Problem-Solving Jobs in Scotland

Problem Solving
UK > Scotland

The following table provides summary statistics for permanent job vacancies advertised in Scotland with a requirement for Problem-Solving skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Problem-Solving over the 6 months to 27 April 2024 with a comparison to the same period in the previous 2 years.

6 months to
27 Apr 2024
Same period 2023 Same period 2022
Rank 23 18 7
Rank change year-on-year -5 -11 +9
Permanent jobs citing Problem-Solving 944 614 871
As % of all permanent jobs advertised in Scotland 14.06% 12.96% 15.26%
As % of the Processes & Methodologies category 15.14% 13.75% 16.76%
Number of salaries quoted 393 283 385
10th Percentile £25,864 £32,500 £28,000
25th Percentile £34,500 £41,250 £36,250
Median annual salary (50th Percentile) £45,543 £55,000 £50,000
Median % change year-on-year -17.19% +10.00% +11.11%
75th Percentile £62,342 £72,500 £65,000
90th Percentile £72,487 £78,822 £75,000
UK median annual salary £50,000 £55,000 £55,000
% change year-on-year -9.09% - +10.00%

All Process and Methodology Skills
Scotland

Problem-Solving is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Scotland with a requirement for process or methodology skills.

Permanent vacancies with a requirement for process or methodology skills 6,235 4,465 5,197
As % of all permanent jobs advertised in Scotland 92.87% 94.26% 91.05%
Number of salaries quoted 2,418 2,242 2,777
10th Percentile £28,750 £32,500 £30,000
25th Percentile £40,125 £42,000 £40,000
Median annual salary (50th Percentile) £52,500 £57,905 £52,500
Median % change year-on-year -9.33% +10.30% +5.00%
75th Percentile £65,000 £75,000 £66,250
90th Percentile £80,000 £85,000 £81,250
UK median annual salary £55,000 £62,000 £60,000
% change year-on-year -11.29% +3.33% +9.09%

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

3-month moving average salary quoted in jobs citing Problem-Solving in Scotland.

Salary trend for Problem-Solving in Scotland

Problem-Solving
Salary Histogram in Scotland

Salary distribution for jobs citing Problem-Solving in Scotland over the 6 months to 27 April 2024.

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 27 April 2024. 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 -10 564 £42,500 -15.84% 67
Edinburgh +4 206 £59,556 -0.74% 66
Aberdeen +14 38 £45,000 -30.77% 29
Fife +12 24 £50,000 +33.33% 10
Lanarkshire +4 16 £42,500 -12.82% 21
North Lanarkshire - 16 £13,000 - 2
Renfrewshire +2 14 £52,500 - 1
Dundee -1 12 £45,000 +13.22% 7
Stirling -1 8 £26,637 -18.04% 6
West Lothian -7 8 £26,250 -50.00% 5
South Lanarkshire - 5 £105,000 - 3
Aberdeenshire 0 4 £47,500 +97.92% 12
Banffshire - 4 £22,000 - 1
West Dunbartonshire +2 3 £27,500 - 1
Highlands - 3 - - 4
Argyll and Bute - 3 - -
East Ayrshire - 3 £29,500 -
Falkirk +1 2 £55,000 - 6
Clackmannanshire - 2 £51,500 -
Inverclyde -3 1 £50,000 - 2
South Ayrshire - 1 - - 5
Dumfries and Galloway - 1 £23,000 - 6
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
1 168 (17.80%) Apache Spark
2 74 (7.84%) Apache
3 27 (2.86%) Confluence
4 23 (2.44%) IIS
5 18 (1.91%) FileNet
6 17 (1.80%) Cloud Foundry
7 12 (1.27%) SharePoint
8 9 (0.95%) Microsoft Exchange
9 4 (0.42%) JBoss
9 4 (0.42%) OpenEdge
9 4 (0.42%) Red Hat Fuse
10 1 (0.11%) SAS
10 1 (0.11%) WebLogic
10 1 (0.11%) WebSphere
Applications
1 19 (2.01%) Microsoft Excel
2 14 (1.48%) Microsoft Office
2 14 (1.48%) Microsoft PowerPoint
3 11 (1.17%) Sketch
4 3 (0.32%) InVision
5 2 (0.21%) MS Visio
6 1 (0.11%) EViews
6 1 (0.11%) Microsoft Project
6 1 (0.11%) Spreadsheet
6 1 (0.11%) SPSS
Business Applications
1 11 (1.17%) Dynamics CRM
1 11 (1.17%) Endur
2 4 (0.42%) Dynamics NAV
3 2 (0.21%) Oracle ERP
4 1 (0.11%) Maximo
4 1 (0.11%) Primavera
Cloud Services
1 277 (29.34%) AWS
2 156 (16.53%) Azure
3 77 (8.16%) GCP
4 66 (6.99%) Cloud Computing
5 62 (6.57%) Microsoft 365
6 52 (5.51%) Amazon S3
7 42 (4.45%) SaaS
8 38 (4.03%) Power Platform
9 35 (3.71%) Miro
10 30 (3.18%) Dynamics 365
11 27 (2.86%) Google Docs
12 23 (2.44%) Amazon SQS
12 23 (2.44%) Lucidchart
12 23 (2.44%) Slack
13 16 (1.69%) Figma
14 15 (1.59%) BlazeMeter
15 13 (1.38%) Serverless
16 11 (1.17%) Azure DevOps
16 11 (1.17%) Entra ID
17 8 (0.85%) Heroku
Communications & Networking
1 28 (2.97%) Network Security
2 26 (2.75%) WAN
3 19 (2.01%) Firewall
4 17 (1.80%) Kerberos
5 15 (1.59%) VPN
6 13 (1.38%) Internet
7 10 (1.06%) IPsec
7 10 (1.06%) SNMP
8 9 (0.95%) VoIP
9 8 (0.85%) HTTP
9 8 (0.85%) MQTT
9 8 (0.85%) TCP/IP
10 7 (0.74%) DHCP
10 7 (0.74%) NAS
10 7 (0.74%) SAN
10 7 (0.74%) Wireless
11 5 (0.53%) DNS
11 5 (0.53%) LAN
12 4 (0.42%) Intrusion Detection
12 4 (0.42%) VLAN
Database & Business Intelligence
1 175 (18.54%) NoSQL
2 145 (15.36%) Big Data
3 73 (7.73%) Hadoop
4 51 (5.40%) Elasticsearch
5 44 (4.66%) SQL Server
6 31 (3.28%) Power BI
7 29 (3.07%) Relational Database
8 24 (2.54%) MySQL
9 23 (2.44%) Redis
9 23 (2.44%) Scylla
10 18 (1.91%) Apache Cassandra
10 18 (1.91%) BigQuery
10 18 (1.91%) MongoDB
10 18 (1.91%) PostgreSQL
11 17 (1.80%) Amazon Aurora
11 17 (1.80%) CockroachDB
11 17 (1.80%) Looker
12 15 (1.59%) Data Warehouse
13 11 (1.17%) Oracle Database
14 10 (1.06%) Flink
Development Applications
1 57 (6.04%) JIRA
2 34 (3.60%) Git
3 29 (3.07%) Jenkins
4 27 (2.86%) JUnit
4 27 (2.86%) Maven
5 16 (1.69%) GitLab
6 15 (1.59%) LabVIEW
7 11 (1.17%) CircleCI
7 11 (1.17%) Cypress.io
8 10 (1.06%) Cucumber
8 10 (1.06%) JMeter
9 9 (0.95%) Gradle
10 6 (0.64%) JDeveloper
11 5 (0.53%) IntelliJ
12 3 (0.32%) Visual Studio
13 2 (0.21%) SonarQube
13 2 (0.21%) Sonatype Nexus
14 1 (0.11%) Artifactory
14 1 (0.11%) Mockito
14 1 (0.11%) Postman
General
1 440 (46.61%) Inclusion and Diversity
2 438 (46.40%) Finance
3 368 (38.98%) Law
4 286 (30.30%) Social Skills
5 221 (23.41%) Marketing
6 177 (18.75%) Analytical Skills
7 111 (11.76%) Legal
8 71 (7.52%) Banking
9 54 (5.72%) Influencing Skills
10 45 (4.77%) Investment Banking
11 29 (3.07%) Manufacturing
12 27 (2.86%) Public Sector
13 26 (2.75%) Organisational Skills
14 24 (2.54%) Electronics
15 20 (2.12%) Telecoms
16 19 (2.01%) Presentation Skills
16 19 (2.01%) Retail
17 17 (1.80%) Financial Institution
18 16 (1.69%) Publishing
19 14 (1.48%) Aviation
Job Titles
1 370 (39.19%) Software Engineer
2 231 (24.47%) Senior
3 193 (20.44%) Lead
4 163 (17.27%) Senior Software Engineer
5 151 (16.00%) Lead Software Engineer
6 114 (12.08%) Java Engineer
6 114 (12.08%) Java Software Engineer
7 110 (11.65%) Big Data Engineer
7 110 (11.65%) Big Data Software Engineer
8 101 (10.70%) Scala Engineer
8 101 (10.70%) Scala Software Engineer
9 92 (9.75%) AWS Engineer
10 91 (9.64%) Developer
11 89 (9.43%) AWS Software Engineer
12 81 (8.58%) Senior Java Engineer
12 81 (8.58%) Senior Java Software Engineer
13 77 (8.16%) Analyst
14 75 (7.94%) Lead Java Engineer
15 57 (6.04%) Java Scala Software Engineer
16 51 (5.40%) Senior Big Data Engineer
Libraries, Frameworks & Software Standards
1 123 (13.03%) React
2 102 (10.81%) Spring
3 73 (7.73%) AngularJS
4 69 (7.31%) GraphQL
5 61 (6.46%) Kafka
6 53 (5.61%) CSS
7 50 (5.30%) HTML
8 49 (5.19%) Node.js
8 49 (5.19%) Spring Boot
9 44 (4.66%) REST
10 38 (4.03%) .NET
11 34 (3.60%) PySpark
12 28 (2.97%) JSON
13 24 (2.54%) Hibernate
13 24 (2.54%) J2EE
13 24 (2.54%) OAuth
14 22 (2.33%) RESTful
15 21 (2.22%) Twitter Bootstrap
16 18 (1.91%) jQuery
16 18 (1.91%) Spring Integration
Miscellaneous
1 90 (9.53%) Cloud Native
2 72 (7.63%) Algorithms
3 55 (5.83%) Onboarding
4 49 (5.19%) Product Ownership
4 49 (5.19%) Public Cloud
5 27 (2.86%) Self-Motivation
6 24 (2.54%) Data Structures
7 22 (2.33%) Management Information System
8 21 (2.22%) Clustering
9 18 (1.91%) Driving Licence
9 18 (1.91%) Enterprise Software
10 15 (1.59%) Distributed Applications
11 14 (1.48%) Distributed Systems
12 12 (1.27%) Data Centre
13 10 (1.06%) Virtual Team
14 9 (0.95%) Market Risk
15 8 (0.85%) Arduino
15 8 (0.85%) IoT
15 8 (0.85%) Raspberry Pi
16 7 (0.74%) Mobile App
Operating Systems
1 63 (6.67%) Windows
2 41 (4.34%) Linux
3 22 (2.33%) Unix
4 19 (2.01%) Windows Server
5 11 (1.17%) Apple iOS
6 10 (1.06%) Data ONTAP
7 9 (0.95%) Android
8 6 (0.64%) Windows 10
9 5 (0.53%) Mac OS X
10 4 (0.42%) AIX
11 3 (0.32%) Mac OS
11 3 (0.32%) Windows Server 2012
12 2 (0.21%) Windows 7
12 2 (0.21%) Windows Server 2016
13 1 (0.11%) Windows 8
13 1 (0.11%) Windows Server 2008
13 1 (0.11%) Windows Server 2019
Processes & Methodologies
1 461 (48.83%) Agile
2 430 (45.55%) Software Engineering
3 316 (33.47%) SDLC
4 263 (27.86%) Operational Stability
5 211 (22.35%) Decision-Making
6 207 (21.93%) Artificial Intelligence
7 203 (21.50%) Machine Learning
8 191 (20.23%) CI/CD
9 151 (16.00%) Tech Ops
10 140 (14.83%) Continuous Improvement
11 127 (13.45%) Computer Science
12 124 (13.14%) Risk Management
13 90 (9.53%) ETL
14 89 (9.43%) Microservices
15 78 (8.26%) Actionable Insight
15 78 (8.26%) Analytics
16 76 (8.05%) Scrum
17 74 (7.84%) DevOps
18 70 (7.42%) Mentoring
19 68 (7.20%) User Experience
Programming Languages
1 343 (36.33%) Java
2 326 (34.53%) SQL
3 238 (25.21%) Python
4 125 (13.24%) Scala
5 85 (9.00%) JavaScript
6 82 (8.69%) C#
7 64 (6.78%) TypeScript
8 38 (4.03%) Bash
8 38 (4.03%) C
9 32 (3.39%) C++
10 30 (3.18%) Go
11 21 (2.22%) T-SQL
12 16 (1.69%) GLSL
13 15 (1.59%) Groovy
14 13 (1.38%) Ruby
14 13 (1.38%) Shell Script
15 11 (1.17%) PowerShell
16 10 (1.06%) Kotlin
17 7 (0.74%) Perl
18 6 (0.64%) VBA
Qualifications
1 156 (16.53%) Degree
2 81 (8.58%) Security Cleared
3 61 (6.46%) SC Cleared
4 37 (3.92%) Computer Science Degree
5 20 (2.12%) Master's Degree
6 13 (1.38%) DBS Check
7 8 (0.85%) Microsoft Certification
8 7 (0.74%) CISM
8 7 (0.74%) CISSP
8 7 (0.74%) PhD
9 6 (0.64%) AWS Certified Cloud Practitioner
9 6 (0.64%) HND
10 5 (0.53%) PMI Certification
10 5 (0.53%) PMP
11 3 (0.32%) Azure Certification
11 3 (0.32%) DV Cleared
11 3 (0.32%) Oracle Certification
12 2 (0.21%) MCSA
12 2 (0.21%) MCSE
12 2 (0.21%) OCP
Quality Assurance & Compliance
1 67 (7.10%) QA
2 43 (4.56%) Data Quality
3 16 (1.69%) GDPR
4 15 (1.59%) Accessibility
5 11 (1.17%) WCAG
6 9 (0.95%) NIST
7 6 (0.64%) ISO/IEC 27001
8 5 (0.53%) Actionable Recommendations
8 5 (0.53%) SOC 2
9 4 (0.42%) DICOM
9 4 (0.42%) HL7
9 4 (0.42%) ISO 13485
10 3 (0.32%) Cyber Essentials
10 3 (0.32%) Disclosure Scotland
10 3 (0.32%) SLA
11 2 (0.21%) NCSC
12 1 (0.11%) Cyber Essentials PLUS
12 1 (0.11%) PMO
System Software
1 33 (3.50%) VMware Infrastructure
2 29 (3.07%) Active Directory
3 21 (2.22%) Docker
3 21 (2.22%) VMware NSX
4 15 (1.59%) Firmware
5 7 (0.74%) Embedded Firmware
6 5 (0.53%) Hyper-V
7 4 (0.42%) vSphere
8 1 (0.11%) Oracle RAC
Systems Management
1 97 (10.28%) Kubernetes
2 51 (5.40%) Terraform
3 22 (2.33%) Ansible
4 11 (1.17%) Prometheus
5 10 (1.06%) vCenter Server
6 7 (0.74%) Grafana
6 7 (0.74%) ZABBIX
7 6 (0.64%) SCCM
8 5 (0.53%) Microsoft Intune
9 4 (0.42%) vRealize
9 4 (0.42%) vRealize Orchestrator
10 2 (0.21%) Oracle RMAN
10 2 (0.21%) Rancher
11 1 (0.11%) Data Guard
11 1 (0.11%) Nessus
11 1 (0.11%) Oracle Enterprise Manager
11 1 (0.11%) Progress Chef
11 1 (0.11%) SysTrack
Vendors
1 110 (11.65%) Microsoft
2 64 (6.78%) Google
3 56 (5.93%) Databricks
4 48 (5.08%) VMware
5 42 (4.45%) Oracle
6 28 (2.97%) Dell
7 11 (1.17%) Cisco
7 11 (1.17%) NetApp
7 11 (1.17%) OpenLink
7 11 (1.17%) SAP
8 10 (1.06%) Palo Alto
8 10 (1.06%) Red Hat
8 10 (1.06%) SolidFire
9 9 (0.95%) TOWER Software
9 9 (0.95%) Twitter
10 8 (0.85%) NVIDIA
11 7 (0.74%) Mitel
11 7 (0.74%) Splunk
12 6 (0.64%) Dynatrace
13 5 (0.53%) Atlassian