) Microsoft 365
4 11 (3.19%) Azure DevOps
4 11 (3.19%) GCP
4 11 (3.19%) GitHub
5 10 (2.90%) Snowflake
6 9 (2.61%) Amazon S3
7 7 (2.03%) Entra ID
8 6 (1.74%) AWS Lambda
8 6 (1.74%) Power Platform
8 6 (1.74%) SaaS
8 6 (1.74%) Serverless
9 5 (1.45%) Amazon EC2
9 5 (1.45%) Amazon ECS
9 5 (1.45%) dbt
10 4 (1.16%) Amazon EMR
10 4 (1.16%) Amazon MSK
10 4 (1.16%) Datadog
10 4 (1.16%) GitHub Actions
Communications & Networking
1 24 (6.96%) Broadband
2 17 (4.93%) Wi-Fi
3 13 (3.77%) LAN
4 11 (3.19%) VoIP
5 10 (2.90%) Ethernet
5 10 (2.90%) Firewall
6 8 (2.32%) RS-232
7 7 (2.03%) DHCP
7 7 (2.03%) DNS
8 6 (1.74%) TCP/IP
8 6 (1.74%) VPN
9 3 (0.87%) ATM
9 3 (0.87%) Internet
9 3 (0.87%) NAS
9 3 (0.87%) SAN
9 3 (0.87%) VLAN
9 3 (0.87%) WAN
10 2 (0.58%) LoRaWAN
10 2 (0.58%) Modbus
10 2 (0.58%) Softphone
Database & Business Intelligence
1 13 (3.77%) Big Data
2 12 (3.48%) Amazon Athena
3 11 (3.19%) PostgreSQL
4 10 (2.90%) Relational Database
4 10 (2.90%) SQL Server
5 9 (2.61%) Apache Hive
6 8 (2.32%) Amazon Redshift
6 8 (2.32%) Apache Iceberg
7 6 (1.74%) DynamoDB
7 6 (1.74%) NoSQL
7 6 (1.74%) Oracle BI Publisher
7 6 (1.74%) Tableau
8 5 (1.45%) Amazon RDS
8 5 (1.45%) Data Warehouse
8 5 (1.45%) Hadoop
8 5 (1.45%) HBase
8 5 (1.45%) Power BI
9 4 (1.16%) Electronic Patient Records
9 4 (1.16%) Impala
9 4 (1.16%) Parquet
Development Applications
1 18 (5.22%) Git
2 14 (4.06%) JUnit
2 14 (4.06%) Maven
3 13 (3.77%) Jenkins
4 9 (2.61%) JIRA
5 8 (2.32%) Oracle Forms
6 6 (1.74%) Gradle
7 4 (1.16%) Subversion
8 2 (0.58%) GitLab
8 2 (0.58%) Visual Studio
9 1 (0.29%) Cypress.io
9 1 (0.29%) Mockito
General
1 159 (46.09%) Social Skills
2 133 (38.55%) Analytical Skills
3 126 (36.52%) Finance
4 64 (18.55%) Law
5 62 (17.97%) Inclusion and Diversity
6 41 (11.88%) Marketing
7 35 (10.14%) Banking
8 29 (8.41%) Organisational Skills
9 22 (6.38%) Retail
10 20 (5.80%) Telecoms
11 19 (5.51%) Games
12 15 (4.35%) Legal
13 13 (3.77%) Electronics
13 13 (3.77%) Front Office
14 10 (2.90%) Public Sector
15 7 (2.03%) Manufacturing
16 6 (1.74%) Fire and Rescue
16 6 (1.74%) Presentation Skills
16 6 (1.74%) Private Banking
17 5 (1.45%) Influencing Skills
Job Titles
1 49 (14.20%) Software Engineer
2 45 (13.04%) Analyst
3 43 (12.46%) Senior
4 33 (9.57%) Lead
5 29 (8.41%) Developer
5 29 (8.41%) IT Support
6 28 (8.12%) Java Engineer
6 28 (8.12%) Trainee
7 26 (7.54%) Graduate
8 25 (7.25%) Java Software Engineer
9 20 (5.80%) Java Developer
10 17 (4.93%) Architect
10 17 (4.93%) Firmware Architect
10 17 (4.93%) Lead Software Engineer
11 15 (4.35%) Software Developer
12 14 (4.06%) Full-Stack Engineer
13 13 (3.77%) Developer/Software Engineer
13 13 (3.77%) Full-Stack Software Engineer
13 13 (3.77%) Java Software Developer
13 13 (3.77%) Python Engineer
Libraries, Frameworks & Software Standards
1 31 (8.99%) Spring
2 19 (5.51%) Spring Boot
3 18 (5.22%) Kafka
4 16 (4.64%) REST
5 12 (3.48%) RESTful
6 9 (2.61%) React
7 8 (2.32%) Hibernate
7 8 (2.32%) JDBC
7 8 (2.32%) OpenAPI
7 8 (2.32%) Swagger
7 8 (2.32%) WSDL
8 6 (1.74%) .NET
8 6 (1.74%) AngularJS
8 6 (1.74%) HTML
8 6 (1.74%) JPA
9 5 (1.45%) ADO
10 4 (1.16%) jQuery
11 2 (0.58%) .NET Framework
11 2 (0.58%) Hugging Face
11 2 (0.58%) Middleware
Miscellaneous
1 20 (5.80%) Self-Motivation
2 16 (4.64%) Algorithms
2 16 (4.64%) Driving Licence
2 16 (4.64%) Management Information System
3 14 (4.06%) Cloud Native
4 13 (3.77%) Onboarding
5 10 (2.90%) Product Ownership
6 9 (2.61%) Analytical Mindset
7 8 (2.32%) Data Centre
7 8 (2.32%) FPGA
7 8 (2.32%) VHDL
8 5 (1.45%) Data Structures
8 5 (1.45%) Embedded Systems
8 5 (1.45%) Legacy Systems
8 5 (1.45%) Team-Oriented Environment
9 4 (1.16%) Derivative
9 4 (1.16%) Distributed Applications
9 4 (1.16%) Distributed Systems
9 4 (1.16%) Equities
9 4 (1.16%) Private Cloud
Operating Systems
1 25 (7.25%) Windows
2 11 (3.19%) Linux
3 9 (2.61%) Unix
4 5 (1.45%) Apple iOS
4 5 (1.45%) Windows Server
5 4 (1.16%) Windows 10
6 3 (0.87%) Android
6 3 (0.87%) VMS
6 3 (0.87%) Windows 7
7 2 (0.58%) Windows Server 2008
7 2 (0.58%) Windows Server 2012
8 1 (0.29%) Red Hat Enterprise Linux
Processes & Methodologies
1 84 (24.35%) Continuous Improvement
2 80 (23.19%) Agile
3 55 (15.94%) Software Engineering
4 49 (14.20%) Customer Service
5 44 (12.75%) CI/CD
6 42 (12.17%) SDLC
7 38 (11.01%) Decision-Making
7 38 (11.01%) Mentoring
8 37 (10.72%) Coaching
9 36 (10.43%) Asset Management
10 35 (10.14%) AI
10 35 (10.14%) Project Management
11 34 (9.86%) Operational Stability
12 33 (9.57%) Stakeholder Management
13 32 (9.28%) Mathematics
14 28 (8.12%) Computer Science
14 28 (8.12%) DevOps
15 24 (6.96%) Machine Learning
16 21 (6.09%) Analytics
16 21 (6.09%) Business Intelligence
Programming Languages
1 54 (15.65%) Python
2 48 (13.91%) SQL
3 44 (12.75%) Java
4 25 (7.25%) C++
5 16 (4.64%) JavaScript
6 5 (1.45%) C
6 5 (1.45%) PL/SQL
6 5 (1.45%) PowerShell
7 4 (1.16%) Groovy
8 3 (0.87%) Bash
8 3 (0.87%) C#
9 2 (0.58%) TypeScript
10 1 (0.29%) Cypher
10 1 (0.29%) MATLAB
10 1 (0.29%) Perl
10 1 (0.29%) Scala
10 1 (0.29%) Shell Script
Qualifications
1 91 (26.38%) Degree
2 32 (9.28%) Master's Degree
3 14 (4.06%) Computer Science Degree
4 10 (2.90%) Microsoft Certification
5 8 (2.32%) PhD
6 5 (1.45%) Cisco Certification
6 5 (1.45%) Network+ Certification
7 4 (1.16%) Azure Certification
7 4 (1.16%) CCNA
8 3 (0.87%) A+ Certification
8 3 (0.87%) BPSS Clearance
8 3 (0.87%) Chartered Engineer
8 3 (0.87%) HND
8 3 (0.87%) MCSE
9 2 (0.58%) CISSP
9 2 (0.58%) Security Cleared
10 1 (0.29%) CCA
10 1 (0.29%) CCIE
10 1 (0.29%) CCNP
10 1 (0.29%) RHCE
Quality Assurance & Compliance
1 14 (4.06%) QA
2 9 (2.61%) Data Quality
3 6 (1.74%) Accessibility
4 5 (1.45%) ISO/IEC 27001
4 5 (1.45%) NIST
5 3 (0.87%) GAAP
5 3 (0.87%) IFRS
5 3 (0.87%) SLA
5 3 (0.87%) Solvency II
6 2 (0.58%) GDPR
6 2 (0.58%) JTAG
6 2 (0.58%) NCSC
6 2 (0.58%) SOC 2
7 1 (0.29%) Cyber Essentials
7 1 (0.29%) Cyber Essentials PLUS
7 1 (0.29%) ECSS
7 1 (0.29%) ISO 19650
7 1 (0.29%) ISO 20022
7 1 (0.29%) ISO/IEC 15288
7 1 (0.29%) NIST 800
System Software
1 26 (7.54%) Firmware
2 17 (4.93%) Active Directory
3 13 (3.77%) Docker
4 11 (3.19%) Virtual Desktop
5 10 (2.90%) Embedded Firmware
6 7 (2.03%) Hyper-V
7 5 (1.45%) HDFS
7 5 (1.45%) VMware Infrastructure
8 1 (0.29%) KVM
8 1 (0.29%) Virtual Servers
Systems Management
1 31 (8.99%) Kubernetes
1 31 (8.99%) Terraform
2 19 (5.51%) Microsoft Intune
3 8 (2.32%) Grafana
4 4 (1.16%) Netcool
4 4 (1.16%) Netcool/OMNIbus
4 4 (1.16%) Prometheus
4 4 (1.16%) Tivoli
5 3 (0.87%) Ansible
6 2 (0.58%) FortiGate
7 1 (0.29%) AWS Copilot
7 1 (0.29%) Proxmox
7 1 (0.29%) Puppet
Vendors
1 51 (14.78%) Microsoft
2 38 (11.01%) Oracle
3 18 (5.22%) BT
4 14 (4.06%) Cisco
5 13 (3.77%) Databricks
6 12 (3.48%) Dynatrace
6 12 (3.48%) Splunk
7 8 (2.32%) EMC
7 8 (2.32%) ServiceNow
8 5 (1.45%) Apple
8 5 (1.45%) Citrix
8 5 (1.45%) Cloudera
8 5 (1.45%) Dell
8 5 (1.45%) Freshdesk
8 5 (1.45%) Google
8 5 (1.45%) IBM
8 5 (1.45%) Infor
8 5 (1.45%) Meraki
8 5 (1.45%) SAP
8 5 (1.45%) VMware