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 1 June 2024 with a comparison to the same period over the previous 2 years.

6 months to
1 Jun 2024
Same period 2023 Same period 2022
Rank 81 40 47
Rank change year-on-year -41 +7 -10
Permanent jobs citing Analytical Skills 314 290 358
As % of all permanent jobs advertised in Scotland 4.59% 6.67% 5.89%
As % of the General category 6.54% 8.91% 9.49%
Number of salaries quoted 197 186 196
10th Percentile £27,500 £30,500 £30,250
25th Percentile £38,500 £37,500 £39,336
Median annual salary (50th Percentile) £45,000 £47,709 £49,321
Median % change year-on-year -5.68% -3.27% +3.83%
75th Percentile £61,500 £63,750 £61,250
90th Percentile £68,750 £69,825 £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 4,802 3,256 3,774
As % of all permanent jobs advertised in Scotland 70.23% 74.83% 62.05%
Number of salaries quoted 1,574 1,564 1,975
10th Percentile £27,500 £32,500 £31,250
25th Percentile £38,500 £41,250 £41,250
Median annual salary (50th Percentile) £50,000 £57,500 £55,000
Median % change year-on-year -13.04% +4.55% +10.00%
75th Percentile £65,000 £75,000 £68,275
90th Percentile £81,250 £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 1 June 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 1 June 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 -68 146 £42,500 -15.40% 56
Edinburgh -3 71 £63,500 +33.68% 40
Aberdeen +3 33 £42,500 -22.73% 25
Fife +4 13 £43,200 -52.00% 2
Aberdeenshire +9 9 £42,500 -34.62% 9
Lanarkshire -1 9 £42,500 -32.00% 19
Dundee -8 9 £49,990 +29.43% 1
Renfrewshire -1 7 £28,921 - 1
North Lanarkshire -1 3 £29,000 - 4
East Ayrshire -4 3 £29,500 -
Stirling -4 3 £50,000 +53.85% 1
Falkirk - 3 £50,000 - 2
West Lothian -2 2 £52,500 -12.50% 4
West Dunbartonshire -1 1 £27,500 -
South Ayrshire - 1 £65,000 -
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 16 (5.10%) Apache Spark
2 10 (3.18%) Confluence
3 6 (1.91%) SharePoint
4 5 (1.59%) SAS
5 4 (1.27%) Apache
6 2 (0.64%) IIS
6 2 (0.64%) WebLogic
6 2 (0.64%) WebSphere
7 1 (0.32%) CMS
Applications
1 16 (5.10%) Microsoft Excel
2 6 (1.91%) Microsoft Office
3 5 (1.59%) Microsoft PowerPoint
3 5 (1.59%) MS Visio
4 2 (0.64%) AutoCAD
5 1 (0.32%) Revit
Business Applications
1 11 (3.50%) Endur
2 2 (0.64%) Dynamics CRM
3 1 (0.32%) Maximo
3 1 (0.32%) Oracle Cash Management
3 1 (0.32%) Oracle Receivables
3 1 (0.32%) Payment Gateway
3 1 (0.32%) Primavera
Cloud Services
1 52 (16.56%) Power Platform
2 40 (12.74%) Azure
3 33 (10.51%) AWS
4 26 (8.28%) Dynamics 365
5 20 (6.37%) GCP
6 15 (4.78%) Microsoft 365
7 10 (3.18%) Azure DevOps
8 9 (2.87%) BlazeMeter
9 8 (2.55%) Entra ID
10 4 (1.27%) Amazon Ads
10 4 (1.27%) Cloud Computing
10 4 (1.27%) Google Ads
10 4 (1.27%) Google Analytics
10 4 (1.27%) IaaS
10 4 (1.27%) SaaS
11 3 (0.96%) Azure AKS
11 3 (0.96%) Azure API Management
12 2 (0.64%) PowerApps
13 1 (0.32%) OCI
13 1 (0.32%) Serverless
Communications & Networking
1 16 (5.10%) DSL
2 7 (2.23%) Cisco Nexus
2 7 (2.23%) DNS
3 4 (1.27%) LAN
3 4 (1.27%) WAN
3 4 (1.27%) Wireless
4 3 (0.96%) Firewall
4 3 (0.96%) Intrusion Detection
4 3 (0.96%) Network Security
4 3 (0.96%) Remote Desktop
4 3 (0.96%) VLAN
5 1 (0.32%) Internet
Database & Business Intelligence
1 49 (15.61%) Power BI
2 21 (6.69%) MongoDB
3 19 (6.05%) Big Data
3 19 (6.05%) Tableau
4 17 (5.41%) Data Lake
5 16 (5.10%) BigQuery
5 16 (5.10%) DB2
5 16 (5.10%) Looker
6 11 (3.50%) Data Warehouse
7 10 (3.18%) Power Query
8 9 (2.87%) MS Access
8 9 (2.87%) SQL Server
9 5 (1.59%) PostgreSQL
10 3 (0.96%) MySQL
10 3 (0.96%) Oracle Database
10 3 (0.96%) Oracle Database 10g
10 3 (0.96%) Relational Database
10 3 (0.96%) SQL Server Reporting Services
11 2 (0.64%) RDBMS
11 2 (0.64%) SQL Server Integration Services
Development Applications
1 29 (9.24%) JIRA
2 16 (5.10%) Cypress.io
3 15 (4.78%) LabVIEW
4 10 (3.18%) Cucumber
5 9 (2.87%) Git
5 9 (2.87%) Gradle
5 9 (2.87%) Jenkins
5 9 (2.87%) JMeter
5 9 (2.87%) Maven
6 7 (2.23%) Visual Studio
7 6 (1.91%) Bitbucket
7 6 (1.91%) MSTest
8 1 (0.32%) Bugzilla
8 1 (0.32%) JUnit
8 1 (0.32%) Mockito
General
1 177 (56.37%) Social Skills
2 100 (31.85%) Finance
3 99 (31.53%) Inclusion and Diversity
4 60 (19.11%) Law
5 50 (15.92%) Marketing
6 38 (12.10%) Banking
7 23 (7.32%) Investment Banking
7 23 (7.32%) Public Sector
8 22 (7.01%) Presentation Skills
9 21 (6.69%) Manufacturing
10 16 (5.10%) Financial Institution
11 15 (4.78%) Electronics
11 15 (4.78%) Legal
12 12 (3.82%) Back Office
13 11 (3.50%) Organisational Skills
13 11 (3.50%) Retail
14 10 (3.18%) Influencing Skills
15 7 (2.23%) Billing
15 7 (2.23%) Publishing
16 6 (1.91%) Telecoms
Job Titles
1 65 (20.70%) Analyst
2 25 (7.96%) Consultant
2 25 (7.96%) Data Engineer
3 22 (7.01%) Business Analyst
3 22 (7.01%) Senior
4 18 (5.73%) Software Engineer
5 16 (5.10%) Software Engineering Director
6 15 (4.78%) Electronics Engineer
6 15 (4.78%) Manufacturing Engineer
6 15 (4.78%) Software Design Engineer
7 14 (4.46%) Architect
7 14 (4.46%) Lead
8 13 (4.14%) QA Engineer
9 11 (3.50%) Endur Consultant
9 11 (3.50%) ETRM Consultant
9 11 (3.50%) OpenLink Consultant
9 11 (3.50%) Technical Analyst
10 10 (3.18%) Java Engineer
10 10 (3.18%) Power BI Consultant
10 10 (3.18%) Systems Analyst
Libraries, Frameworks & Software Standards
1 16 (5.10%) .NET
1 16 (5.10%) Kafka
2 13 (4.14%) React
3 10 (3.18%) Spring
3 10 (3.18%) Spring Boot
4 9 (2.87%) Ext JS
5 5 (1.59%) REST
6 4 (1.27%) SOAP
6 4 (1.27%) Web Services
7 3 (0.96%) AngularJS
7 3 (0.96%) CSS
7 3 (0.96%) HTML
8 2 (0.64%) ASP.NET
8 2 (0.64%) Middleware
8 2 (0.64%) RESTful
8 2 (0.64%) Vue
9 1 (0.32%) .NET Framework
9 1 (0.32%) JSON
9 1 (0.32%) Keras
9 1 (0.32%) OpenAPI
Miscellaneous
1 42 (13.38%) Product Ownership
2 28 (8.92%) Management Information System
3 23 (7.32%) Cloud Native
4 22 (7.01%) Analytical Mindset
5 16 (5.10%) Public Cloud
6 13 (4.14%) Self-Motivation
7 11 (3.50%) Onboarding
8 9 (2.87%) Cyber Threat
8 9 (2.87%) Market Risk
9 8 (2.55%) Foreign Exchange (FX)
9 8 (2.55%) Reference Data
9 8 (2.55%) Virtual Team
10 7 (2.23%) Credit Derivative
10 7 (2.23%) Derivative
10 7 (2.23%) Fixed Income
10 7 (2.23%) Hedge funds
10 7 (2.23%) Interest Rate Derivative
10 7 (2.23%) IoT
11 6 (1.91%) Credit Risk
12 5 (1.59%) Driving Licence
Operating Systems
1 17 (5.41%) Linux
1 17 (5.41%) Windows
2 9 (2.87%) Windows Server
3 4 (1.27%) AIX
3 4 (1.27%) Unix
4 2 (0.64%) Windows 8
Processes & Methodologies
1 174 (55.41%) Problem-Solving
2 107 (34.08%) Agile
3 63 (20.06%) Software Engineering
4 57 (18.15%) Decision-Making
5 53 (16.88%) Business Intelligence
6 51 (16.24%) Continuous Improvement
7 41 (13.06%) Risk Management
8 40 (12.74%) Analytics
8 40 (12.74%) CI/CD
9 39 (12.42%) Test Automation
10 38 (12.10%) Computer Science
11 36 (11.46%) SDLC
12 34 (10.83%) Scrum
13 33 (10.51%) Change Management
13 33 (10.51%) Data Analysis
13 33 (10.51%) Project Management
14 32 (10.19%) Regression Testing
15 31 (9.87%) Cybersecurity
15 31 (9.87%) DevOps
16 30 (9.55%) Data Modelling
Programming Languages
1 86 (27.39%) SQL
2 46 (14.65%) Python
3 34 (10.83%) Java
4 33 (10.51%) C#
5 26 (8.28%) C++
6 19 (6.05%) C
6 19 (6.05%) PL/SQL
7 16 (5.10%) Scala
8 14 (4.46%) JavaScript
9 10 (3.18%) Data Analysis Expressions
10 5 (1.59%) T-SQL
11 4 (1.27%) PowerShell
11 4 (1.27%) VB
12 2 (0.64%) VBA
13 1 (0.32%) Kotlin
13 1 (0.32%) Perl
13 1 (0.32%) PHP
13 1 (0.32%) R
13 1 (0.32%) TypeScript
Qualifications
1 95 (30.25%) Degree
2 11 (3.50%) CCNP
2 11 (3.50%) Cisco Certification
3 9 (2.87%) DBS Check
4 7 (2.23%) Computer Science Degree
4 7 (2.23%) SC Cleared
4 7 (2.23%) Security Cleared
5 6 (1.91%) HND
5 6 (1.91%) Master's Degree
5 6 (1.91%) Microsoft Certification
5 6 (1.91%) PMI Certification
5 6 (1.91%) PMP
6 4 (1.27%) CCDP
6 4 (1.27%) CCSP
6 4 (1.27%) ITIL Foundation Certificate
7 3 (0.96%) Azure Certification
8 2 (0.64%) CISM
8 2 (0.64%) CISSP
8 2 (0.64%) PhD
9 1 (0.32%) Postgraduate
Quality Assurance & Compliance
1 31 (9.87%) QA
2 22 (7.01%) SLA
3 13 (4.14%) GDPR
4 4 (1.27%) Accessibility
4 4 (1.27%) Data Quality
4 4 (1.27%) IFRS
4 4 (1.27%) IFRS 9
5 3 (0.96%) Cyber Essentials
5 3 (0.96%) Disclosure Scotland
6 2 (0.64%) Actionable Recommendations
6 2 (0.64%) ISO/IEC 27001
6 2 (0.64%) NIST
7 1 (0.32%) Basel III
7 1 (0.32%) Cyber Essentials PLUS
7 1 (0.32%) FINRA
7 1 (0.32%) ISO 20022
7 1 (0.32%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
7 1 (0.32%) MiFID
7 1 (0.32%) NEBOSH
7 1 (0.32%) Sarbanes-Oxley
System Software
1 10 (3.18%) Active Directory
2 3 (0.96%) Hyper-V
2 3 (0.96%) VMware Infrastructure
3 2 (0.64%) Docker
Systems Management
1 21 (6.69%) Kubernetes
2 4 (1.27%) SCCM
3 3 (0.96%) Oracle RMAN
4 1 (0.32%) Microsoft Intune
4 1 (0.32%) Nessus
4 1 (0.32%) TeamSite
4 1 (0.32%) Terraform
Vendors
1 62 (19.75%) Microsoft
2 33 (10.51%) Oracle
3 23 (7.32%) Google
4 16 (5.10%) Alteryx
4 16 (5.10%) Cognos
4 16 (5.10%) Databricks
4 16 (5.10%) Sybase
5 11 (3.50%) OpenLink
6 9 (2.87%) TOWER Software
7 7 (2.23%) ForeScout
7 7 (2.23%) Meraki
8 5 (1.59%) VMware
9 2 (0.64%) Cisco
10 1 (0.32%) Autodesk
10 1 (0.32%) CA
10 1 (0.32%) Epicor
10 1 (0.32%) JD Edwards
10 1 (0.32%) Salesforce
10 1 (0.32%) SAP
10 1 (0.32%) ServiceNow