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 18 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
18 May 2024
Same period 2023 Same period 2022
Rank 24 17 6
Rank change year-on-year -7 -11 +9
Permanent jobs citing Problem-Solving 927 604 937
As % of all permanent jobs advertised in Scotland 13.81% 13.22% 15.88%
As % of the Processes & Methodologies category 14.97% 14.01% 17.45%
Number of salaries quoted 386 283 416
10th Percentile £25,818 £31,275 £29,375
25th Percentile £34,125 £39,829 £36,250
Median annual salary (50th Percentile) £45,000 £50,500 £52,500
Median % change year-on-year -10.89% -3.81% +16.67%
75th Percentile £61,250 £71,250 £65,000
90th Percentile £72,433 £79,000 £80,000
UK median annual salary £49,500 £55,000 £55,000
% change year-on-year -10.00% - +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 6,192 4,310 5,369
As % of all permanent jobs advertised in Scotland 92.23% 94.31% 91.02%
Number of salaries quoted 2,403 2,153 2,812
10th Percentile £28,750 £32,297 £31,000
25th Percentile £40,250 £42,000 £40,606
Median annual salary (50th Percentile) £52,500 £57,500 £55,000
Median % change year-on-year -8.70% +4.55% +12.24%
75th Percentile £65,000 £72,500 £68,275
90th Percentile £80,000 £85,000 £82,500
UK median annual salary £55,000 £61,180 £60,000
% change year-on-year -10.10% +1.97% +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 18 May 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 18 May 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 -12 560 £42,500 -15.00% 84
Edinburgh +5 187 £60,000 +0.80% 61
Aberdeen +13 40 £45,000 -30.77% 32
Fife +13 26 £50,000 +29.87% 12
North Lanarkshire - 16 £13,000 - 2
Lanarkshire +4 15 £42,500 -12.82% 40
Renfrewshire +2 13 £52,500 - 4
Dundee 0 12 £45,000 +13.22% 14
Stirling +2 10 £29,393 -9.56% 9
West Lothian -5 8 £26,250 -50.00% 4
South Lanarkshire +6 5 £105,000 +162.50% 1
Aberdeenshire +3 5 £45,000 +87.50% 11
Banffshire - 4 £22,000 -
West Dunbartonshire +2 3 £27,500 -
Falkirk +1 3 £50,000 - 5
Argyll and Bute - 3 - -
East Ayrshire - 3 £29,500 - 1
Clackmannanshire - 2 £51,500 - 1
Highlands - 2 - - 2
Inverclyde -3 1 £50,000 - 2
South Ayrshire - 1 - - 6
Dumfries and Galloway - 1 £23,000 - 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
1 168 (18.12%) Apache Spark
2 74 (7.98%) Apache
3 20 (2.16%) Confluence
4 18 (1.94%) FileNet
5 17 (1.83%) Cloud Foundry
5 17 (1.83%) IIS
6 13 (1.40%) SharePoint
7 8 (0.86%) Microsoft Exchange
8 4 (0.43%) OpenEdge
9 2 (0.22%) JBoss
9 2 (0.22%) Red Hat Fuse
9 2 (0.22%) WebLogic
9 2 (0.22%) WebSphere
10 1 (0.11%) SAS
Applications
1 18 (1.94%) Microsoft Excel
2 14 (1.51%) Microsoft PowerPoint
3 13 (1.40%) Microsoft Office
4 11 (1.19%) Sketch
5 3 (0.32%) InVision
5 3 (0.32%) 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 (1.19%) Dynamics CRM
1 11 (1.19%) Endur
2 4 (0.43%) Dynamics NAV
3 2 (0.22%) Oracle ERP
4 1 (0.11%) Maximo
4 1 (0.11%) Payment Gateway
4 1 (0.11%) Primavera
Cloud Services
1 273 (29.45%) AWS
2 147 (15.86%) Azure
3 77 (8.31%) GCP
4 63 (6.80%) Cloud Computing
5 60 (6.47%) Microsoft 365
6 52 (5.61%) Amazon S3
7 41 (4.42%) Power Platform
7 41 (4.42%) SaaS
8 35 (3.78%) Miro
9 31 (3.34%) Dynamics 365
10 27 (2.91%) Google Docs
11 23 (2.48%) Amazon SQS
11 23 (2.48%) Lucidchart
11 23 (2.48%) Slack
12 16 (1.73%) Figma
13 15 (1.62%) BlazeMeter
14 11 (1.19%) Azure DevOps
15 10 (1.08%) Entra ID
15 10 (1.08%) Serverless
16 8 (0.86%) Heroku
Communications & Networking
1 25 (2.70%) Network Security
2 20 (2.16%) Firewall
2 20 (2.16%) WAN
3 17 (1.83%) Kerberos
4 16 (1.73%) VPN
5 14 (1.51%) Internet
6 10 (1.08%) IPsec
6 10 (1.08%) SNMP
7 9 (0.97%) TCP/IP
8 8 (0.86%) SAN
8 8 (0.86%) VoIP
9 7 (0.76%) HTTP
9 7 (0.76%) MQTT
9 7 (0.76%) NAS
10 6 (0.65%) LAN
10 6 (0.65%) Wireless
11 5 (0.54%) DHCP
11 5 (0.54%) DNS
12 4 (0.43%) Intrusion Detection
12 4 (0.43%) VLAN
Database & Business Intelligence
1 171 (18.45%) NoSQL
2 145 (15.64%) Big Data
3 73 (7.87%) Hadoop
4 53 (5.72%) Elasticsearch
5 38 (4.10%) SQL Server
6 34 (3.67%) Power BI
7 29 (3.13%) Relational Database
8 23 (2.48%) Redis
8 23 (2.48%) Scylla
9 19 (2.05%) MySQL
10 18 (1.94%) Apache Cassandra
10 18 (1.94%) BigQuery
11 17 (1.83%) Amazon Aurora
11 17 (1.83%) CockroachDB
11 17 (1.83%) Looker
12 15 (1.62%) Data Warehouse
13 14 (1.51%) MongoDB
14 13 (1.40%) PostgreSQL
15 11 (1.19%) Oracle Database
16 10 (1.08%) Flink
Development Applications
1 50 (5.39%) JIRA
2 30 (3.24%) Maven
3 28 (3.02%) Jenkins
4 27 (2.91%) JUnit
5 23 (2.48%) Git
6 16 (1.73%) GitLab
7 15 (1.62%) LabVIEW
8 11 (1.19%) CircleCI
9 10 (1.08%) Cucumber
9 10 (1.08%) Cypress.io
9 10 (1.08%) JMeter
10 9 (0.97%) Gradle
11 6 (0.65%) JDeveloper
12 3 (0.32%) Visual Studio
13 2 (0.22%) IntelliJ
13 2 (0.22%) SonarQube
13 2 (0.22%) Sonatype Nexus
14 1 (0.11%) Artifactory
14 1 (0.11%) Mockito
14 1 (0.11%) Postman
General
1 453 (48.87%) Inclusion and Diversity
2 436 (47.03%) Finance
3 373 (40.24%) Law
4 283 (30.53%) Social Skills
5 225 (24.27%) Marketing
6 170 (18.34%) Analytical Skills
7 109 (11.76%) Legal
8 66 (7.12%) Banking
9 55 (5.93%) Influencing Skills
10 45 (4.85%) Investment Banking
11 29 (3.13%) Manufacturing
12 24 (2.59%) Public Sector
13 23 (2.48%) Electronics
13 23 (2.48%) Organisational Skills
14 20 (2.16%) Presentation Skills
15 19 (2.05%) Telecoms
16 18 (1.94%) Retail
17 17 (1.83%) Financial Institution
18 16 (1.73%) Publishing
19 14 (1.51%) Aviation
Job Titles
1 366 (39.48%) Software Engineer
2 217 (23.41%) Senior
3 200 (21.57%) Lead
4 163 (17.58%) Senior Software Engineer
5 155 (16.72%) Lead Software Engineer
6 113 (12.19%) Java Engineer
6 113 (12.19%) Java Software Engineer
7 110 (11.87%) Big Data Engineer
7 110 (11.87%) Big Data Software Engineer
8 101 (10.90%) Scala Engineer
8 101 (10.90%) Scala Software Engineer
9 91 (9.82%) AWS Engineer
9 91 (9.82%) Developer
10 89 (9.60%) AWS Software Engineer
11 82 (8.85%) Senior Java Engineer
11 82 (8.85%) Senior Java Software Engineer
12 78 (8.41%) Lead Java Engineer
13 75 (8.09%) Analyst
14 57 (6.15%) Java Scala Software Engineer
15 51 (5.50%) Senior Scala Software Engineer
Libraries, Frameworks & Software Standards
1 112 (12.08%) React
2 99 (10.68%) Spring
3 68 (7.34%) GraphQL
4 66 (7.12%) AngularJS
5 63 (6.80%) Kafka
6 49 (5.29%) Spring Boot
7 46 (4.96%) Node.js
8 45 (4.85%) CSS
9 43 (4.64%) HTML
10 38 (4.10%) .NET
10 38 (4.10%) REST
11 34 (3.67%) PySpark
12 26 (2.80%) JSON
13 24 (2.59%) OAuth
14 22 (2.37%) Hibernate
15 21 (2.27%) Twitter Bootstrap
16 20 (2.16%) J2EE
17 18 (1.94%) JMS
17 18 (1.94%) jQuery
17 18 (1.94%) Spring Integration
Miscellaneous
1 88 (9.49%) Cloud Native
2 72 (7.77%) Algorithms
3 54 (5.83%) Onboarding
4 49 (5.29%) Product Ownership
5 48 (5.18%) Public Cloud
6 28 (3.02%) Self-Motivation
7 24 (2.59%) Data Structures
8 23 (2.48%) Management Information System
9 20 (2.16%) Enterprise Software
10 18 (1.94%) Driving Licence
11 15 (1.62%) Distributed Applications
12 14 (1.51%) Clustering
13 12 (1.29%) Data Centre
14 11 (1.19%) Distributed Systems
15 10 (1.08%) Virtual Team
16 9 (0.97%) Market Risk
17 8 (0.86%) IoT
18 7 (0.76%) Mobile App
18 7 (0.76%) Raspberry Pi
18 7 (0.76%) Reference Data
Operating Systems
1 59 (6.36%) Windows
2 44 (4.75%) Linux
3 21 (2.27%) Unix
4 18 (1.94%) Windows Server
5 10 (1.08%) Apple iOS
5 10 (1.08%) Data ONTAP
6 8 (0.86%) Android
7 5 (0.54%) Windows 10
8 4 (0.43%) AIX
9 3 (0.32%) Windows Server 2012
10 1 (0.11%) Mac OS
10 1 (0.11%) Mac OS X
10 1 (0.11%) Windows 7
10 1 (0.11%) Windows Server 2016
10 1 (0.11%) Windows Server 2019
Processes & Methodologies
1 456 (49.19%) Agile
2 421 (45.42%) Software Engineering
3 317 (34.20%) SDLC
4 267 (28.80%) Operational Stability
5 216 (23.30%) Decision-Making
6 207 (22.33%) Artificial Intelligence
7 204 (22.01%) Machine Learning
8 185 (19.96%) CI/CD
9 155 (16.72%) Tech Ops
10 147 (15.86%) Continuous Improvement
11 125 (13.48%) Computer Science
12 124 (13.38%) Risk Management
13 90 (9.71%) ETL
14 83 (8.95%) Microservices
15 77 (8.31%) Scrum
16 72 (7.77%) DevOps
17 68 (7.34%) Analytics
18 67 (7.23%) Actionable Insight
19 66 (7.12%) IT Strategy
19 66 (7.12%) Mentoring
Programming Languages
1 338 (36.46%) Java
2 319 (34.41%) SQL
3 231 (24.92%) Python
4 125 (13.48%) Scala
5 79 (8.52%) C#
6 78 (8.41%) JavaScript
7 64 (6.90%) TypeScript
8 38 (4.10%) Bash
8 38 (4.10%) C
9 34 (3.67%) C++
10 30 (3.24%) Go
11 22 (2.37%) T-SQL
12 15 (1.62%) GLSL
12 15 (1.62%) Groovy
13 13 (1.40%) Shell Script
14 11 (1.19%) PowerShell
15 10 (1.08%) Kotlin
16 8 (0.86%) Ruby
17 7 (0.76%) PL/SQL
18 6 (0.65%) Perl
Qualifications
1 159 (17.15%) Degree
2 67 (7.23%) Security Cleared
3 51 (5.50%) SC Cleared
4 33 (3.56%) Computer Science Degree
5 17 (1.83%) Master's Degree
6 13 (1.40%) DBS Check
7 9 (0.97%) Microsoft Certification
8 7 (0.76%) CISM
8 7 (0.76%) CISSP
8 7 (0.76%) PhD
8 7 (0.76%) PMI Certification
9 6 (0.65%) AWS Certified Cloud Practitioner
9 6 (0.65%) HND
10 5 (0.54%) PMP
11 3 (0.32%) Azure Certification
12 2 (0.22%) ACCA
12 2 (0.22%) DV Cleared
12 2 (0.22%) MCSE
12 2 (0.22%) OCP
12 2 (0.22%) Oracle Certification
Quality Assurance & Compliance
1 70 (7.55%) QA
2 43 (4.64%) Data Quality
3 16 (1.73%) GDPR
4 15 (1.62%) Accessibility
5 11 (1.19%) WCAG
6 9 (0.97%) NIST
7 6 (0.65%) ISO/IEC 27001
8 5 (0.54%) SOC 2
9 4 (0.43%) DICOM
9 4 (0.43%) HL7
9 4 (0.43%) ISO 13485
10 3 (0.32%) Actionable Recommendations
10 3 (0.32%) Cyber Essentials
10 3 (0.32%) Disclosure Scotland
11 2 (0.22%) NCSC
11 2 (0.22%) SLA
12 1 (0.11%) Cyber Essentials PLUS
12 1 (0.11%) ISO 20022
12 1 (0.11%) PMO
System Software
1 30 (3.24%) VMware Infrastructure
2 27 (2.91%) Active Directory
3 22 (2.37%) Docker
4 14 (1.51%) Firmware
4 14 (1.51%) VMware NSX
5 7 (0.76%) Embedded Firmware
6 5 (0.54%) Hyper-V
7 4 (0.43%) vSphere
8 1 (0.11%) VMware ESXi
Systems Management
1 93 (10.03%) Kubernetes
2 50 (5.39%) Terraform
3 17 (1.83%) Ansible
4 11 (1.19%) Prometheus
5 10 (1.08%) vCenter Server
6 7 (0.76%) Grafana
6 7 (0.76%) ZABBIX
7 4 (0.43%) Microsoft Intune
7 4 (0.43%) SCCM
8 3 (0.32%) Oracle RMAN
9 2 (0.22%) Rancher
10 1 (0.11%) Nessus
10 1 (0.11%) Progress Chef
Vendors
1 101 (10.90%) Microsoft
2 64 (6.90%) Google
3 56 (6.04%) Databricks
4 44 (4.75%) Oracle
5 42 (4.53%) VMware
6 24 (2.59%) Dell
7 12 (1.29%) Cisco
8 11 (1.19%) NetApp
8 11 (1.19%) OpenLink
9 10 (1.08%) Palo Alto
9 10 (1.08%) Red Hat
9 10 (1.08%) SAP
9 10 (1.08%) SolidFire
10 9 (0.97%) TOWER Software
10 9 (0.97%) Twitter
11 7 (0.76%) Mitel
11 7 (0.76%) NVIDIA
11 7 (0.76%) Splunk
12 6 (0.65%) Dynatrace
13 5 (0.54%) Sophos