Hybrid/Remote Analytical Skills Job Trends

Analytical Skills
UK > Work from Home

The table below looks at the prevalence of the term Analytical Skills in remote or hybrid work. Included is a benchmarking guide to the salaries offered in vacancies that cited Analytical Skills over the 6 months leading up to 22 November 2025, comparing them to the same period in the previous two years.

6 months to
22 Nov 2025
Same period 2024 Same period 2023
Rank 10 16 23
Rank change year-on-year +6 +7 +6
Permanent jobs citing Analytical Skills 2,027 2,092 1,972
As % of all permanent jobs with remote/hybrid work options 13.25% 10.37% 9.18%
As % of the General category 20.36% 16.46% 14.09%
Number of salaries quoted 950 1,074 1,395
10th Percentile £29,000 £33,400 £32,675
25th Percentile £39,000 £42,500 £42,500
Median annual salary (50th Percentile) £50,000 £57,250 £57,500
Median % change year-on-year -12.66% -0.43% +4.55%
75th Percentile £69,938 £72,500 £72,500
90th Percentile £85,000 £92,125 £87,500
UK median annual salary £50,000 £55,000 £57,000
% change year-on-year -9.09% -3.51% +3.64%

All General Skills
Work from Home

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 with remote or hybrid options requiring common skills.

Permanent vacancies with a requirement for common skills 9,955 12,708 13,991
As % of all permanent jobs with a WFH option 65.10% 62.99% 65.17%
Number of salaries quoted 6,362 7,353 11,016
10th Percentile £28,505 £35,300 £36,250
25th Percentile £38,500 £46,250 £46,250
Median annual salary (50th Percentile) £55,000 £62,500 £62,500
Median % change year-on-year -12.00% - +0.16%
75th Percentile £77,500 £83,750 £82,500
90th Percentile £100,000 £108,750 £100,000
UK median annual salary £52,500 £60,000 £60,000
% change year-on-year -12.50% - -

Analytical Skills
Job Vacancy Trend for Remote/Hybrid Jobs

Historical trend showing the proportion of permanent IT job postings citing Analytical Skills and offering remote or hybrid work options relative to all permanent IT jobs advertised.

Analytical Skills job vacancy trend for remote/hybrid jobs

Analytical Skills
Salary Trend for Remote/Hybrid Jobs

Salary distribution trend for jobs with remote/hybrid work options citing Analytical Skills.

Salary distribution trend for jobs with remote/hybrid work options citing Analytical Skills

Analytical Skills
Salary Histogram for Remote/Hybrid Jobs

Salary distribution for jobs with remote/hybrid work options citing Analytical Skills over the 6 months to 22 November 2025.

Analytical Skills salary histogram for jobs with remote/hybrid work options

Analytical Skills
Co-Occurring Skills & Capabilities in Remote/Hybrid Jobs 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 41 (2.02%) SharePoint
2 38 (1.87%) Confluence
3 21 (1.04%) CMS
4 14 (0.69%) Microsoft Exchange
5 6 (0.30%) SAS
5 6 (0.30%) WordPress
6 5 (0.25%) Apache Spark
7 4 (0.20%) Apache
7 4 (0.20%) Drupal
7 4 (0.20%) Moodle
8 3 (0.15%) HCL Notes
8 3 (0.15%) nginx
8 3 (0.15%) Skype for Business
9 2 (0.099%) Apache Airflow
9 2 (0.099%) ArcGIS
9 2 (0.099%) IIS
9 2 (0.099%) Oracle SOA Suite
10 1 (0.049%) Oracle Workflow
10 1 (0.049%) WebLogic
Applications
1 557 (27.48%) Chatbot
2 252 (12.43%) Microsoft Excel
3 126 (6.22%) Microsoft Office
4 46 (2.27%) Microsoft PowerPoint
5 26 (1.28%) Spreadsheet
6 21 (1.04%) MS Visio
7 12 (0.59%) Adobe XD
8 7 (0.35%) Microsoft Project
9 4 (0.20%) Blender
9 4 (0.20%) Oracle Smart View
9 4 (0.20%) Photoshop
10 3 (0.15%) Adobe Creative Suite
11 1 (0.049%) Camtasia
11 1 (0.049%) InVision
11 1 (0.049%) Notion
11 1 (0.049%) PlantUML
11 1 (0.049%) Sketch
11 1 (0.049%) SmartSuite
Business Applications
1 31 (1.53%) NetSuite
2 29 (1.43%) SAP S/4HANA
3 20 (0.99%) Dynamics CRM
4 18 (0.89%) Shopify
5 17 (0.84%) Oracle Payables
6 12 (0.59%) SAP FI
7 11 (0.54%) SAP CO
7 11 (0.54%) SAP FI/CO
8 10 (0.49%) Oracle Assets
8 10 (0.49%) Oracle General Ledger
8 10 (0.49%) Oracle Receivables
9 9 (0.44%) Oracle ERP
10 8 (0.39%) Oracle Financials
11 7 (0.35%) Dynamics GP
12 4 (0.20%) Elite 3E
12 4 (0.20%) Hyperion Planning
12 4 (0.20%) Sage X3
12 4 (0.20%) Salesforce CRM
13 3 (0.15%) Primavera
14 2 (0.099%) SAP SD
Cloud Services
1 239 (11.79%) Azure
2 225 (11.10%) Power Platform
3 108 (5.33%) SaaS
4 94 (4.64%) AWS
5 68 (3.35%) Dynamics 365
6 67 (3.31%) Azure DevOps
7 58 (2.86%) Google Analytics
8 52 (2.57%) Microsoft 365
9 50 (2.47%) Azure Data Factory
10 48 (2.37%) GitHub
11 41 (2.02%) GCP
12 38 (1.87%) Snowflake
13 30 (1.48%) Azure Synapse Analytics
14 25 (1.23%) Google Ads
15 24 (1.18%) Entra ID
16 23 (1.13%) GitHub Copilot
17 21 (1.04%) dbt
17 21 (1.04%) Power Automate
18 20 (0.99%) GitHub Actions
19 18 (0.89%) PowerApps
Communications & Networking
1 39 (1.92%) Network Security
1 39 (1.92%) Remote Desktop
2 31 (1.53%) Firewall
3 24 (1.18%) WAN
4 22 (1.09%) VPN
5 20 (0.99%) DNS
6 15 (0.74%) TCP/IP
6 15 (0.74%) Wi-Fi
7 14 (0.69%) LAN
8 13 (0.64%) DHCP
9 10 (0.49%) Internet
9 10 (0.49%) Wireshark
10 8 (0.39%) 5G
10 8 (0.39%) SD-WAN
10 8 (0.39%) VoIP
11 7 (0.35%) Broadband
11 7 (0.35%) Intrusion Detection
11 7 (0.35%) Wireless
12 5 (0.25%) VLAN
13 4 (0.20%) Ethernet
Database & Business Intelligence
1 205 (10.11%) Power BI
2 79 (3.90%) SQL Server
3 68 (3.35%) Tableau
4 58 (2.86%) Data Warehouse
5 34 (1.68%) Azure SQL Database
5 34 (1.68%) SQL Server Reporting Services
6 22 (1.09%) Power Query
7 21 (1.04%) MySQL
7 21 (1.04%) Relational Database
8 20 (0.99%) Metadata
9 18 (0.89%) Geospatial Data
10 14 (0.69%) BusinessObjects
10 14 (0.69%) SQL Server Integration Services
11 13 (0.64%) Crystal Reports
11 13 (0.64%) GIS
11 13 (0.64%) Looker
11 13 (0.64%) Oracle Reports
11 13 (0.64%) Snowflake Schema
12 12 (0.59%) Data Lake
13 9 (0.44%) SAP BW
Development Applications
1 81 (4.00%) JIRA
2 32 (1.58%) Git
3 16 (0.79%) GitLab
4 12 (0.59%) Selenium
5 11 (0.54%) Axure RP
5 11 (0.54%) Balsamiq
5 11 (0.54%) Cypress.io
6 9 (0.44%) Jenkins
6 9 (0.44%) Oracle Forms
7 8 (0.39%) ER Studio
7 8 (0.39%) ERwin
7 8 (0.39%) Subversion
8 7 (0.35%) WebDriver
9 6 (0.30%) Babel
9 6 (0.30%) TeamCity
9 6 (0.30%) webpack
10 5 (0.25%) Bitbucket
10 5 (0.25%) Postman
10 5 (0.25%) SQL Server Management Studio (SSMS)
11 4 (0.20%) Bazaar
General
1 799 (39.42%) Social Skills
2 572 (28.22%) Finance
3 187 (9.23%) Marketing
4 136 (6.71%) Retail
5 132 (6.51%) Public Sector
6 116 (5.72%) Inclusion and Diversity
7 97 (4.79%) Legal
8 90 (4.44%) Presentation Skills
9 86 (4.24%) Law
10 85 (4.19%) Manufacturing
10 85 (4.19%) Organisational Skills
11 63 (3.11%) Telecoms
12 54 (2.66%) Advertising
13 53 (2.61%) Influencing Skills
14 38 (1.87%) Electronics
15 35 (1.73%) Banking
16 22 (1.09%) Documentation Skills
17 21 (1.04%) Billing
17 21 (1.04%) Financial Institution
18 19 (0.94%) Automotive
Job Titles
1 554 (27.33%) Trainer
2 395 (19.49%) Analyst
3 157 (7.75%) Senior
4 120 (5.92%) Developer
5 89 (4.39%) Lead
6 82 (4.05%) Business Analyst
7 81 (4.00%) Architect
8 78 (3.85%) Consultant
9 64 (3.16%) Data Analyst
10 63 (3.11%) Support Analyst
11 59 (2.91%) Financial Analyst
12 54 (2.66%) Senior Analyst
13 46 (2.27%) 2nd Line Support
14 45 (2.22%) IT Analyst
15 41 (2.02%) Solutions Architect
16 39 (1.92%) IT Support
17 29 (1.43%) Systems Engineer
18 28 (1.38%) 1st/2nd Line Support
18 28 (1.38%) Business Intelligence Analyst
19 26 (1.28%) Security Consultant
Libraries, Frameworks & Software Standards
1 55 (2.71%) HTML
2 43 (2.12%) CSS
3 37 (1.83%) REST
4 24 (1.18%) SOAP
5 23 (1.13%) React
6 21 (1.04%) .NET
6 21 (1.04%) Middleware
7 19 (0.94%) JSON
8 18 (0.89%) OAuth
8 18 (0.89%) SAML
8 18 (0.89%) XML
9 17 (0.84%) Node.js
10 15 (0.74%) Flash
11 14 (0.69%) BAPI
11 14 (0.69%) IBM Integration Bus
11 14 (0.69%) JMS
12 13 (0.64%) Web Services
13 10 (0.49%) Sass
14 9 (0.44%) .NET Core
15 8 (0.39%) AngularJS
Miscellaneous
1 213 (10.51%) Analytical Mindset
2 138 (6.81%) Self-Motivation
3 123 (6.07%) Onboarding
4 78 (3.85%) Management Information System
5 77 (3.80%) Product Ownership
6 36 (1.78%) Algorithms
7 34 (1.68%) Virtual Team
8 31 (1.53%) Enterprise Software
8 31 (1.53%) Social Media
9 30 (1.48%) Driving Licence
9 30 (1.48%) e-Learning
10 26 (1.28%) Foreign Exchange (FX)
11 24 (1.18%) Cloud Native
12 22 (1.09%) Data Centre
12 22 (1.09%) Legacy Systems
13 19 (0.94%) Data Structures
13 19 (0.94%) Security Posture
14 17 (0.84%) Reinsurance
15 13 (0.64%) FMCG
15 13 (0.64%) Reference Data
Operating Systems
1 76 (3.75%) Windows
2 45 (2.22%) Linux
3 17 (0.84%) Unix
4 12 (0.59%) Windows Server
5 9 (0.44%) Mac OS
5 9 (0.44%) Windows 10
6 6 (0.30%) Android
7 5 (0.25%) Apple iOS
7 5 (0.25%) Mac OS X
8 3 (0.15%) OpenWrt
9 2 (0.099%) Windows Server 2016
10 1 (0.049%) OpenVMS
10 1 (0.049%) Red Hat Enterprise Linux
Processes & Methodologies
1 790 (38.97%) AI
2 711 (35.08%) Problem-Solving
3 567 (27.97%) Chemistry
4 559 (27.58%) Conversational UI
5 374 (18.45%) Continuous Improvement
6 345 (17.02%) Decision-Making
7 316 (15.59%) Analytics
8 290 (14.31%) Agile
9 283 (13.96%) Business Intelligence
10 188 (9.27%) Analytical Thinking
11 171 (8.44%) ERP
12 168 (8.29%) Project Management
13 165 (8.14%) Mentoring
14 164 (8.09%) Data Analysis
15 151 (7.45%) Actionable Insight
16 144 (7.10%) Stakeholder Management
17 142 (7.01%) Cybersecurity
18 127 (6.27%) Process Improvement
19 125 (6.17%) CRM
19 125 (6.17%) DevOps
Programming Languages
1 333 (16.43%) SQL
2 162 (7.99%) Python
3 79 (3.90%) C#
4 54 (2.66%) JavaScript
5 39 (1.92%) Java
6 33 (1.63%) Data Analysis Expressions
7 30 (1.48%) C++
7 30 (1.48%) R
8 26 (1.28%) PowerShell
9 21 (1.04%) VBA
10 15 (0.74%) C
11 14 (0.69%) TypeScript
12 12 (0.59%) T-SQL
13 8 (0.39%) Bicep
13 8 (0.39%) PHP
14 7 (0.35%) ABAP
14 7 (0.35%) Bash
14 7 (0.35%) MATLAB
15 4 (0.20%) Go
15 4 (0.20%) Groovy
Qualifications
1 895 (44.15%) Degree
2 577 (28.47%) Master's Degree
3 560 (27.63%) PhD
4 178 (8.78%) Security Cleared
5 128 (6.31%) SC Cleared
6 98 (4.83%) ACCA
7 91 (4.49%) CIMA
8 69 (3.40%) Computer Science Degree
9 67 (3.31%) CISSP
10 50 (2.47%) DV Cleared
11 40 (1.97%) CEH
12 37 (1.83%) CompTIA Security+
13 31 (1.53%) Microsoft Certification
14 30 (1.48%) CISM
14 30 (1.48%) DBS Check
15 24 (1.18%) CISA
16 20 (0.99%) BPSS Clearance
17 14 (0.69%) AAT
17 14 (0.69%) PMI Certification
18 13 (0.64%) ITIL Foundation Certificate
Quality Assurance & Compliance
1 93 (4.59%) QA
2 88 (4.34%) ISO/IEC 27001
3 74 (3.65%) Data Quality
4 65 (3.21%) GDPR
5 58 (2.86%) PMO
6 57 (2.81%) NIST
7 43 (2.12%) Accessibility
8 35 (1.73%) PCI DSS
9 20 (0.99%) GRC
10 16 (0.79%) Actionable Recommendations
11 14 (0.69%) WCAG
12 8 (0.39%) IFRS
12 8 (0.39%) SLA
13 6 (0.30%) COBIT
13 6 (0.30%) Cyber Essentials
13 6 (0.30%) ISO 9001
14 5 (0.25%) ITGC
14 5 (0.25%) SOC 2
15 4 (0.20%) GAAP
15 4 (0.20%) Sarbanes-Oxley
System Software
1 38 (1.87%) Active Directory
2 20 (0.99%) Virtual Machines
3 17 (0.84%) VMware Infrastructure
4 12 (0.59%) Docker
5 6 (0.30%) Hyper-V
5 6 (0.30%) vSphere
6 3 (0.15%) Firmware
7 1 (0.049%) BitLocker
Systems Management
1 22 (1.09%) Terraform
2 12 (0.59%) Ansible
3 10 (0.49%) Microsoft Intune
4 9 (0.44%) Kubernetes
4 9 (0.44%) Single Sign-On
5 5 (0.25%) Grafana
5 5 (0.25%) Prometheus
5 5 (0.25%) SCOM
6 4 (0.20%) Computer Incident Response Team
7 3 (0.15%) QRadar
8 1 (0.049%) Computer Emergency Response Teams
8 1 (0.049%) FortiGate
8 1 (0.049%) Jamf Pro
8 1 (0.049%) Nessus
8 1 (0.049%) RSA Archer
8 1 (0.049%) SCCM
8 1 (0.049%) ZABBIX
Vendors
1 554 (27.33%) PayPal
2 369 (18.20%) Microsoft
3 105 (5.18%) SAP
4 98 (4.83%) Google
5 54 (2.66%) Oracle
6 31 (1.53%) Salesforce
7 29 (1.43%) Workday
8 28 (1.38%) Databricks
9 25 (1.23%) ServiceNow
10 22 (1.09%) Adobe
11 21 (1.04%) VMware
12 14 (0.69%) Adaptive Insights
12 14 (0.69%) IBM
13 13 (0.64%) TikTok
13 13 (0.64%) Xero
14 11 (0.54%) Ahrefs
14 11 (0.54%) Autodesk
14 11 (0.54%) Cisco
15 9 (0.44%) Hotjar
15 9 (0.44%) Sage