Analytical Skills Contract Job Trends in Edinburgh

Analytical Skills
Scotland > Edinburgh

The table below looks at the prevalence of the term Analytical Skills in contract job vacancies in Edinburgh. Included is a benchmarking guide to the contractor rates offered in vacancies that cited Analytical Skills over the 6 months leading up to 28 December 2025, comparing them to the same period in the previous two years.

6 months to
28 Dec 2025
Same period 2024 Same period 2023
Rank 16 13 22
Rank change year-on-year -3 +9 +15
Contract jobs citing Analytical Skills 67 73 71
As % of all contract jobs in Edinburgh 11.53% 11.68% 7.77%
As % of the General category 15.99% 15.67% 10.23%
Number of daily rates quoted 35 38 48
10th Percentile £159 £148 £165
25th Percentile £436 £237 £400
Median daily rate (50th Percentile) £525 £418 £475
Median % change year-on-year +25.75% -12.11% -
75th Percentile £550 £578 £556
90th Percentile £588 £619 £588
Scotland median daily rate £450 £425 £475
% change year-on-year +5.88% -10.53% +5.56%
Number of hourly rates quoted 1 1 2
10th Percentile - - £16.91
25th Percentile - - £17.91
Median hourly rate £30.00 £15.00 £20.19
Median % change year-on-year +100.00% -25.69% -
75th Percentile - - £21.84
90th Percentile - - £22.46
Scotland median hourly rate £44.36 £17.00 £18.00
% change year-on-year +160.96% -5.56% +47.78%

All General Skills
Edinburgh

Analytical Skills falls under the General Skills category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring general skills in Edinburgh.

Contract vacancies with a requirement for general skills 419 466 694
As % of all contract IT jobs advertised in Edinburgh 72.12% 74.56% 75.93%
Number of daily rates quoted 198 250 426
10th Percentile £170 £192 £171
25th Percentile £400 £375 £400
Median daily rate (50th Percentile) £474 £450 £475
Median % change year-on-year +5.33% -5.26% -
75th Percentile £550 £538 £559
90th Percentile £605 £631 £633
Scotland median daily rate £461 £450 £488
% change year-on-year +2.50% -7.69% +2.63%
Number of hourly rates quoted 17 17 14
10th Percentile £16.47 £14.45 £14.17
25th Percentile - £21.05 £19.01
Median hourly rate £17.87 £24.00 £49.35
Median % change year-on-year -25.54% -51.37% +170.63%
75th Percentile £31.50 £24.18 £62.25
90th Percentile £66.75 £45.03 £70.00
Scotland median hourly rate £17.87 £23.00 £19.50
% change year-on-year -22.30% +17.95% +15.15%

Analytical Skills
Job Vacancy Trend in Edinburgh

Historical trend showing the proportion of contract IT job postings citing Analytical Skills relative to all contract IT jobs advertised in Edinburgh.

Analytical Skills job vacancy trend in Edinburgh

Analytical Skills
Daily Rate Trend in Edinburgh

Contractor daily rate distribution trend for jobs in Edinburgh citing Analytical Skills.

Contractor daily rate distribution trend for jobs in Edinburgh citing Analytical Skills

Analytical Skills
Daily Rate Histogram in Edinburgh

Daily rate distribution for jobs citing Analytical Skills in Edinburgh over the 6 months to 28 December 2025.

Daily rate histogram for Analytical Skills in Edinburgh

Analytical Skills
Hourly Rate Trend in Edinburgh

Contractor hourly rate distribution trend for jobs in Edinburgh citing Analytical Skills.

Contractor hourly rate distribution trend for jobs in Edinburgh citing Analytical Skills

Analytical Skills
Co-Occurring Skills & Capabilities in Edinburgh 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 3 (4.48%) Confluence
2 1 (1.49%) CMS
2 1 (1.49%) SharePoint
Applications
1 4 (5.97%) Microsoft Excel
2 1 (1.49%) Chatbot
Business Applications
1 1 (1.49%) Oracle EBS
Cloud Services
1 8 (11.94%) Azure
2 6 (8.96%) Snowflake
3 3 (4.48%) AWS
3 3 (4.48%) Power Platform
4 2 (2.99%) Microsoft 365
5 1 (1.49%) Amazon Kinesis
5 1 (1.49%) Azure DevOps
5 1 (1.49%) Azure Functions
5 1 (1.49%) dbt
5 1 (1.49%) Dynamics 365
5 1 (1.49%) Microsoft Copilot
5 1 (1.49%) Microsoft Purview
5 1 (1.49%) OCI
5 1 (1.49%) Power Automate
5 1 (1.49%) PowerApps
5 1 (1.49%) Serverless
Communications & Networking
1 1 (1.49%) Firewall
1 1 (1.49%) HTTP
1 1 (1.49%) HTTPS
Database & Business Intelligence
1 4 (5.97%) SQL Server
2 3 (4.48%) IBM InfoSphere
2 3 (4.48%) PostgreSQL
2 3 (4.48%) Power BI
2 3 (4.48%) Relational Database
3 2 (2.99%) Data Warehouse
4 1 (1.49%) Delta Lake
Development Applications
1 7 (10.45%) ERwin
2 4 (5.97%) ER Studio
3 3 (4.48%) JIRA
4 1 (1.49%) Git
4 1 (1.49%) GitLab
General
1 32 (47.76%) Finance
2 25 (37.31%) Social Skills
3 21 (31.34%) Banking
4 15 (22.39%) Documentation Skills
5 6 (8.96%) Public Sector
6 5 (7.46%) Organisational Skills
7 3 (4.48%) Financial Institution
7 3 (4.48%) Retail Banking
8 1 (1.49%) Corporate Banking
8 1 (1.49%) Investment Banking
8 1 (1.49%) Legal
8 1 (1.49%) Presentation Skills
8 1 (1.49%) Retail
8 1 (1.49%) Social Science
Job Titles
1 33 (49.25%) Analyst
2 10 (14.93%) Business Analyst
3 8 (11.94%) Fraud Analyst
4 5 (7.46%) Cybersecurity Engineer
4 5 (7.46%) Data Modeller
4 5 (7.46%) Network Engineer
4 5 (7.46%) Senior
5 4 (5.97%) Data Protection Officer
5 4 (5.97%) Project Manager
5 4 (5.97%) Support Officer
6 3 (4.48%) Data Analyst
6 3 (4.48%) Product Owner
7 2 (2.99%) Consultant
7 2 (2.99%) Developer
7 2 (2.99%) Digital Analyst
7 2 (2.99%) Digital Business Analyst
7 2 (2.99%) IT Analyst
7 2 (2.99%) Junior
7 2 (2.99%) Product Business Analyst
7 2 (2.99%) Technical Analyst
Libraries, Frameworks & Software Standards
1 3 (4.48%) JSON
1 3 (4.48%) REST
2 1 (1.49%) .NET
2 1 (1.49%) JWT
2 1 (1.49%) Kafka
2 1 (1.49%) LDAP
2 1 (1.49%) OAuth
2 1 (1.49%) Oracle Fusion
2 1 (1.49%) PySpark
2 1 (1.49%) RESTful
2 1 (1.49%) SAML
2 1 (1.49%) SOAP
2 1 (1.49%) Streamlit
2 1 (1.49%) Swagger
Miscellaneous
1 6 (8.96%) Data Protection Act
2 4 (5.97%) Self-Motivation
3 3 (4.48%) Analytical Mindset
3 3 (4.48%) Legacy Systems
3 3 (4.48%) Product Ownership
4 2 (2.99%) Enterprise Software
4 2 (2.99%) Onboarding
5 1 (1.49%) Cloud Security Posture
5 1 (1.49%) Derivative
5 1 (1.49%) Digital Signage
5 1 (1.49%) Graphic Design
5 1 (1.49%) Low-Code
5 1 (1.49%) Mainframe
5 1 (1.49%) OTC Derivatives
5 1 (1.49%) PKI
5 1 (1.49%) Security Posture
5 1 (1.49%) Team-Oriented Environment
Operating Systems
1 2 (2.99%) Windows
2 1 (1.49%) Linux
2 1 (1.49%) Windows Server
Processes & Methodologies
1 22 (32.84%) Agile
2 20 (29.85%) Migration
3 19 (28.36%) Continuous Improvement
4 16 (23.88%) Problem-Solving
5 15 (22.39%) Fintech
6 14 (20.90%) Case Management
6 14 (20.90%) Digital Banking
6 14 (20.90%) Due Diligence
6 14 (20.90%) Regulatory Compliance
6 14 (20.90%) Scenario Testing
7 12 (17.91%) Data Protection
8 10 (14.93%) Cybersecurity
8 10 (14.93%) Decision-Making
9 9 (13.43%) Data Modelling
9 9 (13.43%) Logical Data Model
10 8 (11.94%) Fraud Detection
10 8 (11.94%) Physical Data Model
11 7 (10.45%) Data Architecture
11 7 (10.45%) Data Governance
11 7 (10.45%) SDLC
Programming Languages
1 12 (17.91%) SQL
2 9 (13.43%) Python
3 3 (4.48%) JavaScript
4 2 (2.99%) Java
5 1 (1.49%) C#
5 1 (1.49%) COBOL
5 1 (1.49%) Data Analysis Expressions
5 1 (1.49%) Groovy
5 1 (1.49%) TypeScript
Qualifications
1 3 (4.48%) Degree
1 3 (4.48%) Security Cleared
2 2 (2.99%) BPSS Clearance
2 2 (2.99%) Microsoft Certification
3 1 (1.49%) ITIL Certification
3 1 (1.49%) Master's Degree
3 1 (1.49%) MCSE
3 1 (1.49%) PhD
3 1 (1.49%) PMI Certification
3 1 (1.49%) PMP
3 1 (1.49%) SC Cleared
3 1 (1.49%) Six Sigma Green Belt
Quality Assurance & Compliance
1 8 (11.94%) Disclosure Scotland
2 6 (8.96%) Data Quality
3 3 (4.48%) QA
4 2 (2.99%) GDPR
5 1 (1.49%) Accessibility
5 1 (1.49%) Cyber Essentials
5 1 (1.49%) Cyber Essentials PLUS
5 1 (1.49%) PMO
System Software
1 1 (1.49%) Active Directory
1 1 (1.49%) Docker
1 1 (1.49%) Hyper-V
1 1 (1.49%) Virtual Servers
1 1 (1.49%) VMware Infrastructure
Systems Management
1 1 (1.49%) Kubernetes
1 1 (1.49%) SCCM
1 1 (1.49%) Terraform
Vendors
1 6 (8.96%) Oracle
2 5 (7.46%) Microsoft
3 3 (4.48%) IBM
4 2 (2.99%) Databricks
4 2 (2.99%) ServiceNow
5 1 (1.49%) ForgeRock
5 1 (1.49%) SAP
5 1 (1.49%) Snow
5 1 (1.49%) VMware