Analytical Skills Job Trends

Analytical Skills
UK

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies. Included is a benchmarking guide to the salaries offered in vacancies that cited Analytical Skills over the 6 months leading up to 23 February 2026, comparing them to the same period in the previous two years.

6 months to
23 Feb 2026
Same period 2025 Same period 2024
Rank 20 11 16
Rank change year-on-year -9 +5 +5
Permanent jobs citing Analytical Skills 5,029 5,627 6,879
As % of all permanent jobs in the UK 7.30% 11.69% 9.11%
As % of the General category 13.07% 17.02% 14.78%
Number of salaries quoted 2,597 2,330 4,752
10th Percentile £30,370 £32,500 £28,500
25th Percentile £35,500 £42,500 £36,250
Median annual salary (50th Percentile) £51,058 £55,000 £52,500
Median % change year-on-year -7.17% +4.76% -4.55%
75th Percentile £71,250 £74,014 £70,000
90th Percentile £87,500 £95,000 £88,750
UK excluding London median annual salary £45,000 £50,967 £45,543
% change year-on-year -11.71% +11.91% -4.12%

All General Skills
UK

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

Permanent vacancies with a requirement for general skills 38,474 33,063 46,555
As % of all permanent jobs advertised in the UK 55.83% 68.70% 61.67%
Number of salaries quoted 20,937 15,205 34,373
10th Percentile £28,250 £32,500 £27,500
25th Percentile £35,000 £45,000 £37,500
Median annual salary (50th Percentile) £52,500 £60,000 £55,000
Median % change year-on-year -12.50% +9.09% -9.84%
75th Percentile £75,000 £82,500 £75,000
90th Percentile £97,500 £106,250 £95,000
UK excluding London median annual salary £45,000 £52,500 £47,500
% change year-on-year -14.29% +10.53% -9.52%

Analytical Skills
Job Vacancy Trend

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

Analytical Skills job vacancy trend in the UK

Analytical Skills
Salary Trend

Salary distribution trend for jobs in the UK citing Analytical Skills.

Salary distribution trend for jobs in the UK citing Analytical Skills

Analytical Skills
Salary Histogram

Salary distribution for jobs citing Analytical Skills over the 6 months to 23 February 2026.

Salary histogram for Analytical Skills in the UK

Analytical Skills
Top 19 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the UK over the 6 months to 23 February 2026. 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
England -8 4,445 £52,500 -4.55% 1,859
UK excluding London -11 3,223 £45,000 -11.71% 1,592
Work from Home +5 1,697 £52,500 -4.55% 834
London -4 1,497 £67,500 +3.85% 642
South East +13 894 £50,000 - 578
North of England -18 835 £45,000 -14.29% 334
Midlands -12 590 £44,000 -8.33% 290
North West -18 420 £42,500 -19.05% 202
West Midlands -17 343 £52,500 +5.00% 184
South West -6 324 £45,000 -14.29% 162
Yorkshire -1 305 £45,000 -7.69% 99
East of England -17 262 £40,000 -21.52% 146
East Midlands +6 245 £39,750 -6.47% 106
Scotland -11 231 £40,000 -33.74% 69
North East -4 110 £40,000 +0.34% 39
Wales +22 71 £40,000 -18.54% 36
Northern Ireland -19 44 £52,500 -4.55% 17
Isle of Man -4 1 £62,500 +150.00% 2
Channel Islands -8 1 - - 1

Analytical Skills
Co-Occurring Skills & Capabilities 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
1 173 (3.44%) Microsoft Exchange
2 89 (1.77%) Confluence
3 85 (1.69%) SharePoint
4 42 (0.84%) Apache Spark
4 42 (0.84%) CMS
5 34 (0.68%) Apache Airflow
6 18 (0.36%) Apache
6 18 (0.36%) WordPress
7 15 (0.30%) SAS
8 14 (0.28%) IIS
8 14 (0.28%) Palantir Foundry
9 6 (0.12%) nginx
10 4 (0.080%) Adobe Experience Manager
11 3 (0.060%) Drupal
11 3 (0.060%) govService
12 2 (0.040%) ArcGIS
12 2 (0.040%) FactoryTalk
12 2 (0.040%) Jupyter
12 2 (0.040%) MTS
12 2 (0.040%) WinCC
Applications
1 734 (14.60%) Microsoft Excel
2 338 (6.72%) Chatbot
3 301 (5.99%) Microsoft Office
4 127 (2.53%) Microsoft PowerPoint
5 80 (1.59%) MS Visio
6 42 (0.84%) Maya
7 36 (0.72%) Spreadsheet
8 35 (0.70%) Microsoft Project
9 17 (0.34%) AutoCAD
10 13 (0.26%) Adobe XD
11 10 (0.20%) CATIA
12 8 (0.16%) SOLIDWORKS
13 3 (0.060%) Sketch
14 2 (0.040%) Oracle Smart View
14 2 (0.040%) Revit
14 2 (0.040%) Simulink
14 2 (0.040%) Trello
15 1 (0.020%) OrCAD
15 1 (0.020%) Siemens NX
15 1 (0.020%) UserZoom
Business Applications
1 118 (2.35%) SAP S/4HANA
2 52 (1.03%) SAP MDG
3 48 (0.95%) Dynamics CRM
4 41 (0.82%) NetSuite
5 31 (0.62%) SAP CO
6 27 (0.54%) Salesforce CRM
7 24 (0.48%) OpenText VIM for SAP
8 23 (0.46%) SAP FI
9 22 (0.44%) Endur
9 22 (0.44%) Oracle Payables
9 22 (0.44%) SAP FI/CO
10 21 (0.42%) Workday HCM
11 14 (0.28%) Oracle Receivables
12 12 (0.24%) Shopify
13 11 (0.22%) Sage X3
13 11 (0.22%) SAP ERP
14 10 (0.20%) Oracle Assets
14 10 (0.20%) Remedy ITSM
14 10 (0.20%) SAP IBP
15 8 (0.16%) Maximo
Cloud Services
1 863 (17.16%) Azure
2 636 (12.65%) Power Platform
3 413 (8.21%) AWS
4 329 (6.54%) Microsoft 365
5 255 (5.07%) SaaS
6 160 (3.18%) GCP
7 154 (3.06%) Azure DevOps
8 116 (2.31%) Dynamics 365
9 95 (1.89%) Entra ID
10 90 (1.79%) GitHub
11 79 (1.57%) Power Automate
12 74 (1.47%) Snowflake
13 71 (1.41%) Azure Data Factory
14 59 (1.17%) Google Analytics
15 57 (1.13%) Serverless
16 54 (1.07%) dbt
17 50 (0.99%) Microsoft Purview
17 50 (0.99%) PowerApps
18 46 (0.91%) Azure Synapse Analytics
18 46 (0.91%) OCI
Communications & Networking
1 189 (3.76%) DNS
2 179 (3.56%) Firewall
3 155 (3.08%) DHCP
4 96 (1.91%) VPN
5 80 (1.59%) Wi-Fi
6 66 (1.31%) WAN
7 60 (1.19%) LAN
8 58 (1.15%) Wireless
9 56 (1.11%) TCP/IP
10 54 (1.07%) VLAN
11 44 (0.87%) Network Security
12 41 (0.82%) Broadband
13 34 (0.68%) Remote Desktop
14 33 (0.66%) BGP
14 33 (0.66%) Wireshark
15 31 (0.62%) OSPF
16 29 (0.58%) VoIP
17 28 (0.56%) SAN
18 27 (0.54%) EIGRP
19 24 (0.48%) SD-WAN
Database & Business Intelligence
1 573 (11.39%) Power BI
2 408 (8.11%) Tableau
3 207 (4.12%) SQL Server
4 206 (4.10%) Data Mining
5 171 (3.40%) Data Warehouse
6 127 (2.53%) Amazon RDS
7 109 (2.17%) Metadata
8 97 (1.93%) Relational Database
9 83 (1.65%) Data Lake
10 63 (1.25%) SQL Server Reporting Services
11 52 (1.03%) PostgreSQL
12 51 (1.01%) NoSQL
13 50 (0.99%) Looker
14 49 (0.97%) MySQL
15 47 (0.93%) Amazon Redshift
16 46 (0.91%) Azure SQL Database
17 42 (0.84%) Power Query
18 38 (0.76%) Big Data
19 32 (0.64%) GIS
20 30 (0.60%) DynamoDB
Development Applications
1 200 (3.98%) JIRA
2 101 (2.01%) Git
3 43 (0.86%) Selenium
4 42 (0.84%) GitLab
5 35 (0.70%) Jenkins
6 15 (0.30%) ERwin
6 15 (0.30%) Robot Framework
6 15 (0.30%) Visual Studio
7 14 (0.28%) Subversion
8 13 (0.26%) Postman
8 13 (0.26%) Snyk
9 12 (0.24%) Balsamiq
9 12 (0.24%) Oracle Forms
10 11 (0.22%) Axure RP
10 11 (0.22%) Chocolatey
10 11 (0.22%) Cypress.io
10 11 (0.22%) ER Studio
11 10 (0.20%) Bitbucket
11 10 (0.20%) LabVIEW
11 10 (0.20%) WebDriver
General
1 2,571 (51.12%) Social Skills
2 1,807 (35.93%) Finance
3 451 (8.97%) Marketing
4 328 (6.52%) Inclusion and Diversity
5 293 (5.83%) Law
6 287 (5.71%) Retail
7 277 (5.51%) Legal
8 269 (5.35%) Banking
9 259 (5.15%) Organisational Skills
10 243 (4.83%) Public Sector
11 218 (4.33%) Presentation Skills
12 157 (3.12%) Manufacturing
13 137 (2.72%) Financial Institution
14 124 (2.47%) Influencing Skills
15 103 (2.05%) Telecoms
16 94 (1.87%) Games
17 89 (1.77%) Documentation Skills
18 70 (1.39%) Advertising
19 63 (1.25%) Electronics
20 50 (0.99%) German Language
Job Titles
1 1,207 (24.00%) Analyst
2 612 (12.17%) Senior
3 395 (7.85%) Data Analyst
4 355 (7.06%) Lead
5 334 (6.64%) Trainer
6 281 (5.59%) Architect
7 234 (4.65%) Developer
8 226 (4.49%) Business Analyst
9 184 (3.66%) Consultant
10 181 (3.60%) Trainee
11 176 (3.50%) Support Analyst
12 168 (3.34%) Trainee Analyst
12 168 (3.34%) Trainee Data Analyst
13 150 (2.98%) IT Support
14 132 (2.62%) Systems Engineer
15 129 (2.57%) Senior Analyst
16 120 (2.39%) Senior Manager
17 110 (2.19%) Business Manager
18 106 (2.11%) Financial Analyst
19 104 (2.07%) Support Engineer
Libraries, Frameworks & Software Standards
1 120 (2.39%) HTML
2 117 (2.33%) CSS
3 85 (1.69%) React
4 71 (1.41%) .NET
5 62 (1.23%) REST
6 61 (1.21%) Middleware
7 50 (0.99%) JSON
8 46 (0.91%) XML
9 40 (0.80%) Node.js
10 31 (0.62%) EDI
10 31 (0.62%) SOAP
11 28 (0.56%) Kafka
11 28 (0.56%) Spring
12 27 (0.54%) AngularJS
12 27 (0.54%) TensorFlow
13 24 (0.48%) FIX Protocol
13 24 (0.48%) PyTorch
14 21 (0.42%) Oracle Fusion
15 20 (0.40%) PySpark
16 17 (0.34%) RESTful
Miscellaneous
1 490 (9.74%) Analytical Mindset
2 364 (7.24%) Self-Motivation
3 294 (5.85%) Onboarding
4 261 (5.19%) Management Information System
5 191 (3.80%) Product Ownership
6 158 (3.14%) Legacy Systems
7 119 (2.37%) Enterprise Software
8 107 (2.13%) Data Centre
9 91 (1.81%) Data Structures
10 80 (1.59%) Cloud Native
10 80 (1.59%) FMCG
11 76 (1.51%) Driving Licence
12 68 (1.35%) Algorithms
13 53 (1.05%) Robotics
13 53 (1.05%) Virtual Team
14 52 (1.03%) Social Media
15 51 (1.01%) Low-Code
16 47 (0.93%) Data Protection Act
17 46 (0.91%) Foreign Exchange (FX)
17 46 (0.91%) Security Posture
Operating Systems
1 387 (7.70%) Windows
2 262 (5.21%) Linux
3 177 (3.52%) Windows Server
4 116 (2.31%) Windows Server 2016
5 38 (0.76%) Unix
6 28 (0.56%) Mac OS
7 16 (0.32%) Android
8 15 (0.30%) Windows 10
9 9 (0.18%) Red Hat Enterprise Linux
10 8 (0.16%) Apple iOS
11 5 (0.099%) VMS
12 4 (0.080%) Ubuntu
12 4 (0.080%) Windows Server 2012
13 3 (0.060%) CentOS
13 3 (0.060%) OpenWrt
14 2 (0.040%) AIX
14 2 (0.040%) Data ONTAP
14 2 (0.040%) Oracle Linux
15 1 (0.020%) Robot Operating System
15 1 (0.020%) Windows Server 2019
Processes & Methodologies
1 2,257 (44.88%) Problem-Solving
2 1,107 (22.01%) Analytics
3 1,087 (21.61%) Continuous Improvement
4 1,029 (20.46%) AI
5 935 (18.59%) Decision-Making
6 864 (17.18%) Agile
7 803 (15.97%) Project Management
8 743 (14.77%) Business Intelligence
9 616 (12.25%) Stakeholder Management
10 582 (11.57%) Data Analysis
11 423 (8.41%) Actionable Insight
11 423 (8.41%) Mentoring
12 421 (8.37%) Roadmaps
13 416 (8.27%) Process Improvement
14 411 (8.17%) Analytical Thinking
14 411 (8.17%) Risk Management
15 408 (8.11%) ERP
16 397 (7.89%) Migration
17 393 (7.81%) Customer Service
18 388 (7.72%) Cybersecurity
Programming Languages
1 1,033 (20.54%) SQL
2 822 (16.35%) Python
3 151 (3.00%) JavaScript
4 141 (2.80%) Java
5 136 (2.70%) PowerShell
6 115 (2.29%) C#
7 75 (1.49%) Data Analysis Expressions
8 65 (1.29%) R
9 51 (1.01%) Bash
10 50 (0.99%) T-SQL
11 46 (0.91%) C++
12 43 (0.86%) VBA
13 31 (0.62%) TypeScript
14 24 (0.48%) Scala
15 23 (0.46%) C
16 19 (0.38%) MATLAB
17 18 (0.36%) Go
18 15 (0.30%) PL/SQL
19 12 (0.24%) Bicep
19 12 (0.24%) Shell Script
Qualifications
1 1,476 (29.35%) Degree
2 477 (9.48%) Master's Degree
3 450 (8.95%) Security Cleared
4 343 (6.82%) PhD
5 342 (6.80%) SC Cleared
6 204 (4.06%) ACCA
7 193 (3.84%) CIMA
8 190 (3.78%) Computer Science Degree
9 144 (2.86%) CISSP
10 99 (1.97%) PMI Certification
11 92 (1.83%) DBS Check
12 84 (1.67%) DV Cleared
12 84 (1.67%) PMP
13 82 (1.63%) CISM
14 77 (1.53%) Cisco Certification
15 68 (1.35%) Azure Certification
16 67 (1.33%) BPSS Clearance
17 60 (1.19%) Microsoft Certification
18 48 (0.95%) AWS Certification
19 46 (0.91%) CISA
Quality Assurance & Compliance
1 322 (6.40%) Data Quality
2 239 (4.75%) QA
3 205 (4.08%) GDPR
4 204 (4.06%) ISO/IEC 27001
5 182 (3.62%) Cyber Essentials
6 150 (2.98%) PCI DSS
7 143 (2.84%) NIST
8 105 (2.09%) Accessibility
9 86 (1.71%) PMO
10 68 (1.35%) Actionable Recommendations
11 48 (0.95%) SLA
12 43 (0.86%) GRC
13 36 (0.72%) Cyber Essentials PLUS
14 32 (0.64%) IFRS
15 25 (0.50%) ISO 9001
16 23 (0.46%) Sarbanes-Oxley
17 20 (0.40%) WCAG
18 17 (0.34%) NCSC
19 16 (0.32%) COBIT
20 13 (0.26%) GMP
System Software
1 283 (5.63%) Active Directory
2 140 (2.78%) Hyper-V
3 112 (2.23%) Terminal Server
4 61 (1.21%) Docker
5 53 (1.05%) VMware Infrastructure
6 15 (0.30%) vSphere
7 13 (0.26%) Virtual Machines
8 12 (0.24%) ProxySG
9 9 (0.18%) Firmware
10 7 (0.14%) Virtual Desktop
11 6 (0.12%) IAG
11 6 (0.12%) VMware ESXi
12 4 (0.080%) VMware NSX
13 3 (0.060%) Microsoft Virtual Server
13 3 (0.060%) Virtual Servers
14 2 (0.040%) XenApp
14 2 (0.040%) XenDesktop
15 1 (0.020%) KVM
15 1 (0.020%) NFS
15 1 (0.020%) Oracle RAC
Systems Management
1 120 (2.39%) Terraform
2 67 (1.33%) Kubernetes
3 66 (1.31%) Ansible
4 49 (0.97%) Microsoft Intune
5 29 (0.58%) Grafana
6 28 (0.56%) Prometheus
7 25 (0.50%) Single Sign-On
8 20 (0.40%) SCCM
9 11 (0.22%) Nagios
10 6 (0.12%) Control-M
10 6 (0.12%) SCOM
11 5 (0.099%) CASB
11 5 (0.099%) Computer Incident Response Team
12 4 (0.080%) Active Directory Federation Services
12 4 (0.080%) Backup Exec
12 4 (0.080%) Nessus
12 4 (0.080%) QRadar
12 4 (0.080%) SolarWinds Orion
12 4 (0.080%) vCenter Server
13 3 (0.060%) RSA Archer
Vendors
1 1,226 (24.38%) Microsoft
2 336 (6.68%) PayPal
3 296 (5.89%) SAP
4 188 (3.74%) Oracle
5 177 (3.52%) VMware
6 160 (3.18%) Salesforce
7 156 (3.10%) SolarWinds
8 141 (2.80%) Splunk
9 134 (2.66%) Google
10 117 (2.33%) Veeam
11 113 (2.25%) Brocade
11 113 (2.25%) Tanium
12 112 (2.23%) Nimble Storage
13 108 (2.15%) ServiceNow
14 81 (1.61%) Cisco
15 66 (1.31%) Databricks
16 59 (1.17%) Adobe
17 46 (0.91%) Workday
18 43 (0.86%) Alteryx
19 42 (0.84%) Bloomberg