Period
to 8 March 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 8 March 2021 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
8 Mar 2021
Same period 2020 Same period 2019
Rank 20 19 26
Rank change year-on-year -1 +7 0
Permanent jobs citing Analytics 2,631 4,574 5,028
As % of all permanent jobs advertised in London 9.29% 9.16% 8.11%
As % of the Processes & Methodologies category 9.92% 9.79% 8.73%
Number of salaries quoted 2,261 3,623 4,021
Median annual salary £70,000 £70,000 £66,500
Median salary % change year-on-year - +5.26% +6.40%
10th Percentile £43,750 £40,000 £39,750
90th Percentile £110,000 £127,500 £105,000
England median annual salary £60,000 £62,500 £60,000
% change year-on-year -4.00% +4.17% +9.09%

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 26,529 46,710 57,576
As % of all permanent IT jobs advertised in London 93.71% 93.54% 92.87%
Number of salaries quoted 21,578 37,837 47,196
Median annual salary £70,000 £65,000 £62,500
Median salary % change year-on-year +7.69% +4.00% +4.17%
10th Percentile £42,500 £37,500 £35,963
90th Percentile £103,750 £100,000 £95,000
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

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 8 March 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 8 March 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 +2 473 £70,000 - 155
West London -2 31 £67,500 +12.50% 29
South London -34 27 £50,000 -12.48% 15
East London -8 14 £55,054 -4.25% 46
North London -4 1 £47,500 -13.64% 2
Analytics
England

For the 6 months to 8 March 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 1,028 (39.07%) SQL
2 955 (36.30%) Python
3 866 (32.92%) Finance
4 859 (32.65%) Agile Software Development
5 709 (26.95%) Data Analytics
6 667 (25.35%) Business Intelligence
7 663 (25.20%) Azure
8 651 (24.74%) AWS
9 485 (18.43%) Data Science
10 467 (17.75%) Analytical Skills
11 458 (17.41%) Java
12 442 (16.80%) Machine Learning
13 424 (16.12%) Data Warehouse
14 421 (16.00%) Big Data
15 406 (15.43%) GCP
16 379 (14.41%) Visualisation
17 372 (14.14%) DevOps
18 370 (14.06%) Software Engineering
18 370 (14.06%) Degree
19 362 (13.76%) Google
20 360 (13.68%) Power Platform
21 358 (13.61%) ETL
22 356 (13.53%) Power BI
23 348 (13.23%) JavaScript
24 322 (12.24%) Marketing
25 317 (12.05%) Data Modelling
26 314 (11.93%) Artificial Intelligence
27 309 (11.74%) Banking
27 309 (11.74%) Microsoft
28 303 (11.52%) Tableau

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
1 164 (6.23%) Apache Spark
2 131 (4.98%) SAS
3 89 (3.38%) Elasticsearch
4 76 (2.89%) Apache Airflow
5 62 (2.36%) Confluence
6 51 (1.94%) Apache
7 49 (1.86%) CMS
8 34 (1.29%) SharePoint
9 19 (0.72%) Oracle SOA Suite
10 15 (0.57%) WordPress
11 14 (0.53%) Luigi
12 13 (0.49%) Adobe Experience Manager
13 10 (0.38%) Apache Pig
13 10 (0.38%) Tomcat
14 7 (0.27%) Oracle Workflow
15 6 (0.23%) ArcGIS
16 5 (0.19%) Drupal
17 4 (0.15%) MS Exchange
17 4 (0.15%) nginx
17 4 (0.15%) OpenStack
Applications
1 108 (4.10%) Microsoft Excel
2 49 (1.86%) Microsoft Office
3 28 (1.06%) SPSS
4 20 (0.76%) Microsoft PowerPoint
5 15 (0.57%) InVision
6 12 (0.46%) Photoshop
6 12 (0.46%) Spreadsheet
7 11 (0.42%) Sketch
8 10 (0.38%) Figma
8 10 (0.38%) MS Visio
9 6 (0.23%) Adobe Premiere
9 6 (0.23%) Microsoft Project
10 3 (0.11%) Adobe Creative Suite
10 3 (0.11%) Adobe XD
10 3 (0.11%) Chatbot
10 3 (0.11%) OmniGraffle
10 3 (0.11%) SPSS Modeler
11 2 (0.076%) Adobe Illustrator
11 2 (0.076%) Zeplin
12 1 (0.038%) Fireworks
Business Applications
1 19 (0.72%) Shopify
2 18 (0.68%) Loan IQ
3 14 (0.53%) Payment Gateway
4 13 (0.49%) Oracle ERP
4 13 (0.49%) Salesforce.com CRM
5 12 (0.46%) Dynamics CRM
6 10 (0.38%) Oracle Procure-to-Pay
6 10 (0.38%) SAP S/4HANA
7 9 (0.34%) Actimize
8 6 (0.23%) Oracle EBS
9 5 (0.19%) Magento
9 5 (0.19%) SAP CRM
10 4 (0.15%) Dynamics NAV
10 4 (0.15%) Relativity
10 4 (0.15%) Sentinel
11 3 (0.11%) Adobe Campaign
11 3 (0.11%) Global One
11 3 (0.11%) Oracle Receivables
11 3 (0.11%) SAP R/3
11 3 (0.11%) WebTrends
Cloud Services
1 663 (25.20%) Azure
2 651 (24.74%) AWS
3 406 (15.43%) GCP
4 360 (13.68%) Power Platform
5 144 (5.47%) Google Analytics
6 106 (4.03%) SaaS
7 104 (3.95%) Azure Data Factory
8 80 (3.04%) Serverless
9 75 (2.85%) PaaS
10 45 (1.71%) IaaS
10 45 (1.71%) Microsoft 365
11 39 (1.48%) Amazon EMR
12 32 (1.22%) Azure Active Directory
13 28 (1.06%) AWS Lambda
14 27 (1.03%) GitHub
15 26 (0.99%) Amazon S3
16 25 (0.95%) Cloud Functions
17 24 (0.91%) Cloud Computing
18 21 (0.80%) Amazon EC2
18 21 (0.80%) Apigee
Communications & Networking
1 56 (2.13%) Firewall
2 33 (1.25%) Internet
3 20 (0.76%) DNS
4 19 (0.72%) HTTP
4 19 (0.72%) VPN
5 14 (0.53%) Unified Communications
6 12 (0.46%) SMS
6 12 (0.46%) TCP/IP
7 11 (0.42%) IPsec
8 9 (0.34%) WAN
9 7 (0.27%) BGP
9 7 (0.27%) Broadband
9 7 (0.27%) OSPF
10 5 (0.19%) Extranet
10 5 (0.19%) VoIP
11 4 (0.15%) Cisco Nexus
11 4 (0.15%) EIGRP
11 4 (0.15%) MPLS
11 4 (0.15%) Multicast
11 4 (0.15%) VXLAN
Database & Business Intelligence
1 424 (16.12%) Data Warehouse
2 421 (16.00%) Big Data
3 356 (13.53%) Power BI
4 303 (11.52%) Tableau
5 235 (8.93%) SQL Server
6 176 (6.69%) Relational Database
7 171 (6.50%) Hadoop
8 164 (6.23%) NoSQL
9 143 (5.44%) Data Lake
10 130 (4.94%) BigQuery
11 125 (4.75%) SQL Server Integration Services
12 113 (4.29%) SQL Server Reporting Services
13 102 (3.88%) Amazon Redshift
14 99 (3.76%) Looker
15 87 (3.31%) SQL Server Analysis Services
16 85 (3.23%) Data Mining
16 85 (3.23%) Snowflake Schema
17 80 (3.04%) Azure SQL Database
18 71 (2.70%) QlikView
19 70 (2.66%) MongoDB
Development Applications
1 131 (4.98%) Git (software)
2 110 (4.18%) Jenkins
3 99 (3.76%) JIRA
4 40 (1.52%) Maven
5 36 (1.37%) Visual Studio
6 27 (1.03%) Artifactory
7 25 (0.95%) Mocha
7 25 (0.95%) Selenium
8 24 (0.91%) Team Foundation Server
9 21 (0.80%) Gradle
9 21 (0.80%) JUnit
10 20 (0.76%) Atlassian Bamboo
11 19 (0.72%) IntelliJ
12 16 (0.61%) Bitbucket
12 16 (0.61%) Vagrant
13 14 (0.53%) Cypress.io
14 13 (0.49%) webpack
15 12 (0.46%) Sonatype Nexus
16 11 (0.42%) Mockito
16 11 (0.42%) SonarQube
General
1 866 (32.92%) Finance
2 322 (12.24%) Marketing
3 309 (11.74%) Banking
4 193 (7.34%) Front Office
5 154 (5.85%) Retail
6 91 (3.46%) Investment Banking
7 85 (3.23%) Legal
8 73 (2.77%) Games
9 72 (2.74%) Public Sector
10 71 (2.70%) Advertising
11 56 (2.13%) Financial Institution
12 42 (1.60%) Law
13 36 (1.37%) Manufacturing
14 31 (1.18%) Telecoms
15 26 (0.99%) Publishing
16 23 (0.87%) Pharmaceutical
17 20 (0.76%) Back Office
18 14 (0.53%) Electronics
19 12 (0.46%) Brand Awareness
20 11 (0.42%) Police
Job Titles
1 614 (23.34%) Developer
2 295 (11.21%) Analyst
3 243 (9.24%) Data Engineer
4 214 (8.13%) Architect
5 166 (6.31%) Data Scientist
6 150 (5.70%) Consultant
7 133 (5.06%) Python Developer
8 115 (4.37%) Data Analyst
9 107 (4.07%) Senior Developer
10 96 (3.65%) Software Engineer
11 88 (3.34%) JavaScript Developer
12 83 (3.15%) Business Intelligence Developer
13 82 (3.12%) Data Architect
14 77 (2.93%) Front Office Developer
15 71 (2.70%) Solutions Architect
16 69 (2.62%) Java Developer
17 64 (2.43%) Business Intelligence Analyst
18 63 (2.39%) C# Developer
19 61 (2.32%) Product Manager
20 60 (2.28%) Python Engineer
Libraries, Frameworks & Software Standards
1 200 (7.60%) React
2 166 (6.31%) Web Services
3 164 (6.23%) .NET
4 157 (5.97%) HTML
5 154 (5.85%) AngularJS
6 130 (4.94%) CSS
7 123 (4.68%) Node.js
8 112 (4.26%) Kafka
9 100 (3.80%) Vue.js
10 91 (3.46%) REST
11 80 (3.04%) Spring
12 76 (2.89%) Natural Language Processing
13 60 (2.28%) .NET Core
14 58 (2.20%) Shiny
14 58 (2.20%) Spring Boot
15 49 (1.86%) HTML5
15 49 (1.86%) RESTful
16 47 (1.79%) Pandas
17 46 (1.75%) JSON
18 43 (1.63%) GraphQL
Miscellaneous
1 467 (17.75%) Analytical Skills
2 205 (7.79%) Derivative
3 190 (7.22%) User Experience
4 180 (6.84%) Fixed Income
5 176 (6.69%) Equities
6 149 (5.66%) Hedge funds
7 95 (3.61%) Algorithms
8 93 (3.53%) Foreign Exchange (FX)
9 71 (2.70%) Mobile App
10 67 (2.55%) Data Structures
11 62 (2.36%) Management Information System
12 61 (2.32%) Greenfield Project
13 55 (2.09%) Social Media
14 51 (1.94%) Self-Motivation
15 43 (1.63%) Enterprise Software
16 42 (1.60%) Virtual Team
17 38 (1.44%) Blog
18 34 (1.29%) Public Cloud
19 33 (1.25%) Data Centre
20 31 (1.18%) Linux Command Line
Operating Systems
1 163 (6.20%) Linux
2 70 (2.66%) Unix
3 65 (2.47%) Windows
4 38 (1.44%) Apple iOS
5 37 (1.41%) Android
6 15 (0.57%) Windows Server
7 14 (0.53%) Red Hat Enterprise Linux
8 11 (0.42%) Mac OS
9 9 (0.34%) CentOS
10 3 (0.11%) Ubuntu
10 3 (0.11%) VMS
10 3 (0.11%) Windows Server 2008
11 2 (0.076%) AIX
11 2 (0.076%) Windows 10
11 2 (0.076%) Windows Server 2012
11 2 (0.076%) Windows Server 2016
12 1 (0.038%) Kali Linux
12 1 (0.038%) Solaris
12 1 (0.038%) Windows Server 2019
Processes & Methodologies
1 859 (32.65%) Agile Software Development
2 709 (26.95%) Data Analytics
3 667 (25.35%) Business Intelligence
4 485 (18.43%) Data Science
5 442 (16.80%) Machine Learning
6 379 (14.41%) Visualisation
7 372 (14.14%) DevOps
8 370 (14.06%) Software Engineering
9 358 (13.61%) ETL
10 317 (12.05%) Data Modelling
11 314 (11.93%) Artificial Intelligence
12 254 (9.65%) Scrum
13 245 (9.31%) Stakeholder Management
14 236 (8.97%) Data Engineering
14 236 (8.97%) Fintech
15 226 (8.59%) Data Visualisation
16 219 (8.32%) Computer Science
16 219 (8.32%) Problem-Solving
17 202 (7.68%) Data Management
18 197 (7.49%) Decision-Making
Programming Languages
1 1,028 (39.07%) SQL
2 955 (36.30%) Python
3 458 (17.41%) Java
4 348 (13.23%) JavaScript
5 297 (11.29%) R
6 231 (8.78%) C#
7 145 (5.51%) C++
8 128 (4.87%) C
9 79 (3.00%) Scala
10 74 (2.81%) TypeScript
11 70 (2.66%) T-SQL
12 44 (1.67%) PowerShell
12 44 (1.67%) Shell Script
13 41 (1.56%) Java 8
14 40 (1.52%) Data Analysis Expressions (DAX)
15 38 (1.44%) PL/SQL
16 34 (1.29%) Kotlin
17 30 (1.14%) Bash Shell
18 28 (1.06%) Go
19 26 (0.99%) VBA
Qualifications
1 370 (14.06%) Degree
2 81 (3.08%) Security Cleared
3 75 (2.85%) Computer Science Degree
4 53 (2.01%) Numerate Degree
5 52 (1.98%) SC Cleared
6 30 (1.14%) PhD
7 29 (1.10%) DV Cleared
8 21 (0.80%) Microsoft Certification
9 20 (0.76%) Master's Degree
10 19 (0.72%) ITIL Foundation Certificate
11 16 (0.61%) Oracle Certification
12 14 (0.53%) BPSS Clearance
13 13 (0.49%) TOGAF Certification
14 12 (0.46%) CISSP
14 12 (0.46%) SANS
15 11 (0.42%) CISA
16 10 (0.38%) CEPT
16 10 (0.38%) EC-Council LPT
16 10 (0.38%) GXPN
16 10 (0.38%) OSCE
Quality Assurance & Compliance
1 141 (5.36%) Data Quality
2 93 (3.53%) QA
3 44 (1.67%) GDPR
4 33 (1.25%) PMO
5 28 (1.06%) NIST
6 19 (0.72%) MiFID
7 18 (0.68%) Dodd-Frank
7 18 (0.68%) EMIR
8 10 (0.38%) Cyber Essentials
9 9 (0.34%) SLA
10 7 (0.27%) ISO/IEC 27001
11 6 (0.23%) COBIT
11 6 (0.23%) PCI DSS
12 4 (0.15%) FATCA
13 2 (0.076%) Actionable Recommendations
13 2 (0.076%) AIFMD
14 1 (0.038%) ISO/IEC 17025
14 1 (0.038%) ITGC
14 1 (0.038%) NCSC
14 1 (0.038%) P3O
System Software
1 268 (10.19%) Docker
2 49 (1.86%) Active Directory
3 28 (1.06%) HDFS
4 16 (0.61%) VirtualBox
5 13 (0.49%) Virtual Machines
6 11 (0.42%) VMware Infrastructure
7 4 (0.15%) Apache Flume
7 4 (0.15%) Apache ZooKeeper
8 2 (0.076%) vSphere
9 1 (0.038%) Firmware
9 1 (0.038%) Hyper-V
9 1 (0.038%) Oracle RAC
9 1 (0.038%) VMware ESXi
9 1 (0.038%) Xen
Systems Management
1 229 (8.70%) Kubernetes
2 153 (5.82%) Terraform
3 46 (1.75%) Ansible
4 21 (0.80%) Prometheus
5 18 (0.68%) Grafana
6 17 (0.65%) Docker Swarm
7 10 (0.38%) Kibana
7 10 (0.38%) Puppet
8 9 (0.34%) Opscode Chef
9 6 (0.23%) Marathon
9 6 (0.23%) Mesos
10 5 (0.19%) Cisco CUCM
10 5 (0.19%) Microsoft Intune
10 5 (0.19%) SCCM
10 5 (0.19%) SCOM
11 4 (0.15%) EMC NetWorker
11 4 (0.15%) Kubeflow
11 4 (0.15%) Single Sign-On
12 3 (0.11%) ITRS Geneos
12 3 (0.11%) Zipkin
Vendors
1 362 (13.76%) Google
2 309 (11.74%) Microsoft
3 138 (5.25%) Oracle
4 102 (3.88%) Databricks
5 90 (3.42%) Salesforce.com
6 83 (3.15%) Informatica
7 73 (2.77%) Talend
8 72 (2.74%) SAP
9 71 (2.70%) IBM
10 68 (2.58%) Cloudera
11 37 (1.41%) Alteryx
12 34 (1.29%) Adobe
13 23 (0.87%) Facebook
14 21 (0.80%) Cisco
15 20 (0.76%) Splunk
16 18 (0.68%) Murex
17 17 (0.65%) Cognos
17 17 (0.65%) Hortonworks
17 17 (0.65%) Teradata
18 16 (0.61%) Twitter