Analytical Skills Jobs in Scotland

Analytical Skills
UK > Scotland

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Scotland. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 17 May 2024 with a comparison to the same period over the previous 2 years.

6 months to
17 May 2024
Same period 2023 Same period 2022
Rank 80 41 49
Rank change year-on-year -39 +8 -11
Permanent jobs citing Analytical Skills 321 309 341
As % of all permanent jobs advertised in Scotland 4.79% 6.77% 5.78%
As % of the General category 6.63% 8.99% 9.37%
Number of salaries quoted 197 194 186
10th Percentile £27,610 £30,500 £31,000
25th Percentile £38,500 £37,500 £39,659
Median annual salary (50th Percentile) £45,000 £50,000 £49,225
Median % change year-on-year -10.00% +1.57% +3.47%
75th Percentile £61,250 £65,000 £60,938
90th Percentile £68,750 £73,963 £71,250
UK median annual salary £50,000 £54,882 £55,000
% change year-on-year -8.90% -0.21% +10.00%

All General Skills
Scotland

Analytical Skills is in the General Skills 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 common skills.

Permanent vacancies with a requirement for common skills 4,840 3,436 3,641
As % of all permanent jobs advertised in Scotland 72.17% 75.28% 61.72%
Number of salaries quoted 1,531 1,644 1,957
10th Percentile £27,500 £33,166 £31,133
25th Percentile £38,750 £41,250 £40,606
Median annual salary (50th Percentile) £50,000 £57,500 £55,000
Median % change year-on-year -13.04% +4.55% +10.00%
75th Percentile £67,500 £75,000 £66,250
90th Percentile £82,500 £85,000 £81,250
UK median annual salary £52,500 £60,000 £60,000
% change year-on-year -12.50% - +9.09%

Analytical Skills
Job Vacancy Trend in Scotland

Job postings citing Analytical Skills as a proportion of all IT jobs advertised in Scotland.

Job vacancy trend for Analytical Skills in Scotland

Analytical Skills
Salary Trend in Scotland

3-month moving average salary quoted in jobs citing Analytical Skills in Scotland.

Salary trend for Analytical Skills in Scotland

Analytical Skills
Salary Histogram in Scotland

Salary distribution for jobs citing Analytical Skills in Scotland over the 6 months to 17 May 2024.

Salary histogram for Analytical Skills in Scotland

Analytical Skills
Job Locations in Scotland

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the Scotland region over the 6 months to 17 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 -68 157 £42,500 -15.40% 28
Edinburgh +2 76 £61,000 +24.49% 41
Aberdeen 0 29 £42,500 -5.56% 22
Fife +7 13 £43,200 -52.00%
Dundee -5 10 £49,990 +29.43% 3
Lanarkshire +2 9 £42,500 -32.00% 9
Aberdeenshire +9 5 £42,500 -34.62% 10
Renfrewshire -3 5 £28,921 -
Stirling -4 3 £50,000 +53.85% 3
North Lanarkshire -4 3 £29,000 -
East Ayrshire -4 3 £29,500 -
Falkirk - 3 £50,000 - 2
West Lothian -7 2 £52,500 -12.50% 4
West Dunbartonshire 0 1 £27,500 -
South Ayrshire - 1 £65,000 - 1
Analytical Skills
UK

Analytical Skills
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 19 (5.92%) Apache Spark
2 12 (3.74%) Confluence
3 9 (2.80%) SAS
4 8 (2.49%) SharePoint
5 5 (1.56%) Apache
6 2 (0.62%) CMS
6 2 (0.62%) IIS
6 2 (0.62%) WebLogic
6 2 (0.62%) WebSphere
Applications
1 19 (5.92%) Microsoft Excel
2 8 (2.49%) Microsoft Office
3 7 (2.18%) Microsoft PowerPoint
4 5 (1.56%) MS Visio
5 2 (0.62%) AutoCAD
6 1 (0.31%) EViews
6 1 (0.31%) Revit
6 1 (0.31%) SPSS
Business Applications
1 11 (3.43%) Endur
2 2 (0.62%) Dynamics CRM
3 1 (0.31%) Maximo
3 1 (0.31%) Oracle Cash Management
3 1 (0.31%) Oracle Receivables
3 1 (0.31%) Payment Gateway
3 1 (0.31%) Primavera
Cloud Services
1 50 (15.58%) Power Platform
2 40 (12.46%) Azure
3 34 (10.59%) AWS
4 24 (7.48%) Dynamics 365
5 21 (6.54%) GCP
6 18 (5.61%) Microsoft 365
7 10 (3.12%) Azure DevOps
8 9 (2.80%) BlazeMeter
9 8 (2.49%) Entra ID
10 4 (1.25%) Amazon Ads
10 4 (1.25%) Cloud Computing
10 4 (1.25%) Google Ads
10 4 (1.25%) Google Analytics
10 4 (1.25%) IaaS
10 4 (1.25%) SaaS
11 3 (0.93%) Azure AKS
11 3 (0.93%) Azure API Management
11 3 (0.93%) Vertex AI
12 2 (0.62%) PowerApps
12 2 (0.62%) Yammer
Communications & Networking
1 18 (5.61%) DSL
2 7 (2.18%) Cisco Nexus
2 7 (2.18%) DNS
3 4 (1.25%) Firewall
3 4 (1.25%) Intrusion Detection
3 4 (1.25%) LAN
3 4 (1.25%) Network Security
3 4 (1.25%) WAN
3 4 (1.25%) Wireless
4 3 (0.93%) Remote Desktop
4 3 (0.93%) VLAN
5 1 (0.31%) Internet
Database & Business Intelligence
1 47 (14.64%) Power BI
2 23 (7.17%) MongoDB
3 21 (6.54%) Big Data
3 21 (6.54%) Tableau
4 19 (5.92%) Data Lake
5 18 (5.61%) DB2
6 16 (4.98%) BigQuery
6 16 (4.98%) Looker
7 11 (3.43%) Data Warehouse
8 9 (2.80%) SQL Server
9 8 (2.49%) Power Query
10 7 (2.18%) MS Access
11 5 (1.56%) PostgreSQL
12 4 (1.25%) MySQL
13 3 (0.93%) Oracle Database
13 3 (0.93%) Oracle Database 10g
13 3 (0.93%) Relational Database
13 3 (0.93%) SQL Server Reporting Services
14 2 (0.62%) Data Hub
14 2 (0.62%) Metadata
Development Applications
1 31 (9.66%) JIRA
2 16 (4.98%) Cypress.io
3 15 (4.67%) LabVIEW
4 10 (3.12%) Cucumber
4 10 (3.12%) Git
5 9 (2.80%) Gradle
5 9 (2.80%) Jenkins
5 9 (2.80%) JMeter
5 9 (2.80%) Maven
6 7 (2.18%) Visual Studio
7 6 (1.87%) Bitbucket
7 6 (1.87%) MSTest
8 1 (0.31%) Bugzilla
8 1 (0.31%) JUnit
8 1 (0.31%) Mockito
General
1 183 (57.01%) Social Skills
2 113 (35.20%) Finance
3 94 (29.28%) Inclusion and Diversity
4 62 (19.31%) Law
5 52 (16.20%) Marketing
6 46 (14.33%) Banking
7 25 (7.79%) Investment Banking
8 23 (7.17%) Public Sector
9 22 (6.85%) Presentation Skills
10 21 (6.54%) Manufacturing
11 18 (5.61%) Financial Institution
12 15 (4.67%) Electronics
12 15 (4.67%) Legal
12 15 (4.67%) Retail
13 12 (3.74%) Back Office
14 11 (3.43%) Organisational Skills
15 7 (2.18%) Billing
15 7 (2.18%) Influencing Skills
15 7 (2.18%) Publishing
16 4 (1.25%) Documentation Skills
Job Titles
1 79 (24.61%) Analyst
2 27 (8.41%) Data Engineer
3 24 (7.48%) Senior
4 23 (7.17%) Consultant
5 22 (6.85%) Business Analyst
6 18 (5.61%) Software Engineering Director
7 15 (4.67%) Electronics Engineer
7 15 (4.67%) Lead
7 15 (4.67%) Manufacturing Engineer
7 15 (4.67%) Software Design Engineer
7 15 (4.67%) Software Engineer
8 13 (4.05%) QA Engineer
9 12 (3.74%) Architect
10 11 (3.43%) Endur Consultant
10 11 (3.43%) ETRM Consultant
10 11 (3.43%) Graduate
10 11 (3.43%) OpenLink Consultant
10 11 (3.43%) Systems Analyst
10 11 (3.43%) Technical Analyst
11 10 (3.12%) Java Engineer
Libraries, Frameworks & Software Standards
1 18 (5.61%) Kafka
2 14 (4.36%) .NET
3 13 (4.05%) React
4 10 (3.12%) Spring
4 10 (3.12%) Spring Boot
5 9 (2.80%) Ext JS
6 5 (1.56%) REST
7 4 (1.25%) CSS
7 4 (1.25%) HTML
7 4 (1.25%) SOAP
7 4 (1.25%) Web Services
8 3 (0.93%) AngularJS
9 2 (0.62%) ASP.NET
9 2 (0.62%) Laravel
9 2 (0.62%) Middleware
9 2 (0.62%) RESTful
9 2 (0.62%) Vue
10 1 (0.31%) Matplotlib
10 1 (0.31%) Swagger
10 1 (0.31%) TensorFlow
Miscellaneous
1 44 (13.71%) Product Ownership
2 30 (9.35%) Management Information System
3 25 (7.79%) Cloud Native
4 21 (6.54%) Analytical Mindset
5 18 (5.61%) Public Cloud
6 13 (4.05%) Self-Motivation
7 11 (3.43%) Onboarding
8 9 (2.80%) Credit Risk
8 9 (2.80%) Cyber Threat
8 9 (2.80%) Market Risk
9 8 (2.49%) Foreign Exchange (FX)
9 8 (2.49%) Reference Data
9 8 (2.49%) Virtual Team
10 7 (2.18%) Credit Derivative
10 7 (2.18%) Derivative
10 7 (2.18%) Fixed Income
10 7 (2.18%) Hedge funds
10 7 (2.18%) Interest Rate Derivative
10 7 (2.18%) IoT
11 5 (1.56%) Operational Technology
Operating Systems
1 16 (4.98%) Windows
2 14 (4.36%) Linux
3 7 (2.18%) Windows Server
4 4 (1.25%) AIX
5 2 (0.62%) Unix
5 2 (0.62%) Windows 8
6 1 (0.31%) Windows 10
Processes & Methodologies
1 170 (52.96%) Problem-Solving
2 113 (35.20%) Agile
3 64 (19.94%) Decision-Making
4 60 (18.69%) Software Engineering
5 57 (17.76%) Business Intelligence
6 52 (16.20%) Continuous Improvement
7 44 (13.71%) Analytics
8 42 (13.08%) CI/CD
8 42 (13.08%) Risk Management
9 41 (12.77%) Project Management
9 41 (12.77%) Test Automation
10 38 (11.84%) SDLC
11 37 (11.53%) Computer Science
11 37 (11.53%) Data Analysis
12 35 (10.90%) Change Management
13 34 (10.59%) Regression Testing
13 34 (10.59%) Scrum
14 32 (9.97%) Data Modelling
15 31 (9.66%) DevOps
16 30 (9.35%) Cybersecurity
Programming Languages
1 86 (26.79%) SQL
2 51 (15.89%) Python
3 36 (11.21%) Java
4 31 (9.66%) C#
5 25 (7.79%) C++
6 21 (6.54%) PL/SQL
7 19 (5.92%) C
8 18 (5.61%) Scala
9 15 (4.67%) JavaScript
10 8 (2.49%) Data Analysis Expressions
11 5 (1.56%) T-SQL
12 4 (1.25%) PowerShell
12 4 (1.25%) VB
13 3 (0.93%) R
14 2 (0.62%) PHP
14 2 (0.62%) VBA
15 1 (0.31%) Kotlin
15 1 (0.31%) MATLAB
15 1 (0.31%) TypeScript
Qualifications
1 100 (31.15%) Degree
2 12 (3.74%) Cisco Certification
3 11 (3.43%) CCNP
4 9 (2.80%) DBS Check
5 8 (2.49%) Computer Science Degree
6 7 (2.18%) SC Cleared
6 7 (2.18%) Security Cleared
7 6 (1.87%) HND
7 6 (1.87%) Master's Degree
7 6 (1.87%) PMI Certification
7 6 (1.87%) PMP
8 4 (1.25%) CCDP
8 4 (1.25%) CCSP
8 4 (1.25%) ITIL Foundation Certificate
8 4 (1.25%) Microsoft Certification
9 3 (0.93%) Azure Certification
10 2 (0.62%) CISM
10 2 (0.62%) CISSP
10 2 (0.62%) PhD
11 1 (0.31%) CCNA
Quality Assurance & Compliance
1 31 (9.66%) QA
2 24 (7.48%) SLA
3 13 (4.05%) GDPR
4 5 (1.56%) IFRS
4 5 (1.56%) IFRS 9
5 4 (1.25%) Accessibility
5 4 (1.25%) Data Quality
6 3 (0.93%) Actionable Recommendations
6 3 (0.93%) Cyber Essentials
6 3 (0.93%) Disclosure Scotland
7 2 (0.62%) CRD IV
7 2 (0.62%) ISO/IEC 27001
7 2 (0.62%) NIST
8 1 (0.31%) Basel III
8 1 (0.31%) FINRA
8 1 (0.31%) ISO 20022
8 1 (0.31%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
8 1 (0.31%) MiFID
8 1 (0.31%) NEBOSH
8 1 (0.31%) Sarbanes-Oxley
System Software
1 11 (3.43%) Active Directory
2 3 (0.93%) Hyper-V
2 3 (0.93%) VMware Infrastructure
3 2 (0.62%) Docker
4 1 (0.31%) Virtual Desktop
Systems Management
1 23 (7.17%) Kubernetes
2 4 (1.25%) SCCM
3 3 (0.93%) Oracle RMAN
4 1 (0.31%) Microsoft Intune
4 1 (0.31%) Nessus
4 1 (0.31%) TeamSite
Vendors
1 63 (19.63%) Microsoft
2 35 (10.90%) Oracle
3 25 (7.79%) Google
4 18 (5.61%) Alteryx
4 18 (5.61%) Cognos
4 18 (5.61%) Databricks
4 18 (5.61%) Sybase
5 11 (3.43%) OpenLink
6 9 (2.80%) TOWER Software
7 8 (2.49%) Dell
7 8 (2.49%) Meraki
8 7 (2.18%) ForeScout
9 5 (1.56%) VMware
10 3 (0.93%) Atlassian
10 3 (0.93%) Cisco
10 3 (0.93%) ServiceNow
11 1 (0.31%) Autodesk
11 1 (0.31%) CA
11 1 (0.31%) Epicor
11 1 (0.31%) JD Edwards