Period
to 2 December 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 2 December 2021 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
2 Dec 2021
Same period 2020 Same period 2019
Rank 16 27 24
Rank change year-on-year +11 -3 +5
Permanent jobs citing Analytics 6,147 1,865 4,729
As % of all permanent jobs advertised in London 11.89% 8.47% 8.77%
As % of the Processes & Methodologies category 12.45% 9.00% 9.36%
Number of salaries quoted 3,893 1,511 3,692
10th Percentile £42,500 £44,750 £39,000
25th Percentile £53,750 £55,000 £49,500
Median annual salary (50th Percentile) £72,500 £70,000 £70,000
Median % change year-on-year +3.57% - +7.69%
75th Percentile £96,250 £90,000 £92,500
90th Percentile £120,000 £107,500 £115,000
England median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% +4.35%

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 49,365 20,719 50,516
As % of all permanent IT jobs advertised in London 95.51% 94.07% 93.69%
Number of salaries quoted 33,111 17,645 41,156
10th Percentile £42,500 £42,500 £36,250
25th Percentile £53,750 £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 £90,000 £85,000 £82,500
90th Percentile £109,250 £105,000 £100,000
England median annual salary £60,000 £55,000 £52,500
% change year-on-year +9.09% +4.76% -

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 2 December 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 2 December 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 +13 807 £70,000 +3.70% 227
West London +41 258 £65,000 +33.33% 64
South London +46 159 £60,000 -33.33% 19
East London +7 58 £80,000 +45.17% 51
North London +8 25 £50,000 +3.00% 1
Analytics
England

For the 6 months to 2 December 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 2,412 (39.24%) Python
2 2,247 (36.55%) SQL
3 2,085 (33.92%) Agile Software Development
4 1,878 (30.55%) Finance
5 1,711 (27.83%) AWS
6 1,553 (25.26%) Social Skills
7 1,436 (23.36%) Azure
8 1,422 (23.13%) Data Analytics
9 1,317 (21.43%) Business Intelligence
10 1,254 (20.40%) Software Engineering
11 1,213 (19.73%) Data Science
12 1,052 (17.11%) Java
13 1,029 (16.74%) GCP
14 1,028 (16.72%) JavaScript
15 991 (16.12%) Visualisation
16 975 (15.86%) Analytical Skills
17 964 (15.68%) DevOps
18 898 (14.61%) Google
19 873 (14.20%) Big Data
20 857 (13.94%) Machine Learning
21 839 (13.65%) Degree
22 819 (13.32%) React
23 818 (13.31%) Marketing
24 802 (13.05%) Problem-Solving
24 802 (13.05%) Power Platform
25 784 (12.75%) Artificial Intelligence
26 768 (12.49%) Power BI
27 757 (12.31%) Docker
28 750 (12.20%) ETL
29 738 (12.01%) Data Modelling

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
1 496 (8.07%) Apache Spark
2 195 (3.17%) Elasticsearch
3 142 (2.31%) Apache
4 140 (2.28%) Apache Airflow
5 135 (2.20%) SAS
6 107 (1.74%) CMS
7 89 (1.45%) Confluence
8 53 (0.86%) SharePoint
9 32 (0.52%) Luigi
10 24 (0.39%) WordPress
11 22 (0.36%) Jupyter
12 19 (0.31%) Apache Pig
13 18 (0.29%) Appian
14 15 (0.24%) nginx
15 13 (0.21%) Oracle SOA Suite
16 12 (0.20%) Apache Pulsar
17 11 (0.18%) Tomcat
18 10 (0.16%) Drupal
18 10 (0.16%) IIS
18 10 (0.16%) Sitecore CMS
Applications
1 299 (4.86%) Microsoft Excel
2 103 (1.68%) Microsoft Office
3 94 (1.53%) Microsoft PowerPoint
4 46 (0.75%) Spreadsheet
5 45 (0.73%) MS Visio
6 39 (0.63%) Figma
7 30 (0.49%) Chatbot
8 25 (0.41%) Sketch
9 23 (0.37%) Adobe Creative Suite
10 21 (0.34%) Photoshop
11 16 (0.26%) Adobe XD
12 15 (0.24%) InVision
13 14 (0.23%) SPSS
14 11 (0.18%) OmniGraffle
15 10 (0.16%) UserZoom
16 8 (0.13%) Adobe Illustrator
17 5 (0.081%) Fireworks
17 5 (0.081%) Microsoft Project
18 2 (0.033%) InfoPath
19 1 (0.016%) CPLEX
Business Applications
1 32 (0.52%) FastStats
2 28 (0.46%) Shopify
3 23 (0.37%) Dynamics CRM
4 22 (0.36%) Sentinel
5 19 (0.31%) SAP S/4HANA
6 17 (0.28%) Salesforce.com CRM
7 16 (0.26%) Magento
8 15 (0.24%) SAP BPC
9 14 (0.23%) Payment Gateway
9 14 (0.23%) Remedy ITSM
10 13 (0.21%) NetSuite
11 12 (0.20%) Oracle ERP
12 9 (0.15%) IBM Planning Analytics
12 9 (0.15%) SAP MDG
12 9 (0.15%) Sparx Enterprise Architect
13 8 (0.13%) SAP CO
13 8 (0.13%) SAP FI
13 8 (0.13%) SAP FI/CO
13 8 (0.13%) SAP R/3
14 7 (0.11%) Oracle EBS
Cloud Services
1 1,711 (27.83%) AWS
2 1,436 (23.36%) Azure
3 1,029 (16.74%) GCP
4 802 (13.05%) Power Platform
5 490 (7.97%) Serverless
6 377 (6.13%) Google Analytics
7 310 (5.04%) Snowflake
8 277 (4.51%) AWS Lambda
8 277 (4.51%) SaaS
9 243 (3.95%) GitHub
10 225 (3.66%) Amazon S3
11 218 (3.55%) Azure Data Factory
12 143 (2.33%) Amazon ECS
13 140 (2.28%) Azure Synapse Analytics
14 130 (2.11%) PaaS
15 118 (1.92%) Amazon Kinesis
16 109 (1.77%) Amazon EC2
17 100 (1.63%) Cloud Computing
17 100 (1.63%) Microsoft 365
18 92 (1.50%) IaaS
Communications & Networking
1 141 (2.29%) Broadband
2 107 (1.74%) HTTP
3 81 (1.32%) Internet
4 71 (1.16%) TCP/IP
5 54 (0.88%) Firewall
6 36 (0.59%) VPN
7 34 (0.55%) Bluetooth
7 34 (0.55%) DVB
8 19 (0.31%) Network Security
9 17 (0.28%) WebEx
10 16 (0.26%) 5G
10 16 (0.26%) Cisco IPT
11 14 (0.23%) Intranet
12 13 (0.21%) DNS
13 12 (0.20%) 4G
14 11 (0.18%) IPv6
15 9 (0.15%) Multicast
15 9 (0.15%) SMS
16 8 (0.13%) DSL
16 8 (0.13%) NAS
Database & Business Intelligence
1 873 (14.20%) Big Data
2 768 (12.49%) Power BI
3 731 (11.89%) Data Warehouse
4 673 (10.95%) Tableau
5 460 (7.48%) SQL Server
6 392 (6.38%) NoSQL
7 372 (6.05%) Data Lake
8 360 (5.86%) PostgreSQL
9 342 (5.56%) Hadoop
10 324 (5.27%) Relational Database
11 262 (4.26%) BigQuery
12 238 (3.87%) MongoDB
13 233 (3.79%) Amazon Redshift
14 219 (3.56%) Looker
15 206 (3.35%) SQL Server Integration Services
16 188 (3.06%) MySQL
17 182 (2.96%) SQL Server Analysis Services
18 177 (2.88%) SQL Server Reporting Services
19 118 (1.92%) Amazon Athena
20 113 (1.84%) Apache Hive
Development Applications
1 428 (6.96%) Git (software)
2 328 (5.34%) Jenkins
3 276 (4.49%) JIRA
4 73 (1.19%) GitLab
5 65 (1.06%) TeamCity
6 59 (0.96%) Octopus Deploy
7 57 (0.93%) Cypress.io
8 55 (0.89%) Bitbucket
9 53 (0.86%) webpack
10 49 (0.80%) CircleCI
10 49 (0.80%) Maven
11 44 (0.72%) Team Foundation Server
12 40 (0.65%) Selenium
13 39 (0.63%) Travis CI
14 36 (0.59%) Atlassian Bamboo
15 34 (0.55%) GNU Toolchain
15 34 (0.55%) IBM UrbanCode
15 34 (0.55%) Visual Studio
16 32 (0.52%) Artifactory
17 31 (0.50%) Gradle
General
1 1,878 (30.55%) Finance
2 1,553 (25.26%) Social Skills
3 975 (15.86%) Analytical Skills
4 818 (13.31%) Marketing
5 368 (5.99%) Retail
6 350 (5.69%) Banking
7 330 (5.37%) Front Office
8 274 (4.46%) Presentation Skills
9 186 (3.03%) Law
10 184 (2.99%) Advertising
11 175 (2.85%) Games
12 156 (2.54%) Publishing
13 142 (2.31%) Legal
14 140 (2.28%) Inclusion and Diversity
15 105 (1.71%) Pharmaceutical
16 102 (1.66%) Organisational Skills
16 102 (1.66%) Public Sector
17 81 (1.32%) Influencing Skills
17 81 (1.32%) Telecoms
18 75 (1.22%) Investment Banking
Job Titles
1 1,304 (21.21%) Developer
2 767 (12.48%) Analyst
3 576 (9.37%) Data Engineer
4 526 (8.56%) Software Engineer
5 470 (7.65%) Architect
6 317 (5.16%) Python Developer
7 304 (4.95%) Senior Developer
8 294 (4.78%) Consultant
9 291 (4.73%) Data Analyst
10 269 (4.38%) Python Engineer
11 233 (3.79%) Data Scientist
12 197 (3.20%) Data Architect
13 189 (3.07%) AWS Engineer
14 180 (2.93%) Java Developer
15 172 (2.80%) Full Stack Developer
16 170 (2.77%) Developer/Software Engineer
17 148 (2.41%) Software Developer
18 143 (2.33%) Python Software Engineer
19 139 (2.26%) Java Engineer
20 138 (2.24%) Solutions Architect
Libraries, Frameworks & Software Standards
1 819 (13.32%) React
2 482 (7.84%) Node.js
3 481 (7.82%) HTML
4 454 (7.39%) Kafka
5 423 (6.88%) Web Services
6 396 (6.44%) REST
7 346 (5.63%) CSS
8 341 (5.55%) .NET
9 288 (4.69%) AngularJS
10 257 (4.18%) GraphQL
11 193 (3.14%) HTML5
12 160 (2.60%) JSON
13 155 (2.52%) Redux
14 149 (2.42%) Spring
15 140 (2.28%) .NET Core
16 136 (2.21%) Pandas
17 128 (2.08%) PySpark
18 126 (2.05%) XML
19 116 (1.89%) RESTful
20 114 (1.85%) Django
Miscellaneous
1 566 (9.21%) User Experience
2 343 (5.58%) Algorithms
3 295 (4.80%) Equities
4 270 (4.39%) Social Media
5 256 (4.16%) Derivative
6 235 (3.82%) Hedge funds
7 185 (3.01%) Greenfield Project
8 182 (2.96%) Foreign Exchange (FX)
9 165 (2.68%) Data Structures
10 163 (2.65%) Fixed Income
11 158 (2.57%) Management Information System
12 155 (2.52%) Enterprise Software
13 144 (2.34%) Virtual Team
14 116 (1.89%) Mobile App
15 115 (1.87%) Self-Motivation
16 105 (1.71%) Cloud Native
17 96 (1.56%) Public Cloud
18 86 (1.40%) Life Science
19 63 (1.02%) Marketing Technology
20 60 (0.98%) Video\Live Streaming
Operating Systems
1 393 (6.39%) Linux
2 183 (2.98%) Windows
3 145 (2.36%) Unix
4 111 (1.81%) Apple iOS
5 94 (1.53%) Android
6 34 (0.55%) Mesosphere
7 33 (0.54%) Mac OS
8 21 (0.34%) Windows 10
8 21 (0.34%) Windows Server
9 19 (0.31%) Windows Server 2012
10 12 (0.20%) Embedded Linux
10 12 (0.20%) Windows Server 2016
11 11 (0.18%) Ubuntu
11 11 (0.18%) Windows Server 2008
12 10 (0.16%) VMS
13 3 (0.049%) DC/OS
14 2 (0.033%) Red Hat Enterprise Linux
14 2 (0.033%) Windows 7
14 2 (0.033%) Windows Server 2003
14 2 (0.033%) Windows Server 2019
Processes & Methodologies
1 2,085 (33.92%) Agile Software Development
2 1,422 (23.13%) Data Analytics
3 1,317 (21.43%) Business Intelligence
4 1,254 (20.40%) Software Engineering
5 1,213 (19.73%) Data Science
6 991 (16.12%) Visualisation
7 964 (15.68%) DevOps
8 857 (13.94%) Machine Learning
9 802 (13.05%) Problem-Solving
10 784 (12.75%) Artificial Intelligence
11 750 (12.20%) ETL
12 738 (12.01%) Data Modelling
13 706 (11.49%) Data Engineering
14 689 (11.21%) Microservices
15 656 (10.67%) Full Stack Development
16 638 (10.38%) Computer Science
17 597 (9.71%) Mentoring
18 542 (8.82%) Data Visualisation
19 509 (8.28%) Data Management
20 500 (8.13%) Scrum
Programming Languages
1 2,412 (39.24%) Python
2 2,247 (36.55%) SQL
3 1,052 (17.11%) Java
4 1,028 (16.72%) JavaScript
5 551 (8.96%) TypeScript
6 486 (7.91%) C#
7 384 (6.25%) R
8 368 (5.99%) Scala
9 310 (5.04%) C++
10 206 (3.35%) Go
11 188 (3.06%) C
12 179 (2.91%) T-SQL
13 146 (2.38%) Bash Shell
14 141 (2.29%) PowerShell
15 84 (1.37%) PHP
16 74 (1.20%) Ruby
17 69 (1.12%) ES6
17 69 (1.12%) Kotlin
18 68 (1.11%) Data Analysis Expressions (DAX)
19 59 (0.96%) VBA
Qualifications
1 839 (13.65%) Degree
2 179 (2.91%) Computer Science Degree
3 136 (2.21%) Security Cleared
4 113 (1.84%) PhD
5 109 (1.77%) SC Cleared
6 74 (1.20%) Master's Degree
7 65 (1.06%) Numerate Degree
8 49 (0.80%) Microsoft Certification
9 27 (0.44%) CISSP
10 26 (0.42%) AWS Certification
11 22 (0.36%) Cisco Certification
12 17 (0.28%) TOGAF Certification
13 16 (0.26%) (ISC)2 CCSP
13 16 (0.26%) SANS
13 16 (0.26%) Tableau Certification
14 15 (0.24%) GCIA
14 15 (0.24%) GCIH
14 15 (0.24%) Six Sigma Green Belt
15 14 (0.23%) DV Cleared
16 13 (0.21%) MBA
Quality Assurance & Compliance
1 373 (6.07%) Data Quality
2 354 (5.76%) QA
3 128 (2.08%) GDPR
4 91 (1.48%) Accessibility
5 35 (0.57%) SLA
6 33 (0.54%) ISO/IEC 27001
7 15 (0.24%) GRC
8 12 (0.20%) Actionable Recommendations
9 10 (0.16%) IFRS
9 10 (0.16%) PMO
9 10 (0.16%) SOC 2
10 9 (0.15%) IFRS 9
10 9 (0.15%) WCAG
11 8 (0.13%) EMIR
12 7 (0.11%) COSO
13 6 (0.098%) Good Clinical Practice
14 5 (0.081%) COBIT
14 5 (0.081%) PMBOK
15 4 (0.065%) ISO 13485
15 4 (0.065%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
System Software
1 757 (12.31%) Docker
2 70 (1.14%) Active Directory
3 35 (0.57%) HDFS
4 29 (0.47%) Virtual Machines
5 17 (0.28%) Virtual Servers
6 15 (0.24%) VMware Infrastructure
7 12 (0.20%) VirtualBox
8 9 (0.15%) Apache ZooKeeper
9 6 (0.098%) Apache Flume
9 6 (0.098%) Citrix Hypervisor
9 6 (0.098%) VMware Server
10 4 (0.065%) Firmware
10 4 (0.065%) Hyper-V
10 4 (0.065%) VMware ESXi
11 3 (0.049%) Virtual Desktop
12 2 (0.033%) Oracle RAC
12 2 (0.033%) Samba
13 1 (0.016%) etcd
13 1 (0.016%) LXC
13 1 (0.016%) vSphere
Systems Management
1 632 (10.28%) Kubernetes
2 362 (5.89%) Terraform
3 153 (2.49%) Ansible
4 86 (1.40%) Puppet
5 85 (1.38%) Prometheus
6 63 (1.02%) Opscode Chef
7 51 (0.83%) Grafana
8 34 (0.55%) Automic
9 33 (0.54%) Kibana
9 33 (0.54%) logstash
10 24 (0.39%) Docker Swarm
11 23 (0.37%) Istio
12 22 (0.36%) Consul
13 20 (0.33%) Oozie
14 15 (0.24%) Kubeflow
15 9 (0.15%) Control-M
16 8 (0.13%) HP Fortify
16 8 (0.13%) Microsoft Intune
17 7 (0.11%) Single Sign-On
18 6 (0.098%) Argo
Vendors
1 898 (14.61%) Google
2 656 (10.67%) Microsoft
3 249 (4.05%) Databricks
4 244 (3.97%) Salesforce.com
5 220 (3.58%) Oracle
6 159 (2.59%) Adobe
7 148 (2.41%) LexisNexis
8 142 (2.31%) SAP
9 114 (1.85%) Informatica
10 98 (1.59%) IBM
11 92 (1.50%) Splunk
12 84 (1.37%) Alteryx
13 80 (1.30%) Talend
14 67 (1.09%) Facebook
15 66 (1.07%) YouTube
16 61 (0.99%) Cognizant
17 60 (0.98%) Cloudera
18 55 (0.89%) MuleSoft
19 49 (0.80%) Spotify
20 45 (0.73%) Teradata