Period
to 17 September 2021

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 17 September 2021 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
17 Sep 2021
Same period 2020 Same period 2019
Rank 17 28 24
Rank change year-on-year +11 -4 +6
Permanent jobs citing Analytics 5,514 1,753 4,970
As % of all permanent jobs advertised in London 11.26% 8.33% 8.85%
As % of the Processes & Methodologies category 11.80% 8.86% 9.47%
Number of salaries quoted 3,385 1,418 3,960
10th Percentile £42,500 £43,750 £40,000
25th Percentile £52,500 £55,000 £48,188
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% -
75th Percentile £92,500 £95,000 £86,250
90th Percentile £115,000 £122,500 £105,000
England median annual salary £62,500 £62,500 £58,500
% change year-on-year - +6.84% +6.36%

Analytics is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 46,719 19,793 52,476
As % of all permanent IT jobs advertised in London 95.44% 94.08% 93.49%
Number of salaries quoted 30,388 16,476 42,773
10th Percentile £42,500 £42,500 £36,250
25th Percentile £52,500 £52,500 £47,500
Median annual salary (50th Percentile) £70,000 £70,000 £65,000
Median % change year-on-year - +7.69% +4.00%
75th Percentile £88,750 £87,500 £82,500
90th Percentile £105,000 £110,000 £100,000
England median annual salary £57,500 £56,500 £52,500
% change year-on-year +1.77% +7.62% +3.96%

Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Analytics in London

Analytics
Salary Trend in London

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

Salary trend for Analytics in London

Analytics
Salary Histogram in London

Salary distribution for jobs citing Analytics in London over the 6 months to 17 September 2021.

Salary histogram for Analytics in London

Analytics
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the London region over the 6 months to 17 September 2021. 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
Job
Vacancies
Central London +14 769 £70,000 - 182
West London +24 200 £65,000 +30.00% 47
South London +30 117 £57,500 -36.11% 17
East London -8 23 £70,000 +7.69% 40
North London +6 19 £60,000 +21.77% 5
Analytics
England

For the 6 months to 17 September 2021, IT jobs citing Analytics 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 Analytics.

1 2,104 (38.16%) Python
2 1,978 (35.87%) SQL
3 1,749 (31.72%) Agile Software Development
4 1,629 (29.54%) Finance
5 1,624 (29.45%) AWS
6 1,221 (22.14%) Azure
7 1,218 (22.09%) Data Analytics
8 1,216 (22.05%) Social Skills
9 1,211 (21.96%) Business Intelligence
10 1,077 (19.53%) Data Science
11 1,062 (19.26%) Software Engineering
12 1,002 (18.17%) JavaScript
13 918 (16.65%) Analytical Skills
14 905 (16.41%) Java
15 904 (16.39%) GCP
16 863 (15.65%) Google
17 853 (15.47%) Visualisation
18 802 (14.54%) DevOps
19 788 (14.29%) Machine Learning
20 784 (14.22%) React
21 778 (14.11%) Big Data
22 777 (14.09%) Marketing
23 775 (14.06%) Artificial Intelligence
24 746 (13.53%) Docker
25 739 (13.40%) Degree
26 711 (12.89%) Problem-Solving
27 698 (12.66%) ETL
28 695 (12.60%) Tableau
29 693 (12.57%) Power Platform
30 681 (12.35%) Power BI

Analytics
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
1 523 (9.48%) Apache Spark
2 232 (4.21%) Elasticsearch
3 177 (3.21%) Apache Airflow
4 153 (2.77%) Apache
5 109 (1.98%) CMS
6 108 (1.96%) SAS
7 90 (1.63%) Confluence
8 63 (1.14%) SharePoint
9 32 (0.58%) Luigi
10 24 (0.44%) WordPress
11 20 (0.36%) Oracle Application Server
12 18 (0.33%) nginx
13 17 (0.31%) Apache Pig
14 15 (0.27%) Jupyter
15 14 (0.25%) Apache Pulsar
16 13 (0.24%) Adobe Experience Manager
16 13 (0.24%) Oracle SOA Suite
16 13 (0.24%) Sitecore CMS
17 11 (0.20%) Drupal
18 10 (0.18%) Tomcat
Applications
1 262 (4.75%) Microsoft Excel
2 97 (1.76%) Microsoft Office
3 66 (1.20%) Microsoft PowerPoint
4 56 (1.02%) Spreadsheet
5 44 (0.80%) Figma
6 43 (0.78%) MS Visio
7 35 (0.63%) Sketch
8 29 (0.53%) Chatbot
9 21 (0.38%) SPSS
10 20 (0.36%) Photoshop
11 19 (0.34%) InVision
12 17 (0.31%) Adobe Creative Suite
12 17 (0.31%) Adobe XD
13 7 (0.13%) Microsoft Project
14 6 (0.11%) Adobe Illustrator
14 6 (0.11%) OmniGraffle
15 5 (0.091%) Fireworks
15 5 (0.091%) UserZoom
16 4 (0.073%) InfoPath
16 4 (0.073%) Zeplin
Business Applications
1 41 (0.74%) FastStats
1 41 (0.74%) Shopify
2 27 (0.49%) Magento
3 23 (0.42%) Payment Gateway
4 20 (0.36%) Oracle ERP
5 19 (0.34%) Dynamics CRM
6 12 (0.22%) Sentinel
7 11 (0.20%) IBM Planning Analytics
7 11 (0.20%) Remedy ITSM
8 10 (0.18%) Primavera
8 10 (0.18%) SAP S/4HANA
9 8 (0.15%) SAP ERP
10 7 (0.13%) Oracle EBS
10 7 (0.13%) SAP BPC
10 7 (0.13%) SAP FI
10 7 (0.13%) SAP MDG
11 6 (0.11%) Eloqua
11 6 (0.11%) Salesforce.com CRM
11 6 (0.11%) SAP CO
11 6 (0.11%) SAP FI/CO
Cloud Services
1 1,624 (29.45%) AWS
2 1,221 (22.14%) Azure
3 904 (16.39%) GCP
4 693 (12.57%) Power Platform
5 462 (8.38%) Serverless
6 357 (6.47%) Google Analytics
7 319 (5.79%) Snowflake
8 257 (4.66%) AWS Lambda
9 237 (4.30%) SaaS
10 231 (4.19%) Amazon S3
11 216 (3.92%) GitHub
12 146 (2.65%) Azure Data Factory
13 142 (2.58%) Amazon ECS
14 111 (2.01%) Amazon EC2
15 108 (1.96%) PaaS
16 103 (1.87%) Amazon EMR
17 99 (1.80%) Microsoft 365
18 98 (1.78%) Amazon Kinesis
19 94 (1.70%) Cloud Computing
20 89 (1.61%) Azure Synapse Analytics
Communications & Networking
1 100 (1.81%) Broadband
2 78 (1.41%) HTTP
3 63 (1.14%) TCP/IP
4 56 (1.02%) Internet
5 55 (1.00%) Firewall
6 26 (0.47%) Bluetooth
6 26 (0.47%) DVB
7 25 (0.45%) VPN
8 18 (0.33%) Extranet
9 17 (0.31%) WebEx
10 16 (0.29%) DNS
11 15 (0.27%) 5G
12 14 (0.25%) SMS
13 13 (0.24%) 4G
13 13 (0.24%) Network Security
14 12 (0.22%) Intranet
15 10 (0.18%) RIP
16 8 (0.15%) CTI
16 8 (0.15%) NAS
16 8 (0.15%) Sourcefire
Database & Business Intelligence
1 778 (14.11%) Big Data
2 695 (12.60%) Tableau
3 681 (12.35%) Power BI
4 671 (12.17%) Data Warehouse
5 437 (7.93%) SQL Server
6 431 (7.82%) NoSQL
7 390 (7.07%) PostgreSQL
8 342 (6.20%) Relational Database
9 340 (6.17%) Hadoop
10 310 (5.62%) Data Lake
11 292 (5.30%) Amazon Redshift
12 254 (4.61%) BigQuery
13 247 (4.48%) MongoDB
14 181 (3.28%) MySQL
15 171 (3.10%) Looker
16 164 (2.97%) SQL Server Integration Services
17 161 (2.92%) SQL Server Analysis Services
18 145 (2.63%) SQL Server Reporting Services
19 140 (2.54%) Amazon Athena
20 114 (2.07%) Metadata
Development Applications
1 374 (6.78%) Git (software)
2 350 (6.35%) Jenkins
3 276 (5.01%) JIRA
4 87 (1.58%) Cypress.io
5 75 (1.36%) GitLab
6 62 (1.12%) Atlassian Bamboo
6 62 (1.12%) TeamCity
7 57 (1.03%) CircleCI
8 55 (1.00%) Vagrant
9 54 (0.98%) Maven
10 50 (0.91%) Octopus Deploy
11 48 (0.87%) Bitbucket
12 47 (0.85%) Team Foundation Server
13 43 (0.78%) Travis CI
14 42 (0.76%) Visual Studio
15 40 (0.73%) Selenium
16 37 (0.67%) Gradle
17 34 (0.62%) IBM UrbanCode
18 33 (0.60%) Artifactory
18 33 (0.60%) Cucumber
General
1 1,629 (29.54%) Finance
2 1,216 (22.05%) Social Skills
3 918 (16.65%) Analytical Skills
4 777 (14.09%) Marketing
5 354 (6.42%) Retail
6 335 (6.08%) Banking
7 283 (5.13%) Front Office
8 241 (4.37%) Presentation Skills
9 183 (3.32%) Advertising
10 179 (3.25%) Law
11 146 (2.65%) Games
12 136 (2.47%) Publishing
13 123 (2.23%) Legal
14 111 (2.01%) Pharmaceutical
15 102 (1.85%) Influencing Skills
15 102 (1.85%) Investment Banking
16 90 (1.63%) Organisational Skills
17 79 (1.43%) Manufacturing
18 78 (1.41%) Public Sector
18 78 (1.41%) Telecoms
Job Titles
1 1,179 (21.38%) Developer
2 686 (12.44%) Analyst
3 521 (9.45%) Data Engineer
4 422 (7.65%) Software Engineer
5 413 (7.49%) Architect
6 276 (5.01%) Data Analyst
7 263 (4.77%) Consultant
8 242 (4.39%) Senior Developer
9 213 (3.86%) Python Developer
10 195 (3.54%) Data Scientist
11 194 (3.52%) Data Architect
12 155 (2.81%) Python Engineer
13 132 (2.39%) Front End Developer (Client-Side Developer)
14 129 (2.34%) AWS Engineer
15 125 (2.27%) Full Stack Developer
16 123 (2.23%) Solutions Architect
17 113 (2.05%) Java Developer
18 111 (2.01%) Lead Developer
18 111 (2.01%) Senior Analyst
19 109 (1.98%) Software Developer
Libraries, Frameworks & Software Standards
1 784 (14.22%) React
2 517 (9.38%) Node.js
3 452 (8.20%) HTML
4 439 (7.96%) Kafka
5 397 (7.20%) REST
6 363 (6.58%) CSS
7 328 (5.95%) AngularJS
8 312 (5.66%) Web Services
9 289 (5.24%) GraphQL
10 252 (4.57%) .NET
11 172 (3.12%) Redux
12 151 (2.74%) HTML5
13 147 (2.67%) Spring
14 146 (2.65%) React Native
15 145 (2.63%) RESTful
16 137 (2.48%) Vue.js
17 123 (2.23%) PySpark
18 116 (2.10%) jQuery
19 115 (2.09%) Django
20 114 (2.07%) JSON
Miscellaneous
1 550 (9.97%) User Experience
2 308 (5.59%) Derivative
3 268 (4.86%) Algorithms
4 249 (4.52%) Equities
5 239 (4.33%) Hedge funds
6 200 (3.63%) Social Media
7 172 (3.12%) Foreign Exchange (FX)
8 166 (3.01%) Fixed Income
9 165 (2.99%) Greenfield Project
10 143 (2.59%) Data Structures
11 141 (2.56%) Mobile App
12 135 (2.45%) Management Information System
13 120 (2.18%) Self-Motivation
14 111 (2.01%) Virtual Team
15 101 (1.83%) Life Science
16 98 (1.78%) Enterprise Software
17 92 (1.67%) Cloud Native
18 74 (1.34%) Public Cloud
19 65 (1.18%) Credit Risk
20 62 (1.12%) Data Centre
Operating Systems
1 334 (6.06%) Linux
2 149 (2.70%) Windows
3 116 (2.10%) Apple iOS
3 116 (2.10%) Unix
4 106 (1.92%) Android
5 34 (0.62%) Mesosphere
6 23 (0.42%) Windows Server
7 22 (0.40%) Mac OS
8 19 (0.34%) Windows 10
9 18 (0.33%) Windows Server 2012
10 14 (0.25%) Embedded Linux
11 13 (0.24%) VMS
12 10 (0.18%) Windows Server 2016
13 9 (0.16%) Ubuntu
13 9 (0.16%) Windows Server 2008
14 4 (0.073%) CentOS
15 3 (0.054%) DC/OS
15 3 (0.054%) Red Hat Enterprise Linux
16 2 (0.036%) Windows NT
16 2 (0.036%) Windows Server 2019
Processes & Methodologies
1 1,749 (31.72%) Agile Software Development
2 1,218 (22.09%) Data Analytics
3 1,211 (21.96%) Business Intelligence
4 1,077 (19.53%) Data Science
5 1,062 (19.26%) Software Engineering
6 853 (15.47%) Visualisation
7 802 (14.54%) DevOps
8 788 (14.29%) Machine Learning
9 775 (14.06%) Artificial Intelligence
10 711 (12.89%) Problem-Solving
11 698 (12.66%) ETL
12 610 (11.06%) Microservices
13 606 (10.99%) Data Engineering
14 604 (10.95%) Data Modelling
15 522 (9.47%) Full Stack Development
16 502 (9.10%) Data Visualisation
17 497 (9.01%) Computer Science
18 477 (8.65%) Data Pipeline
19 449 (8.14%) Mentoring
20 435 (7.89%) TDD
Programming Languages
1 2,104 (38.16%) Python
2 1,978 (35.87%) SQL
3 1,002 (18.17%) JavaScript
4 905 (16.41%) Java
5 458 (8.31%) TypeScript
6 373 (6.76%) C#
7 345 (6.26%) R
8 310 (5.62%) Scala
9 279 (5.06%) C++
10 211 (3.83%) Go
11 143 (2.59%) C
12 135 (2.45%) T-SQL
13 98 (1.78%) Kotlin
14 89 (1.61%) Bash Shell
15 84 (1.52%) PowerShell
16 83 (1.51%) PHP
17 67 (1.22%) ES6
18 66 (1.20%) Ruby
19 64 (1.16%) Rust
20 55 (1.00%) Data Analysis Expressions (DAX)
Qualifications
1 739 (13.40%) Degree
2 147 (2.67%) Security Cleared
3 136 (2.47%) Computer Science Degree
4 116 (2.10%) SC Cleared
5 113 (2.05%) PhD
6 81 (1.47%) Master's Degree
7 75 (1.36%) Numerate Degree
8 26 (0.47%) Microsoft Certification
9 21 (0.38%) DV Cleared
10 20 (0.36%) CISSP
10 20 (0.36%) MBA
11 18 (0.33%) BPSS Clearance
12 17 (0.31%) AWS Certification
13 12 (0.22%) Oracle Certification
14 11 (0.20%) CISA
14 11 (0.20%) Postgraduate
14 11 (0.20%) SAS Certification
14 11 (0.20%) Tableau Certification
15 10 (0.18%) CISM
15 10 (0.18%) ISTQB
Quality Assurance & Compliance
1 293 (5.31%) QA
2 288 (5.22%) Data Quality
3 124 (2.25%) GDPR
4 88 (1.60%) Accessibility
5 31 (0.56%) ISO/IEC 27001
6 22 (0.40%) SLA
7 14 (0.25%) Actionable Recommendations
8 11 (0.20%) PMO
9 9 (0.16%) NIST
9 9 (0.16%) SOC 2
10 8 (0.15%) ISO 13485
11 7 (0.13%) COBIT
11 7 (0.13%) Cyber Essentials
11 7 (0.13%) IEC 62304
11 7 (0.13%) Solvency II
12 5 (0.091%) HAZOP
12 5 (0.091%) IEC 61508
12 5 (0.091%) ISO 26262
12 5 (0.091%) PCI DSS
12 5 (0.091%) WCAG
System Software
1 746 (13.53%) Docker
2 55 (1.00%) VirtualBox
3 53 (0.96%) Active Directory
4 26 (0.47%) Virtual Machines
5 19 (0.34%) Virtual Servers
6 18 (0.33%) HDFS
7 14 (0.25%) VMware Infrastructure
8 8 (0.15%) Apache ZooKeeper
8 8 (0.15%) VMware ESXi
9 7 (0.13%) Apache Flume
9 7 (0.13%) Citrix Hypervisor
9 7 (0.13%) VMware Server
10 2 (0.036%) Snort
11 1 (0.018%) Hyper-V
11 1 (0.018%) Oracle RAC
11 1 (0.018%) vSphere
Systems Management
1 645 (11.70%) Kubernetes
2 348 (6.31%) Terraform
3 176 (3.19%) Ansible
4 100 (1.81%) Prometheus
5 87 (1.58%) Puppet
6 75 (1.36%) Docker Swarm
7 70 (1.27%) Grafana
8 59 (1.07%) Opscode Chef
9 36 (0.65%) Kibana
9 36 (0.65%) logstash
10 34 (0.62%) Automic
10 34 (0.62%) Istio
11 16 (0.29%) Consul
11 16 (0.29%) Oozie
12 13 (0.24%) Kubeflow
13 7 (0.13%) Control-M
13 7 (0.13%) Microsoft Intune
13 7 (0.13%) Single Sign-On
14 6 (0.11%) Argo
15 5 (0.091%) HP Quality Center
Vendors
1 863 (15.65%) Google
2 531 (9.63%) Microsoft
3 226 (4.10%) Oracle
4 200 (3.63%) Salesforce.com
5 195 (3.54%) Databricks
6 156 (2.83%) Adobe
7 140 (2.54%) IBM
8 122 (2.21%) SAP
9 108 (1.96%) Informatica
10 103 (1.87%) Talend
11 96 (1.74%) Alteryx
12 94 (1.70%) Cloudera
12 94 (1.70%) LexisNexis
13 81 (1.47%) Hortonworks
14 68 (1.23%) Splunk
15 67 (1.22%) YouTube
16 64 (1.16%) Facebook
17 51 (0.92%) Teradata
18 48 (0.87%) Instagram
19 34 (0.62%) Spotify