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 27 March 2026, comparing them to the same period in the previous two years.

6 months to
27 Mar 2026
Same period 2025 Same period 2024
Rank 24 11 16
Rank change year-on-year -13 +5 +3
Permanent jobs citing Analytical Skills 4,849 5,049 8,143
As % of all permanent jobs in the UK 6.25% 12.44% 9.19%
As % of the General category 11.77% 17.56% 15.10%
Number of salaries quoted 2,778 2,392 5,285
10th Percentile £31,425 £31,750 £28,500
25th Percentile £40,000 £42,500 £36,250
Median annual salary (50th Percentile) £52,500 £55,000 £50,000
Median % change year-on-year -4.55% +10.00% -9.09%
75th Percentile £72,500 £73,886 £68,750
90th Percentile £88,750 £93,778 £87,500
UK excluding London median annual salary £47,500 £50,967 £45,000
% change year-on-year -6.80% +13.26% -4.26%

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 41,192 28,761 53,914
As % of all permanent jobs advertised in the UK 53.09% 70.85% 60.86%
Number of salaries quoted 22,502 15,481 38,264
10th Percentile £28,250 £30,500 £27,500
25th Percentile £35,250 £42,500 £36,250
Median annual salary (50th Percentile) £55,000 £60,000 £52,500
Median % change year-on-year -8.33% +14.29% -12.50%
75th Percentile £75,000 £80,750 £72,500
90th Percentile £97,500 £105,000 £93,250
UK excluding London median annual salary £46,000 £51,500 £47,500
% change year-on-year -10.68% +8.42% -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 27 March 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 27 March 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 -17 4,311 £53,500 -2.73% 2,239
UK excluding London -20 2,998 £47,500 -6.80% 1,762
London -5 1,556 £67,500 +3.85% 833
Work from Home -2 1,496 £55,000 -1.79% 981
South East +1 813 £50,000 -1.90% 595
North of England -23 783 £45,000 -10.00% 400
Midlands -17 577 £47,500 -2.06% 298
North West -20 425 £42,500 -18.27% 220
West Midlands -19 356 £51,300 +2.60% 175
South West -21 266 £45,000 -14.29% 178
East of England -26 260 £45,000 -11.71% 161
Yorkshire -3 259 £50,000 +11.11% 136
East Midlands -1 219 £42,500 -3.41% 123
Scotland -18 182 £40,000 -22.62% 92
North East -12 99 £48,445 +23.90% 50
Wales +11 79 £40,000 -20.20% 59
Northern Ireland -22 51 £52,500 -4.55% 22
Isle of Man -3 1 £62,500 +68.92%
Channel Islands -5 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
1 142 (2.93%) Microsoft Exchange
2 91 (1.88%) SharePoint
3 80 (1.65%) Confluence
4 73 (1.51%) Apache Airflow
5 72 (1.48%) Apache Spark
6 52 (1.07%) CMS
7 30 (0.62%) Apache
8 18 (0.37%) SAS
8 18 (0.37%) WordPress
9 14 (0.29%) IIS
10 13 (0.27%) Palantir Foundry
11 6 (0.12%) nginx
12 4 (0.082%) Adobe Experience Manager
13 3 (0.062%) Anypoint
13 3 (0.062%) Drupal
13 3 (0.062%) govService
13 3 (0.062%) JBoss
14 2 (0.041%) Camunda
14 2 (0.041%) Jupyter
14 2 (0.041%) MTS
Applications
1 689 (14.21%) Microsoft Excel
2 285 (5.88%) Microsoft Office
3 124 (2.56%) Microsoft PowerPoint
4 99 (2.04%) Chatbot
5 93 (1.92%) MS Visio
6 35 (0.72%) Microsoft Project
7 29 (0.60%) Spreadsheet
8 21 (0.43%) Maya
9 15 (0.31%) Adobe XD
10 10 (0.21%) CATIA
11 7 (0.14%) AutoCAD
12 5 (0.10%) Trello
13 2 (0.041%) Revit
13 2 (0.041%) Simulink
13 2 (0.041%) Sketch
14 1 (0.021%) Notion
14 1 (0.021%) OrCAD
14 1 (0.021%) SmartSuite
14 1 (0.021%) SOLIDWORKS
14 1 (0.021%) SPSS
Business Applications
1 77 (1.59%) SAP S/4HANA
2 46 (0.95%) NetSuite
3 41 (0.85%) Dynamics CRM
4 32 (0.66%) Salesforce CRM
5 27 (0.56%) SAP CO
6 20 (0.41%) Endur
7 19 (0.39%) SAP FI
8 18 (0.37%) SAP FI/CO
9 17 (0.35%) SAP MDG
10 16 (0.33%) Workday HCM
11 15 (0.31%) SAP PM
12 13 (0.27%) SAP ERP
13 12 (0.25%) Oracle Payables
14 11 (0.23%) Maximo
14 11 (0.23%) Sage X3
15 10 (0.21%) Remedy ITSM
16 7 (0.14%) Dynamics GP
16 7 (0.14%) Dynamics NAV
16 7 (0.14%) Elite 3E
16 7 (0.14%) Payment Gateway
Cloud Services
1 868 (17.90%) Azure
2 650 (13.40%) Power Platform
3 471 (9.71%) AWS
4 317 (6.54%) Microsoft 365
5 281 (5.80%) SaaS
6 201 (4.15%) GCP
7 150 (3.09%) Azure DevOps
8 126 (2.60%) Dynamics 365
9 96 (1.98%) Entra ID
9 96 (1.98%) GitHub
10 95 (1.96%) Snowflake
11 89 (1.84%) Power Automate
12 84 (1.73%) dbt
13 73 (1.51%) Azure Data Factory
14 66 (1.36%) Azure Synapse Analytics
15 65 (1.34%) Amazon S3
16 59 (1.22%) Serverless
17 57 (1.18%) Google Analytics
18 53 (1.09%) Microsoft Purview
19 51 (1.05%) PowerApps
Communications & Networking
1 184 (3.79%) Firewall
2 162 (3.34%) DNS
3 127 (2.62%) DHCP
4 112 (2.31%) VPN
5 81 (1.67%) Wi-Fi
6 74 (1.53%) WAN
7 67 (1.38%) LAN
7 67 (1.38%) TCP/IP
7 67 (1.38%) Wireless
8 63 (1.30%) VLAN
9 52 (1.07%) Broadband
10 48 (0.99%) Network Security
11 41 (0.85%) SAN
12 38 (0.78%) BGP
13 34 (0.70%) OSPF
13 34 (0.70%) Wireshark
14 30 (0.62%) Cisco ASA
14 30 (0.62%) EIGRP
15 26 (0.54%) SD-WAN
16 23 (0.47%) Remote Desktop
Database & Business Intelligence
1 589 (12.15%) Power BI
2 429 (8.85%) Tableau
3 224 (4.62%) SQL Server
4 197 (4.06%) Data Mining
5 177 (3.65%) Data Warehouse
6 99 (2.04%) Metadata
7 94 (1.94%) Relational Database
8 89 (1.84%) Amazon RDS
9 85 (1.75%) Data Lake
10 75 (1.55%) Looker
11 62 (1.28%) Amazon Redshift
11 62 (1.28%) SQL Server Reporting Services
12 57 (1.18%) PostgreSQL
13 56 (1.15%) MySQL
14 46 (0.95%) Azure SQL Database
14 46 (0.95%) NoSQL
15 44 (0.91%) BigQuery
16 43 (0.89%) Power Query
17 35 (0.72%) Big Data
17 35 (0.72%) Oracle Database
Development Applications
1 189 (3.90%) JIRA
2 138 (2.85%) Git
3 49 (1.01%) GitLab
4 43 (0.89%) Selenium
5 38 (0.78%) Jenkins
6 32 (0.66%) MLflow
7 19 (0.39%) Visual Studio
8 18 (0.37%) Chocolatey
9 15 (0.31%) Balsamiq
9 15 (0.31%) Robot Framework
10 14 (0.29%) Axure RP
10 14 (0.29%) ERwin
10 14 (0.29%) Subversion
11 13 (0.27%) IBM UrbanCode
11 13 (0.27%) Snyk
12 12 (0.25%) Bitbucket
12 12 (0.25%) Cypress.io
13 11 (0.23%) Rational DOORS
14 10 (0.21%) LabVIEW
14 10 (0.21%) Postman
General
1 2,411 (49.72%) Social Skills
2 1,812 (37.37%) Finance
3 437 (9.01%) Marketing
4 353 (7.28%) Inclusion and Diversity
5 309 (6.37%) Banking
6 276 (5.69%) Legal
7 271 (5.59%) Law
8 267 (5.51%) Organisational Skills
9 255 (5.26%) Public Sector
10 248 (5.11%) Retail
11 205 (4.23%) Presentation Skills
12 167 (3.44%) Manufacturing
13 129 (2.66%) Financial Institution
14 123 (2.54%) Influencing Skills
15 105 (2.17%) Telecoms
16 89 (1.84%) Documentation Skills
17 73 (1.51%) Games
18 71 (1.46%) Advertising
19 63 (1.30%) Electronics
20 50 (1.03%) Pharmaceutical
Job Titles
1 1,245 (25.68%) Analyst
2 643 (13.26%) Senior
3 378 (7.80%) Data Analyst
4 326 (6.72%) Lead
5 244 (5.03%) Business Analyst
6 237 (4.89%) Developer
7 215 (4.43%) Architect
8 206 (4.25%) Consultant
9 171 (3.53%) Support Analyst
9 171 (3.53%) Trainee
10 162 (3.34%) Trainee Analyst
10 162 (3.34%) Trainee Data Analyst
11 141 (2.91%) Senior Analyst
12 138 (2.85%) IT Support
12 138 (2.85%) Systems Engineer
13 137 (2.83%) Senior Manager
14 117 (2.41%) Financial Analyst
15 104 (2.14%) Support Engineer
16 98 (2.02%) Data Engineer
17 95 (1.96%) Trainer
Libraries, Frameworks & Software Standards
1 130 (2.68%) HTML
2 120 (2.47%) CSS
3 89 (1.84%) .NET
4 87 (1.79%) React
5 60 (1.24%) REST
6 54 (1.11%) PyTorch
6 54 (1.11%) TensorFlow
7 53 (1.09%) JSON
8 52 (1.07%) XML
9 50 (1.03%) Kafka
10 47 (0.97%) Node.js
11 45 (0.93%) Middleware
12 38 (0.78%) scikit-learn
13 33 (0.68%) LangChain
13 33 (0.68%) PySpark
14 28 (0.58%) FIX Protocol
15 27 (0.56%) Pandas
15 27 (0.56%) SOAP
15 27 (0.56%) Spring
16 24 (0.49%) LlamaIndex
Miscellaneous
1 502 (10.35%) Analytical Mindset
2 320 (6.60%) Self-Motivation
3 256 (5.28%) Onboarding
4 222 (4.58%) Management Information System
5 191 (3.94%) Product Ownership
6 121 (2.50%) Legacy Systems
7 101 (2.08%) Cloud Native
8 97 (2.00%) Enterprise Software
9 96 (1.98%) Data Centre
10 95 (1.96%) Data Structures
11 76 (1.57%) Algorithms
12 75 (1.55%) Driving Licence
13 60 (1.24%) Security Posture
14 58 (1.20%) Social Media
15 52 (1.07%) Virtual Team
16 49 (1.01%) Public Cloud
17 47 (0.97%) Foreign Exchange (FX)
17 47 (0.97%) Low-Code
18 46 (0.95%) Data Protection Act
18 46 (0.95%) FMCG
Operating Systems
1 372 (7.67%) Windows
2 236 (4.87%) Linux
3 151 (3.11%) Windows Server
4 76 (1.57%) Windows Server 2016
5 41 (0.85%) Unix
6 27 (0.56%) Mac OS
7 19 (0.39%) Windows 10
8 17 (0.35%) Android
9 14 (0.29%) Red Hat Enterprise Linux
10 10 (0.21%) Apple iOS
11 6 (0.12%) CentOS
12 5 (0.10%) Ubuntu
12 5 (0.10%) VMS
13 4 (0.082%) Windows Server 2012
14 3 (0.062%) OpenWrt
15 2 (0.041%) AIX
15 2 (0.041%) Data ONTAP
15 2 (0.041%) Oracle Linux
15 2 (0.041%) Rocky
16 1 (0.021%) Windows Server 2019
Processes & Methodologies
1 2,216 (45.70%) Problem-Solving
2 1,153 (23.78%) Continuous Improvement
3 1,149 (23.70%) Analytics
4 950 (19.59%) Decision-Making
5 855 (17.63%) Agile
6 797 (16.44%) AI
7 747 (15.41%) Business Intelligence
8 671 (13.84%) Project Management
9 595 (12.27%) Stakeholder Management
10 577 (11.90%) Data Analysis
11 467 (9.63%) Actionable Insight
12 429 (8.85%) Mentoring
13 412 (8.50%) Analytical Thinking
13 412 (8.50%) Process Improvement
14 407 (8.39%) Roadmaps
15 399 (8.23%) Data Modelling
16 386 (7.96%) Stakeholder Engagement
17 384 (7.92%) DevOps
18 364 (7.51%) Business Analysis
19 357 (7.36%) Computer Science
Programming Languages
1 1,055 (21.76%) SQL
2 899 (18.54%) Python
3 169 (3.49%) JavaScript
4 153 (3.16%) Java
5 151 (3.11%) PowerShell
6 122 (2.52%) C#
7 81 (1.67%) Data Analysis Expressions
8 69 (1.42%) R
9 56 (1.15%) Bash
10 45 (0.93%) C++
10 45 (0.93%) T-SQL
11 43 (0.89%) VBA
12 39 (0.80%) TypeScript
13 22 (0.45%) MATLAB
14 20 (0.41%) C
14 20 (0.41%) Scala
15 17 (0.35%) Go
16 13 (0.27%) PL/SQL
17 12 (0.25%) PHP
17 12 (0.25%) Shell Script
Qualifications
1 1,147 (23.65%) Degree
2 406 (8.37%) Security Cleared
3 289 (5.96%) SC Cleared
4 237 (4.89%) ACCA
5 227 (4.68%) CIMA
6 221 (4.56%) Master's Degree
7 180 (3.71%) Computer Science Degree
8 145 (2.99%) CISSP
9 126 (2.60%) DBS Check
10 109 (2.25%) PhD
11 97 (2.00%) PMI Certification
12 93 (1.92%) DV Cleared
13 89 (1.84%) Cisco Certification
14 85 (1.75%) CISM
14 85 (1.75%) PMP
15 72 (1.48%) IRCA
16 66 (1.36%) Azure Certification
17 63 (1.30%) BPSS Clearance
18 59 (1.22%) Microsoft Certification
19 50 (1.03%) AWS Certification
Quality Assurance & Compliance
1 386 (7.96%) Data Quality
2 316 (6.52%) GDPR
3 281 (5.80%) QA
4 218 (4.50%) ISO/IEC 27001
5 179 (3.69%) NIST
6 150 (3.09%) Cyber Essentials
7 116 (2.39%) PCI DSS
8 100 (2.06%) Accessibility
9 88 (1.81%) ISO 9001
10 80 (1.65%) PMO
11 75 (1.55%) SLA
12 69 (1.42%) Actionable Recommendations
13 48 (0.99%) GRC
14 42 (0.87%) Cyber Essentials PLUS
15 34 (0.70%) IFRS
16 33 (0.68%) Sarbanes-Oxley
17 31 (0.64%) California Consumer Privacy Act
18 21 (0.43%) COBIT
18 21 (0.43%) WCAG
19 18 (0.37%) NCSC
System Software
1 259 (5.34%) Active Directory
2 91 (1.88%) Hyper-V
3 76 (1.57%) Docker
4 72 (1.48%) Terminal Server
5 65 (1.34%) VMware Infrastructure
6 16 (0.33%) ProxySG
7 15 (0.31%) Virtual Desktop
8 12 (0.25%) vSphere
9 8 (0.16%) Virtual Machines
10 7 (0.14%) IAG
10 7 (0.14%) VMware NSX
11 6 (0.12%) Firmware
12 4 (0.082%) VMware ESXi
12 4 (0.082%) XenApp
13 3 (0.062%) Microsoft Virtual Server
13 3 (0.062%) Virtual Servers
14 2 (0.041%) XenDesktop
15 1 (0.021%) KVM
15 1 (0.021%) NFS
15 1 (0.021%) Oracle RAC
Systems Management
1 140 (2.89%) Terraform
2 80 (1.65%) Kubernetes
3 73 (1.51%) Ansible
4 58 (1.20%) Microsoft Intune
5 36 (0.74%) Grafana
6 32 (0.66%) Prometheus
7 30 (0.62%) SCCM
8 24 (0.49%) Single Sign-On
9 17 (0.35%) Nagios
10 7 (0.14%) Control-M
10 7 (0.14%) Kubeflow
11 6 (0.12%) QRadar
12 5 (0.10%) CASB
12 5 (0.10%) Computer Incident Response Team
13 4 (0.082%) Active Directory Federation Services
13 4 (0.082%) Backup Exec
13 4 (0.082%) Packer
13 4 (0.082%) RSA Archer
13 4 (0.082%) SolarWinds Orion
13 4 (0.082%) vCenter Server
Vendors
1 1,180 (24.33%) Microsoft
2 225 (4.64%) SAP
3 184 (3.79%) Oracle
4 147 (3.03%) VMware
5 144 (2.97%) Google
6 137 (2.83%) Salesforce
7 122 (2.52%) SolarWinds
8 117 (2.41%) ServiceNow
9 109 (2.25%) Splunk
10 98 (2.02%) Databricks
10 98 (2.02%) PayPal
11 79 (1.63%) Veeam
12 76 (1.57%) Cisco
13 73 (1.51%) Brocade
13 73 (1.51%) Tanium
14 72 (1.48%) Nimble Storage
15 63 (1.30%) Workday
16 49 (1.01%) Dell
17 43 (0.89%) Adobe
18 42 (0.87%) Bloomberg