Period
to

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 21 May 2022 with a comparison to the same period over the previous 2 years.

Analytical Skills
England > London
6 months to
21 May 2022
Same period 2021 Same period 2020
Rank 34 40 35
Rank change year-on-year +6 -5 -7
Permanent jobs citing Analytical Skills 6,754 2,426 2,655
As % of all permanent jobs advertised in London 9.60% 7.05% 6.80%
As % of the General category 14.08% 11.61% 11.15%
Number of salaries quoted 2,691 1,734 1,979
10th Percentile £36,750 £35,000 £35,000
25th Percentile £47,500 £47,000 £46,250
Median annual salary (50th Percentile) £62,500 £60,000 £62,500
Median % change year-on-year +4.17% -4.00% +4.17%
75th Percentile £80,000 £77,500 £80,000
90th Percentile £97,500 £91,250 £106,500
England median annual salary £55,000 £51,000 £52,500
% change year-on-year +7.84% -2.86% +5.00%

Analytical Skills is in the General Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in London with a requirement for common skills.

All General Skills
London
Permanent vacancies with a requirement for common skills 47,958 20,897 23,810
As % of all permanent IT jobs advertised in London 68.18% 60.71% 60.97%
Number of salaries quoted 22,658 15,468 18,851
10th Percentile £41,250 £41,000 £37,348
25th Percentile £52,500 £52,500 £48,750
Median annual salary (50th Percentile) £70,000 £70,000 £67,500
Median % change year-on-year - +3.70% +5.47%
75th Percentile £92,500 £88,750 £87,500
90th Percentile £112,500 £110,000 £110,000
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

Analytical Skills
Job Vacancy Trend in London

Job postings citing Analytical Skills as a proportion of all IT jobs advertised in London.

Job vacancy trend for Analytical Skills in London

Analytical Skills
Salary Trend in London

3-month moving average salary quoted in jobs citing Analytical Skills in London.

Salary trend for Analytical Skills in London

Analytical Skills
Salary Histogram in London

Salary distribution for jobs citing Analytical Skills in London over the 6 months to 21 May 2022.

Salary histogram for Analytical Skills in London

Analytical Skills
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytical Skills within the London region over the 6 months to 21 May 2022. 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
Central London +6 650 £65,000 -3.70% 79
West London +1 155 £47,500 -9.52% 29
East London +9 88 £75,000 +87.50% 33
South London -59 66 £47,500 -13.64% 8
North London -27 16 £50,000 +8.11% 6
Analytical Skills
England

For the 6 months to 21 May 2022, IT jobs citing Analytical Skills also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Analytical Skills.

1 3,270 (48.42%) Social Skills
2 3,017 (44.67%) Problem-Solving
3 2,749 (40.70%) Agile
4 2,228 (32.99%) Finance
5 2,195 (32.50%) SQL
6 1,902 (28.16%) Analytics
7 1,877 (27.79%) Python
8 1,586 (23.48%) Degree
9 1,244 (18.42%) AWS
10 1,143 (16.92%) Azure
11 1,132 (16.76%) Marketing
12 1,063 (15.74%) Business Intelligence
13 1,001 (14.82%) JavaScript
14 981 (14.52%) Data Science
15 971 (14.38%) Software Engineering
16 919 (13.61%) Computer Science
17 910 (13.47%) Java
18 852 (12.61%) User Experience
19 844 (12.50%) Microsoft
20 803 (11.89%) Project Management
21 778 (11.52%) DevOps
22 777 (11.50%) CI/CD
23 773 (11.45%) Google
24 771 (11.42%) Decision-Making
25 764 (11.31%) Data Analysis
26 733 (10.85%) Visualisation
27 729 (10.79%) Data Modelling
28 720 (10.66%) Power Platform
29 694 (10.28%) Scrum
30 689 (10.20%) Mentoring

Analytical Skills
Co-occurring IT Skills in London by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 288 (4.26%) Apache Spark
2 187 (2.77%) Confluence
3 145 (2.15%) SharePoint
4 138 (2.04%) CMS
5 126 (1.87%) Apache Airflow
6 124 (1.84%) SAS
7 112 (1.66%) Elasticsearch
8 91 (1.35%) Apache
9 64 (0.95%) Umbraco
10 56 (0.83%) nginx
11 46 (0.68%) Jupyter
12 42 (0.62%) Headless CMS
13 41 (0.61%) IIS
14 40 (0.59%) Tomcat
15 36 (0.53%) WebSphere
16 31 (0.46%) Strapi
17 30 (0.44%) JBoss
18 29 (0.43%) OpenStack
19 28 (0.41%) Sitecore CMS
20 27 (0.40%) WebLogic
Applications
1 615 (9.11%) Microsoft Excel
2 292 (4.32%) Microsoft Office
3 266 (3.94%) Microsoft PowerPoint
4 94 (1.39%) Sketch
5 92 (1.36%) MS Visio
6 66 (0.98%) Spreadsheet
7 60 (0.89%) Adobe Creative Suite
8 56 (0.83%) Microsoft Project
9 42 (0.62%) InVision
10 40 (0.59%) Chatbot
11 30 (0.44%) SPSS
12 24 (0.36%) Stata
13 23 (0.34%) Photoshop
14 17 (0.25%) Zeplin
15 15 (0.22%) Adobe After Effects
16 13 (0.19%) Marvel
17 7 (0.10%) Adobe XD
18 6 (0.089%) Adobe Premiere
19 5 (0.074%) Adobe Captivate
20 4 (0.059%) AutoCAD
Business Applications
1 61 (0.90%) Dynamics CRM
2 33 (0.49%) Temenos T24
3 31 (0.46%) Payment Gateway
4 28 (0.41%) Salesforce.com CRM
5 24 (0.36%) Distributed Ledger
6 23 (0.34%) R3 Corda
7 22 (0.33%) Magento
7 22 (0.33%) Oracle Payables
8 16 (0.24%) NetSuite
9 14 (0.21%) Sentinel
10 10 (0.15%) Dynamics NAV
11 9 (0.13%) Oracle Financials
11 9 (0.13%) ReMetrica
12 8 (0.12%) Avolution ABACUS
12 8 (0.12%) Changepoint
12 8 (0.12%) Shopify
13 7 (0.10%) SAP S/4HANA
14 6 (0.089%) Dynamics AX
14 6 (0.089%) Odoo
14 6 (0.089%) SAP Hybris
Cloud Services
1 1,244 (18.42%) AWS
2 1,143 (16.92%) Azure
3 720 (10.66%) Power Platform
4 680 (10.07%) GCP
5 508 (7.52%) SaaS
6 306 (4.53%) GitHub
7 239 (3.54%) Google Analytics
8 206 (3.05%) Snowflake
9 205 (3.04%) Microsoft 365
10 192 (2.84%) Serverless
11 185 (2.74%) Amazon S3
12 160 (2.37%) Figma
13 148 (2.19%) PaaS
14 141 (2.09%) Cloud Computing
15 137 (2.03%) dbt
16 118 (1.75%) Slack
17 107 (1.58%) IaaS
18 105 (1.55%) Amazon EC2
19 102 (1.51%) npm
20 90 (1.33%) AWS Lambda
Communications & Networking
1 126 (1.87%) Internet
2 109 (1.61%) Firewall
3 77 (1.14%) DNS
4 60 (0.89%) DHCP
4 60 (0.89%) TCP/IP
5 58 (0.86%) WAN
6 57 (0.84%) Broadband
7 54 (0.80%) Network Security
8 53 (0.78%) LAN
8 53 (0.78%) VoIP
9 48 (0.71%) HTTP
10 45 (0.67%) VPN
11 34 (0.50%) BGP
12 30 (0.44%) MPLS
13 26 (0.38%) SAN
13 26 (0.38%) Wi-Fi
14 23 (0.34%) WebEx
15 20 (0.30%) Skype
16 19 (0.28%) SSH
16 19 (0.28%) Wireless
Database & Business Intelligence
1 684 (10.13%) Power BI
2 672 (9.95%) Tableau
3 589 (8.72%) Data Warehouse
4 470 (6.96%) SQL Server
5 434 (6.43%) Relational Database
6 408 (6.04%) Big Data
7 389 (5.76%) PostgreSQL
8 342 (5.06%) NoSQL
9 280 (4.15%) BigQuery
10 277 (4.10%) MySQL
11 251 (3.72%) Data Lake
12 229 (3.39%) Looker
13 176 (2.61%) SQL Server Integration Services
14 171 (2.53%) MongoDB
15 163 (2.41%) Data Mining
16 158 (2.34%) Amazon Redshift
17 136 (2.01%) Redis
18 122 (1.81%) Hadoop
19 120 (1.78%) RDBMS
20 109 (1.61%) Metadata
Development Applications
1 655 (9.70%) Git (software)
2 448 (6.63%) JIRA
3 232 (3.44%) Jenkins
4 122 (1.81%) webpack
5 108 (1.60%) Selenium
6 96 (1.42%) GitLab
7 92 (1.36%) Gradle
8 86 (1.27%) Bitbucket
9 84 (1.24%) Maven
10 82 (1.21%) Postman
11 81 (1.20%) JUnit
12 80 (1.18%) Cypress.io
12 80 (1.18%) TeamCity
13 70 (1.04%) Visual Studio
14 62 (0.92%) rollup.js
15 54 (0.80%) Cucumber
16 49 (0.73%) CircleCI
17 46 (0.68%) Octopus Deploy
18 43 (0.64%) Appium
18 43 (0.64%) SQL Server Management Studio (SSMS)
General
1 3,270 (48.42%) Social Skills
2 2,228 (32.99%) Finance
3 1,132 (16.76%) Marketing
4 629 (9.31%) Retail
5 625 (9.25%) Banking
6 498 (7.37%) Inclusion and Diversity
7 450 (6.66%) Presentation Skills
8 397 (5.88%) Games
9 392 (5.80%) Advertising
10 364 (5.39%) Organisational Skills
11 240 (3.55%) Legal
12 215 (3.18%) Public Sector
13 163 (2.41%) Law
14 154 (2.28%) Influencing Skills
15 135 (2.00%) Telecoms
16 134 (1.98%) Publishing
17 109 (1.61%) Manufacturing
18 104 (1.54%) Front Office
19 73 (1.08%) Financial Institution
20 72 (1.07%) Pharmaceutical
Job Titles
1 1,455 (21.54%) Analyst
2 1,191 (17.63%) Developer
3 397 (5.88%) Software Engineer
4 392 (5.80%) Data Analyst
5 364 (5.39%) Product Manager
6 354 (5.24%) Data Engineer
7 336 (4.97%) Architect
8 299 (4.43%) Senior Analyst
9 291 (4.31%) Senior Developer
10 283 (4.19%) Business Analyst
11 196 (2.90%) Senior Manager
12 186 (2.75%) Consultant
13 163 (2.41%) Data Scientist
14 139 (2.06%) Designer
15 134 (1.98%) Lead Developer
16 129 (1.91%) Front End Developer (Client-Side Developer)
16 129 (1.91%) Senior Product Manager
17 123 (1.82%) Project Manager
18 116 (1.72%) Java Developer
18 116 (1.72%) Support Analyst
Libraries, Frameworks & Software Standards
1 656 (9.71%) React
2 565 (8.37%) HTML
3 555 (8.22%) .NET
4 549 (8.13%) CSS
5 451 (6.68%) REST
6 427 (6.32%) Node.js
7 292 (4.32%) Kafka
8 282 (4.18%) AngularJS
9 261 (3.86%) GraphQL
10 244 (3.61%) Spring
11 201 (2.98%) RESTful
12 181 (2.68%) Spring Boot
13 171 (2.53%) Web Services
14 170 (2.52%) XML
15 165 (2.44%) Sass
16 162 (2.40%) HTML5
17 146 (2.16%) .NET Core
18 143 (2.12%) React Native
19 142 (2.10%) Redux
20 137 (2.03%) Pandas
Miscellaneous
1 852 (12.61%) User Experience
2 406 (6.01%) Self-Motivation
3 323 (4.78%) Algorithms
4 304 (4.50%) Management Information System
5 257 (3.81%) Analytical Mindset
6 231 (3.42%) Mobile App
7 193 (2.86%) Virtual Team
8 174 (2.58%) Data Structures
8 174 (2.58%) Greenfield Project
9 158 (2.34%) Enterprise Software
10 138 (2.04%) Digital Media
11 116 (1.72%) Foreign Exchange (FX)
12 112 (1.66%) Social Media
13 104 (1.54%) Blog
14 103 (1.53%) Public Cloud
15 101 (1.50%) Data Centre
16 95 (1.41%) Cloud Native
17 84 (1.24%) Credit Risk
18 76 (1.13%) Sports Betting
19 68 (1.01%) Hedge funds
Operating Systems
1 443 (6.56%) Windows
2 416 (6.16%) Linux
3 214 (3.17%) Android
4 166 (2.46%) Unix
5 147 (2.18%) Apple iOS
6 108 (1.60%) Windows 10
7 103 (1.53%) Windows Server
8 60 (0.89%) Mac OS
9 44 (0.65%) Red Hat Enterprise Linux
10 25 (0.37%) Windows Server 2012
11 23 (0.34%) Windows Server 2016
12 18 (0.27%) Mac OS X
13 13 (0.19%) Windows 7
14 11 (0.16%) CentOS
15 9 (0.13%) Windows Server 2008
16 8 (0.12%) Fedora
17 7 (0.10%) Windows Server 2019
18 6 (0.089%) Solaris
18 6 (0.089%) Tizen
18 6 (0.089%) webOS
Processes & Methodologies
1 3,017 (44.67%) Problem-Solving
2 2,749 (40.70%) Agile
3 1,902 (28.16%) Analytics
4 1,063 (15.74%) Business Intelligence
5 981 (14.52%) Data Science
6 971 (14.38%) Software Engineering
7 919 (13.61%) Computer Science
8 803 (11.89%) Project Management
9 778 (11.52%) DevOps
10 777 (11.50%) CI/CD
11 771 (11.42%) Decision-Making
12 764 (11.31%) Data Analysis
13 733 (10.85%) Visualisation
14 729 (10.79%) Data Modelling
15 694 (10.28%) Scrum
16 689 (10.20%) Mentoring
17 674 (9.98%) Machine Learning
18 608 (9.00%) Data Engineering
19 584 (8.65%) Stakeholder Management
20 565 (8.37%) Artificial Intelligence
Programming Languages
1 2,195 (32.50%) SQL
2 1,877 (27.79%) Python
3 1,001 (14.82%) JavaScript
4 910 (13.47%) Java
5 586 (8.68%) C#
6 503 (7.45%) R
7 470 (6.96%) TypeScript
8 221 (3.27%) T-SQL
9 199 (2.95%) C++
10 184 (2.72%) C
11 165 (2.44%) PowerShell
12 156 (2.31%) Bash
13 145 (2.15%) PHP
14 137 (2.03%) Scala
15 133 (1.97%) Kotlin
16 120 (1.78%) Go
17 94 (1.39%) VBA
18 87 (1.29%) ES6
19 69 (1.02%) Ruby
20 68 (1.01%) Shell Script
Qualifications
1 1,586 (23.48%) Degree
2 365 (5.40%) Computer Science Degree
3 163 (2.41%) Master's Degree
4 123 (1.82%) PhD
5 86 (1.27%) Security Cleared
6 72 (1.07%) Numerate Degree
7 69 (1.02%) PMI Certification
8 62 (0.92%) AWS Certification
9 58 (0.86%) SC Cleared
10 55 (0.81%) CISSP
11 51 (0.76%) ITIL Certification
12 42 (0.62%) Cisco Certification
13 39 (0.58%) PMP
14 37 (0.55%) CISA
15 33 (0.49%) MBA
16 27 (0.40%) DBS Check
17 26 (0.38%) ISTQB
17 26 (0.38%) Microsoft Certification
18 22 (0.33%) CISM
19 21 (0.31%) CCIE
Quality Assurance & Compliance
1 579 (8.57%) QA
2 267 (3.95%) Data Quality
3 127 (1.88%) GDPR
4 121 (1.79%) PMO
4 121 (1.79%) SLA
5 106 (1.57%) Actionable Recommendations
6 82 (1.21%) Accessibility
7 75 (1.11%) ISO/IEC 27001
8 40 (0.59%) NIST
9 18 (0.27%) IFRS
10 17 (0.25%) Cyber Essentials
11 15 (0.22%) IFRS 9
11 15 (0.22%) PCI DSS
12 14 (0.21%) GRC
13 12 (0.18%) ISO 20022
13 12 (0.18%) PSD2
13 12 (0.18%) Solvency II
14 10 (0.15%) GMP
14 10 (0.15%) NCSC
14 10 (0.15%) WCAG
System Software
1 482 (7.14%) Docker
2 193 (2.86%) Active Directory
3 75 (1.11%) VMware Infrastructure
4 33 (0.49%) Hyper-V
5 23 (0.34%) Virtual Desktop
6 17 (0.25%) VMware ESXi
7 14 (0.21%) Virtual Machines
8 11 (0.16%) Firmware
9 10 (0.15%) BitLocker
10 8 (0.12%) Apache Flume
11 7 (0.10%) Snort
12 6 (0.089%) Ceph
12 6 (0.089%) Virtual Servers
12 6 (0.089%) XenApp
12 6 (0.089%) zsh
13 5 (0.074%) Citrix Hypervisor
14 4 (0.059%) vSphere
15 3 (0.044%) LXC
15 3 (0.044%) VMware NSX
15 3 (0.044%) XenDesktop
Systems Management
1 542 (8.02%) Kubernetes
2 338 (5.00%) Terraform
3 196 (2.90%) Ansible
4 71 (1.05%) Prometheus
5 62 (0.92%) Puppet
6 50 (0.74%) SCCM
7 39 (0.58%) Opscode Chef
8 33 (0.49%) Microsoft Intune
9 26 (0.38%) Single Sign-On
10 25 (0.37%) Grafana
11 15 (0.22%) Kibana
12 14 (0.21%) Jamf Pro
13 12 (0.18%) CSIRT
13 12 (0.18%) QRadar
14 11 (0.16%) Kubeflow
15 10 (0.15%) Nagios
16 9 (0.13%) Istio
17 8 (0.12%) Munin
17 8 (0.12%) Opsgenie
18 7 (0.10%) HAProxy
Vendors
1 844 (12.50%) Microsoft
2 773 (11.45%) Google
3 237 (3.51%) Salesforce.com
4 236 (3.49%) Oracle
5 189 (2.80%) Adobe
6 133 (1.97%) Databricks
7 126 (1.87%) Alteryx
8 103 (1.53%) Facebook
9 95 (1.41%) VMware
10 86 (1.27%) Splunk
11 85 (1.26%) Red Hat
12 77 (1.14%) SAP
13 69 (1.02%) Apple
14 66 (0.98%) Informatica
15 65 (0.96%) Cisco
16 64 (0.95%) Sage
16 64 (0.95%) ServiceNow
17 62 (0.92%) Amplitude
18 58 (0.86%) BT
19 52 (0.77%) Atlassian