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 24 July 2026, comparing them to the same period in the previous two years.

6 months to
24 Jul 2026
Same period 2025 Same period 2024
Rank 20 11 18
Rank change year-on-year -9 +7 +3
Permanent jobs citing Analytical Skills 1,684 2,294 2,977
As % of all permanent jobs with remote/hybrid work options 7.76% 13.93% 10.52%
As % of the General category 13.02% 19.24% 17.20%
Number of salaries quoted 1,119 969 1,545
10th Percentile £36,250 £31,250 £32,500
25th Percentile £42,500 £40,000 £41,250
Median annual salary (50th Percentile) £55,000 £52,000 £53,500
Median % change year-on-year +5.77% -2.80% -1.06%
75th Percentile £73,750 £68,750 £72,500
90th Percentile £87,500 £85,000 £88,750
UK median annual salary £53,000 £55,000 £50,000
% change year-on-year -3.64% +10.00% -8.90%

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 general skills.

Permanent vacancies with a requirement for general skills 12,938 11,925 17,304
As % of all permanent jobs with a WFH option 59.61% 72.42% 61.17%
Number of salaries quoted 8,326 6,676 12,131
10th Percentile £32,500 £28,000 £32,500
25th Percentile £42,500 £39,982 £42,238
Median annual salary (50th Percentile) £60,000 £57,500 £57,500
Median % change year-on-year +4.35% - -8.00%
75th Percentile £79,250 £80,000 £77,500
90th Percentile £100,000 £106,250 £100,000
UK median annual salary £55,000 £55,000 £53,046
% change year-on-year - +3.68% -11.59%

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 24 July 2026.

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 (2.43%) SharePoint
2 29 (1.72%) Microsoft Exchange
3 19 (1.13%) Confluence
4 13 (0.77%) Apache
5 12 (0.71%) Apache Spark
6 11 (0.65%) Apache Airflow
6 11 (0.65%) IIS
7 9 (0.53%) WordPress
8 7 (0.42%) SAS
9 5 (0.30%) Jupyter
10 4 (0.24%) Adobe Experience Manager
10 4 (0.24%) CMS
11 3 (0.18%) Anypoint
12 2 (0.12%) Oracle SOA Suite
13 1 (0.059%) Appian
13 1 (0.059%) Drupal
13 1 (0.059%) Moodle
13 1 (0.059%) Oracle Application Server
13 1 (0.059%) Palantir Foundry
Applications
1 180 (10.69%) Microsoft Excel
2 73 (4.33%) Microsoft Office
3 41 (2.43%) Microsoft PowerPoint
4 18 (1.07%) MS Visio
5 10 (0.59%) Spreadsheet
6 9 (0.53%) Microsoft Project
7 7 (0.42%) Adobe XD
8 4 (0.24%) Adobe Creative Suite
9 3 (0.18%) Blender
9 3 (0.18%) Chatbot
9 3 (0.18%) Maya
10 1 (0.059%) Adobe Premiere
10 1 (0.059%) AutoCAD
10 1 (0.059%) SOLIDWORKS
Business Applications
1 38 (2.26%) Dynamics CRM
2 31 (1.84%) Dynamics GP
3 28 (1.66%) SAP S/4HANA
4 14 (0.83%) NetSuite
5 11 (0.65%) SAP ERP
6 9 (0.53%) SAP CO
6 9 (0.53%) SAP FI
6 9 (0.53%) SAP FI/CO
7 7 (0.42%) Oracle EBS
8 6 (0.36%) JDE EnterpriseOne
9 5 (0.30%) JDE World
10 4 (0.24%) Dynamics NAV
10 4 (0.24%) Infor M3
10 4 (0.24%) JDE OneWorld
10 4 (0.24%) Oracle Payables
10 4 (0.24%) Oracle Receivables
10 4 (0.24%) Sage 200
11 3 (0.18%) Oracle ERP
11 3 (0.18%) SAP FSCM
12 2 (0.12%) Oracle Applications
Cloud Services
1 254 (15.08%) Azure
2 241 (14.31%) Power Platform
3 134 (7.96%) AWS
4 132 (7.84%) SaaS
5 71 (4.22%) Microsoft 365
6 57 (3.38%) GCP
7 51 (3.03%) Google Analytics
8 39 (2.32%) Entra ID
9 38 (2.26%) Azure DevOps
10 30 (1.78%) GitHub
11 29 (1.72%) Dynamics 365
12 24 (1.43%) Microsoft Purview
13 20 (1.19%) Amazon S3
14 19 (1.13%) Snowflake
15 17 (1.01%) PowerApps
16 15 (0.89%) Serverless
17 14 (0.83%) GitHub Actions
18 11 (0.65%) SuccessFactors
19 9 (0.53%) Amazon EC2
19 9 (0.53%) PaaS
Communications & Networking
1 66 (3.92%) Broadband
2 42 (2.49%) Firewall
3 19 (1.13%) TCP/IP
4 18 (1.07%) VPN
5 17 (1.01%) Wi-Fi
6 12 (0.71%) Network Security
6 12 (0.71%) WAN
7 11 (0.65%) SMS
8 9 (0.53%) LAN
9 8 (0.48%) DNS
10 7 (0.42%) 5G
10 7 (0.42%) Wireless
11 6 (0.36%) Cisco ASA
11 6 (0.36%) HTTP
11 6 (0.36%) Intrusion Detection
12 5 (0.30%) Cisco IOS
12 5 (0.30%) SD-WAN
12 5 (0.30%) SMTP
12 5 (0.30%) SSL
13 4 (0.24%) VLAN
Database & Business Intelligence
1 206 (12.23%) Power BI
2 74 (4.39%) SQL Server
3 63 (3.74%) Tableau
4 49 (2.91%) Metadata
5 44 (2.61%) Data Warehouse
6 35 (2.08%) PostgreSQL
7 34 (2.02%) MySQL
8 30 (1.78%) SQL Server Integration Services
9 28 (1.66%) Relational Database
10 21 (1.25%) SQL Server Reporting Services
11 20 (1.19%) Big Data
11 20 (1.19%) Oracle Database
12 18 (1.07%) Data Lake
12 18 (1.07%) NoSQL
13 16 (0.95%) Power Query
14 13 (0.77%) Amazon Athena
15 12 (0.71%) Looker
16 10 (0.59%) Amazon Redshift
17 9 (0.53%) MongoDB
17 9 (0.53%) Semantic Layer
Development Applications
1 55 (3.27%) JIRA
2 47 (2.79%) Git
3 15 (0.89%) GitLab
4 9 (0.53%) Jenkins
5 8 (0.48%) LabVIEW
5 8 (0.48%) Visual Studio Code
6 6 (0.36%) Axure RP
6 6 (0.36%) Balsamiq
7 5 (0.30%) Postman
8 4 (0.24%) Burp Suite
8 4 (0.24%) Eclipse
8 4 (0.24%) Metasploit
8 4 (0.24%) SQL Server Management Studio (SSMS)
9 3 (0.18%) Bitbucket
9 3 (0.18%) JMeter
9 3 (0.18%) MLflow
9 3 (0.18%) Oracle APEX
9 3 (0.18%) Oracle Forms
10 2 (0.12%) Babel
10 2 (0.12%) TeamCity
General
1 787 (46.73%) Social Skills
2 508 (30.17%) Finance
3 164 (9.74%) Inclusion and Diversity
4 159 (9.44%) Marketing
5 137 (8.14%) Public Sector
6 132 (7.84%) Retail
7 129 (7.66%) Legal
8 126 (7.48%) Organisational Skills
9 105 (6.24%) Law
10 76 (4.51%) Influencing Skills
11 63 (3.74%) Banking
12 54 (3.21%) Presentation Skills
13 42 (2.49%) Manufacturing
14 39 (2.32%) Advertising
15 36 (2.14%) Telecoms
16 29 (1.72%) Documentation Skills
17 27 (1.60%) Automotive
18 23 (1.37%) Publishing
19 21 (1.25%) Games
20 19 (1.13%) Electronics
Job Titles
1 441 (26.19%) Analyst
2 229 (13.60%) Senior
3 120 (7.13%) Lead
4 100 (5.94%) Business Analyst
5 93 (5.52%) Data Analyst
6 90 (5.34%) Architect
7 80 (4.75%) Senior Analyst
8 71 (4.22%) Developer
9 65 (3.86%) Consultant
10 61 (3.62%) Data Engineer
11 53 (3.15%) Support Analyst
12 48 (2.85%) Marketing Manager
13 47 (2.79%) Service Manager
14 46 (2.73%) Report Analyst
15 45 (2.67%) Delivery Manager
16 43 (2.55%) Applications Support
17 41 (2.43%) Accountant
18 40 (2.38%) Financial Analyst
19 35 (2.08%) Solutions Architect
20 34 (2.02%) Senior Manager
Libraries, Frameworks & Software Standards
1 47 (2.79%) .NET
2 45 (2.67%) HTML
3 37 (2.20%) CSS
4 36 (2.14%) JSON
5 31 (1.84%) REST
6 27 (1.60%) XML
7 24 (1.43%) PyTorch
7 24 (1.43%) TensorFlow
8 23 (1.37%) React
9 22 (1.31%) Middleware
10 18 (1.07%) PySpark
11 17 (1.01%) RESTful
12 11 (0.65%) Kafka
12 11 (0.65%) Node.js
13 10 (0.59%) ASP.NET
14 9 (0.53%) FIX Protocol
15 8 (0.48%) .NET Core
15 8 (0.48%) LDAP
15 8 (0.48%) Pandas
15 8 (0.48%) SOAP
Miscellaneous
1 140 (8.31%) Analytical Mindset
2 93 (5.52%) Management Information System
2 93 (5.52%) Product Ownership
3 91 (5.40%) Self-Motivation
4 76 (4.51%) Virtual Team
5 65 (3.86%) Onboarding
6 52 (3.09%) Blog
7 39 (2.32%) Enterprise Software
8 38 (2.26%) Data Structures
9 36 (2.14%) Algorithms
9 36 (2.14%) Cloud Native
10 34 (2.02%) Security Posture
11 30 (1.78%) Driving Licence
11 30 (1.78%) Marketing Technology
12 27 (1.60%) Credit Risk
12 27 (1.60%) Social Media
13 24 (1.43%) Video\Live Streaming
14 23 (1.37%) Public Cloud
15 21 (1.25%) Cyber Threat
16 20 (1.19%) Mobile App
Operating Systems
1 77 (4.57%) Windows
2 58 (3.44%) Linux
3 30 (1.78%) Windows Server
4 11 (0.65%) Unix
5 10 (0.59%) Android
6 7 (0.42%) Mac OS
7 6 (0.36%) Red Hat Enterprise Linux
7 6 (0.36%) Windows Server 2019
8 5 (0.30%) Apple iOS
8 5 (0.30%) OpenVMS
8 5 (0.30%) Windows Server 2016
9 2 (0.12%) AIX
9 2 (0.12%) Windows 10
10 1 (0.059%) FreeBSD
10 1 (0.059%) OpenBSD
10 1 (0.059%) Solaris
Processes & Methodologies
1 792 (47.03%) Problem-Solving
2 480 (28.50%) Continuous Improvement
3 451 (26.78%) Decision-Making
4 367 (21.79%) Analytics
5 338 (20.07%) Agile
6 313 (18.59%) AI
7 255 (15.14%) Stakeholder Management
8 233 (13.84%) Business Intelligence
9 218 (12.95%) Roadmaps
10 210 (12.47%) Project Management
11 193 (11.46%) Actionable Insight
12 192 (11.40%) Stakeholder Engagement
13 179 (10.63%) Mentoring
14 172 (10.21%) Process Improvement
15 155 (9.20%) Analytical Thinking
16 150 (8.91%) Data Modelling
17 146 (8.67%) CRM
18 145 (8.61%) Validation
19 138 (8.19%) Project Delivery
20 130 (7.72%) ERP
Programming Languages
1 344 (20.43%) SQL
2 287 (17.04%) Python
3 71 (4.22%) JavaScript
4 60 (3.56%) C#
5 56 (3.33%) PowerShell
6 49 (2.91%) Java
7 33 (1.96%) T-SQL
8 24 (1.43%) R
9 19 (1.13%) C++
10 15 (0.89%) TypeScript
11 14 (0.83%) Data Analysis Expressions
12 13 (0.77%) PL/SQL
13 12 (0.71%) Bash
14 8 (0.48%) MATLAB
14 8 (0.48%) PHP
15 7 (0.42%) C
15 7 (0.42%) Go
16 6 (0.36%) Kusto Query Language
16 6 (0.36%) VBA
17 5 (0.30%) Ruby
Qualifications
1 316 (18.76%) Degree
2 174 (10.33%) Security Cleared
3 131 (7.78%) SC Cleared
4 109 (6.47%) ACCA
5 104 (6.18%) CIMA
6 53 (3.15%) Computer Science Degree
7 39 (2.32%) CISSP
8 38 (2.26%) DBS Check
9 36 (2.14%) CISM
10 24 (1.43%) Azure Certification
11 21 (1.25%) AAT
12 20 (1.19%) Master's Degree
13 19 (1.13%) DV Cleared
14 15 (0.89%) CompTIA Security+
14 15 (0.89%) TOGAF Certification
15 13 (0.77%) Cisco Certification
15 13 (0.77%) PMI Certification
16 12 (0.71%) ISTQB
16 12 (0.71%) Microsoft Certification
16 12 (0.71%) PhD
Quality Assurance & Compliance
1 156 (9.26%) Data Quality
2 123 (7.30%) GDPR
3 94 (5.58%) ISO/IEC 27001
4 86 (5.11%) QA
5 63 (3.74%) SLA
6 53 (3.15%) Accessibility
7 52 (3.09%) NIST
8 40 (2.38%) Cyber Essentials
9 31 (1.84%) ISO 9001
10 28 (1.66%) PMO
11 26 (1.54%) GRC
12 22 (1.31%) Cyber Essentials PLUS
13 20 (1.19%) Actionable Recommendations
14 19 (1.13%) IFRS
14 19 (1.13%) ISO/IEC 20000
15 18 (1.07%) ISO 14001
16 14 (0.83%) COREP
16 14 (0.83%) FINREP
17 12 (0.71%) PCI DSS
17 12 (0.71%) Sarbanes-Oxley
System Software
1 55 (3.27%) Active Directory
2 18 (1.07%) Docker
3 9 (0.53%) VMware Infrastructure
4 6 (0.36%) Virtual Machines
5 3 (0.18%) Firmware
6 1 (0.059%) Hyper-V
6 1 (0.059%) KVM
6 1 (0.059%) Oracle RAC
6 1 (0.059%) Virtual Desktop
6 1 (0.059%) VMware NSX
Systems Management
1 43 (2.55%) Terraform
2 23 (1.37%) Kubernetes
3 20 (1.19%) Microsoft Intune
4 18 (1.07%) Ansible
5 10 (0.59%) Grafana
6 8 (0.48%) QRadar
7 7 (0.42%) Kubeflow
8 6 (0.36%) Packer
9 4 (0.24%) Nmap
10 2 (0.12%) Graylog
10 2 (0.12%) Opsgenie
11 1 (0.059%) Data Guard
11 1 (0.059%) FortiGate
11 1 (0.059%) Oracle Enterprise Manager
11 1 (0.059%) Oracle Flashback
11 1 (0.059%) Prometheus
11 1 (0.059%) Proxmox
11 1 (0.059%) SysTrack
Vendors
1 294 (17.46%) Microsoft
2 90 (5.34%) Google
3 65 (3.86%) SAP
4 62 (3.68%) Oracle
5 56 (3.33%) Salesforce
6 32 (1.90%) ServiceNow
7 23 (1.37%) Cisco
8 20 (1.19%) Databricks
9 19 (1.13%) Adobe
10 17 (1.01%) Sage
11 15 (0.89%) Palo Alto
12 14 (0.83%) HubSpot
12 14 (0.83%) JD Edwards
12 14 (0.83%) Splunk
13 13 (0.77%) Qualys
14 12 (0.71%) F5
14 12 (0.71%) Red Hat
15 11 (0.65%) Salesforce Marketing Cloud
16 10 (0.59%) VMware
17 9 (0.53%) Pardot