Period
to 24 January 2020

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 24 January 2020 with a comparison to the same period in the previous 2 years.

Analytics
England > London
6 months to
24 Jan 2020
Same period 2019 Same period 2018
Rank 22 28 27
Rank change year-on-year +6 -1 +5
Permanent jobs citing Analytics 4,547 4,901 5,436
As % of all permanent IT jobs advertised in London 8.88% 7.77% 7.76%
As % of the Processes & Methodologies category 9.53% 8.39% 8.28%
Number of salaries quoted 3,498 3,574 4,112
London median annual salary £70,000 £65,000 £62,500
Median salary % change year-on-year +7.69% +4.00% +4.17%
10th Percentile £39,713 £37,500 £35,000
90th Percentile £123,750 £102,500 £99,875
England median annual salary £62,500 £57,500 £55,000
% change year-on-year +8.70% +4.55% -

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 47,737 58,408 65,639
As % of all permanent IT jobs advertised in London 93.28% 92.60% 93.67%
Number of salaries quoted 38,297 47,126 53,028
London median annual salary £65,000 £62,500 £60,000
Median salary % change year-on-year +4.00% +4.17% +4.16%
10th Percentile £36,500 £35,000 £35,000
90th Percentile £100,000 £95,000 £91,250
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% -

Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Analytics in London

Analytics
Salary Trend in London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytics in London.

Salary trend for Analytics in London

Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Analytics in London over the 6 months to 24 January 2020.

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 24 January 2020. 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 +6 868 £70,000 +3.70% 243
South London +5 108 £55,000 +15.79% 24
West London -8 98 £60,000 +26.32% 52
East London +6 37 £57,500 +4.55% 34
North London -2 10 £55,000 -8.33% 7
Analytics
England

For the 6 months to 24 January 2020, 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 1,651 (36.31%) SQL
2 1,556 (34.22%) Python
3 1,549 (34.07%) Agile Software Development
4 1,452 (31.93%) Finance
5 1,215 (26.72%) AWS
6 1,210 (26.61%) Data Analytics
7 1,049 (23.07%) Business Intelligence
8 867 (19.07%) Java
8 867 (19.07%) Big Data
9 834 (18.34%) Azure
10 825 (18.14%) Analytical Skills
11 803 (17.66%) Machine Learning
12 758 (16.67%) JavaScript
13 720 (15.83%) Data Science
14 662 (14.56%) Software Engineering
15 652 (14.34%) Degree
16 650 (14.30%) Google
17 643 (14.14%) Visualisation
18 642 (14.12%) Data Warehouse
19 640 (14.08%) R
20 626 (13.77%) Web Services
21 585 (12.87%) Artificial Intelligence
22 582 (12.80%) ETL
23 571 (12.56%) Asset Management
24 570 (12.54%) DevOps
25 569 (12.51%) Marketing
26 555 (12.21%) Problem-Solving
27 517 (11.37%) Microsoft
28 512 (11.26%) Front Office
29 503 (11.06%) 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
1 411 (9.04%) Apache Spark
2 155 (3.41%) SAS
3 78 (1.72%) CMS
4 77 (1.69%) Apache Airflow
5 68 (1.50%) Elasticsearch
6 61 (1.34%) Confluence
7 56 (1.23%) IIS
8 53 (1.17%) Adobe Experience Manager
9 49 (1.08%) Apache
10 27 (0.59%) Luigi
10 27 (0.59%) SharePoint
11 20 (0.44%) Jupyter
12 19 (0.42%) WordPress
13 18 (0.40%) Tomcat
14 14 (0.31%) Apache Pig
15 12 (0.26%) Anypoint
15 12 (0.26%) WebSphere
16 11 (0.24%) Apache Solr
16 11 (0.24%) JBoss
16 11 (0.24%) Sitecore CMS
Applications
1 241 (5.30%) Microsoft Excel
2 63 (1.39%) Microsoft Office
3 51 (1.12%) Microsoft PowerPoint
4 44 (0.97%) SPSS
5 18 (0.40%) InVision
5 18 (0.40%) Sketch
6 14 (0.31%) Microsoft Project
7 13 (0.29%) Photoshop
8 12 (0.26%) MS Visio
9 10 (0.22%) Adobe Creative Suite
9 10 (0.22%) Adobe Premiere
10 5 (0.11%) SPSS Modeler
11 4 (0.088%) Adobe Illustrator
11 4 (0.088%) Chatbot
11 4 (0.088%) Marvel
11 4 (0.088%) Spreadsheet
12 2 (0.044%) Figma
12 2 (0.044%) Fireworks
12 2 (0.044%) Notepad++
12 2 (0.044%) Zeplin
Business Applications
1 114 (2.51%) FINCAD Analytics
2 83 (1.83%) PolarLake
3 76 (1.67%) Eagle PACE
3 76 (1.67%) Markit EDM
4 25 (0.55%) SAP S/4HANA
5 23 (0.51%) Cognos Business Intelligence
6 20 (0.44%) Adobe Campaign
6 20 (0.44%) Dynamics CRM
7 13 (0.29%) Magento
8 12 (0.26%) Salesforce.com CRM
9 11 (0.24%) NetSuite
9 11 (0.24%) Sparx Enterprise Architect
10 9 (0.20%) SAP Payroll
11 8 (0.18%) Cognos TM1
11 8 (0.18%) SAP Hybris
11 8 (0.18%) Shopify
12 7 (0.15%) Distributed Ledger
12 7 (0.15%) SAP BPC
12 7 (0.15%) SAP HCM
13 6 (0.13%) Eikon
Cloud Services
1 1,215 (26.72%) AWS
2 834 (18.34%) Azure
3 432 (9.50%) Power Platform
4 425 (9.35%) GCP
5 294 (6.47%) Google Analytics
6 190 (4.18%) SaaS
7 123 (2.71%) Amazon S3
8 108 (2.38%) Serverless
9 104 (2.29%) Azure Data Factory
10 100 (2.20%) Amazon EC2
11 98 (2.16%) Adobe Analytics
12 84 (1.85%) PaaS
13 82 (1.80%) Cloud Computing
14 70 (1.54%) AWS Lambda
15 68 (1.50%) GitHub
16 61 (1.34%) Amazon ECS
17 60 (1.32%) Amazon EMR
18 53 (1.17%) OpenShift
19 47 (1.03%) Azure Active Directory
20 45 (0.99%) Amazon Kinesis
Communications & Networking
1 100 (2.20%) Firewall
2 68 (1.50%) Internet
3 60 (1.32%) TCP/IP
4 48 (1.06%) DNS
5 34 (0.75%) HTTP
6 26 (0.57%) SSL
7 24 (0.53%) Wireshark
8 19 (0.42%) Software-Defined Networking
9 17 (0.37%) Network Security
10 15 (0.33%) IPsec
10 15 (0.33%) SMTP
11 14 (0.31%) VPN
12 12 (0.26%) Intrusion Detection
13 11 (0.24%) HTTPS
14 9 (0.20%) Unified Communications
15 7 (0.15%) DHCP
15 7 (0.15%) Wi-Fi
15 7 (0.15%) Wireless
16 6 (0.13%) FTP
16 6 (0.13%) SMS
Database & Business Intelligence
1 867 (19.07%) Big Data
2 642 (14.12%) Data Warehouse
3 458 (10.07%) SQL Server
4 432 (9.50%) Power BI
5 391 (8.60%) Hadoop
6 348 (7.65%) NoSQL
7 295 (6.49%) PostgreSQL
8 229 (5.04%) Data Lake
9 227 (4.99%) SQL Server Integration Services
10 218 (4.79%) Amazon Redshift
10 218 (4.79%) Relational Database
11 216 (4.75%) Amazon Athena
12 164 (3.61%) SQL Server Analysis Services
13 154 (3.39%) SQL Server Reporting Services
14 136 (2.99%) Azure SQL Database
15 135 (2.97%) Amazon DynamoDB
16 127 (2.79%) QlikView
17 124 (2.73%) BigQuery
18 120 (2.64%) Data Mining
19 113 (2.49%) Apache Hive
Development Applications
1 280 (6.16%) Git (software)
2 195 (4.29%) Jenkins
3 187 (4.11%) JIRA
4 107 (2.35%) RStudio
5 79 (1.74%) Artifactory
6 69 (1.52%) Octopus Deploy
7 53 (1.17%) Maven
8 51 (1.12%) Atlassian Bamboo
9 50 (1.10%) Team Foundation Server
9 50 (1.10%) Visual Studio Team System
10 48 (1.06%) Selenium
10 48 (1.06%) TeamCity
10 48 (1.06%) Vagrant
11 42 (0.92%) Jasmine
12 37 (0.81%) Bitbucket
12 37 (0.81%) GitLab
13 34 (0.75%) NUnit
14 32 (0.70%) Visual Studio
15 31 (0.68%) WebDriver
16 28 (0.62%) Bower
General
1 1,452 (31.93%) Finance
2 569 (12.51%) Marketing
3 512 (11.26%) Front Office
4 409 (8.99%) Banking
5 257 (5.65%) Retail
6 123 (2.71%) Back Office
7 118 (2.60%) Advertising
8 115 (2.53%) Law
9 107 (2.35%) Public Sector
10 86 (1.89%) Games
11 79 (1.74%) Legal
12 71 (1.56%) Telecoms
13 66 (1.45%) Police
14 64 (1.41%) Publishing
15 57 (1.25%) Local Government
16 41 (0.90%) Investment Banking
17 39 (0.86%) Manufacturing
18 35 (0.77%) Automotive
19 34 (0.75%) Financial Institution
20 28 (0.62%) Pharmaceutical
Job Titles
1 962 (21.16%) Developer
2 672 (14.78%) Analyst
3 401 (8.82%) Architect
4 350 (7.70%) Data Engineer
5 280 (6.16%) Consultant
5 280 (6.16%) Senior Developer
6 234 (5.15%) Data Analyst
7 228 (5.01%) Java Developer
8 197 (4.33%) Data Architect
9 172 (3.78%) Data Scientist
10 158 (3.47%) Analytics Manager
11 155 (3.41%) Data Manager
12 151 (3.32%) Python Developer
12 151 (3.32%) Software Engineer
13 125 (2.75%) Business Intelligence Analyst
14 113 (2.49%) Business Analyst
15 108 (2.38%) Front End Developer (Client-Side Developer)
16 105 (2.31%) SQL Developer
17 100 (2.20%) Lead Developer
18 96 (2.11%) Solutions Architect
Libraries, Frameworks & Software Standards
1 626 (13.77%) Web Services
2 308 (6.77%) HTML
3 267 (5.87%) .NET
4 254 (5.59%) CSS
5 248 (5.45%) React
6 244 (5.37%) J2EE
7 234 (5.15%) Kafka
8 217 (4.77%) Node.js
9 214 (4.71%) AngularJS
10 150 (3.30%) REST
11 126 (2.77%) Natural Language Processing
12 104 (2.29%) HTML5
13 103 (2.27%) JSON
13 103 (2.27%) TensorFlow
14 97 (2.13%) Redux
15 85 (1.87%) jQuery
16 81 (1.78%) ASP.NET
16 81 (1.78%) Pandas
17 78 (1.72%) RabbitMQ
18 75 (1.65%) XML
Miscellaneous
1 825 (18.14%) Analytical Skills
2 482 (10.60%) Fixed Income
3 439 (9.65%) Derivative
4 384 (8.45%) Equities
5 322 (7.08%) Hedge funds
6 286 (6.29%) User Experience
7 216 (4.75%) Foreign Exchange (FX)
8 194 (4.27%) Greenfield Project
9 190 (4.18%) Algorithms
10 188 (4.13%) Management Information System
11 168 (3.69%) Reference Data
12 158 (3.47%) Data Structures
12 158 (3.47%) Self-Motivation
13 116 (2.55%) Blog
14 101 (2.22%) Equity Derivative
15 100 (2.20%) Public Cloud
16 79 (1.74%) Virtual Team
17 75 (1.65%) Enterprise Software
18 74 (1.63%) Mobile App
19 73 (1.61%) Social Media
Operating Systems
1 276 (6.07%) Linux
2 218 (4.79%) Windows
3 128 (2.82%) Unix
4 69 (1.52%) Apple iOS
5 57 (1.25%) Android
6 51 (1.12%) Windows Server
7 14 (0.31%) Kali Linux
8 11 (0.24%) Windows 10
9 6 (0.13%) VMS
10 4 (0.088%) Windows Server 2012
11 3 (0.066%) CoreOS
11 3 (0.066%) Mac OS
11 3 (0.066%) Red Hat Enterprise Linux
11 3 (0.066%) Ubuntu
11 3 (0.066%) zOS
12 1 (0.022%) CentOS
12 1 (0.022%) Solaris
12 1 (0.022%) Windows 7
12 1 (0.022%) Windows 8
12 1 (0.022%) Windows Server 2008
Processes & Methodologies
1 1,549 (34.07%) Agile Software Development
2 1,210 (26.61%) Data Analytics
3 1,049 (23.07%) Business Intelligence
4 803 (17.66%) Machine Learning
5 720 (15.83%) Data Science
6 662 (14.56%) Software Engineering
7 643 (14.14%) Visualisation
8 585 (12.87%) Artificial Intelligence
9 582 (12.80%) ETL
10 571 (12.56%) Asset Management
11 570 (12.54%) DevOps
12 555 (12.21%) Problem-Solving
13 501 (11.02%) Data Modelling
14 473 (10.40%) Mentoring
15 467 (10.27%) Decision-Making
16 466 (10.25%) Computer Science
17 429 (9.43%) Microservices
18 409 (8.99%) Data Management
19 395 (8.69%) Migration
20 372 (8.18%) Project Management
Programming Languages
1 1,651 (36.31%) SQL
2 1,556 (34.22%) Python
3 867 (19.07%) Java
4 758 (16.67%) JavaScript
5 640 (14.08%) R
6 445 (9.79%) C#
7 314 (6.91%) C++
8 217 (4.77%) Scala
9 154 (3.39%) C
10 143 (3.14%) T-SQL
11 136 (2.99%) PowerShell
12 113 (2.49%) PHP
13 108 (2.38%) TypeScript
14 107 (2.35%) Kotlin
15 104 (2.29%) Bash Shell
16 86 (1.89%) VBA
17 73 (1.61%) PL/SQL
18 66 (1.45%) Data Analysis Expressions (DAX)
18 66 (1.45%) Go
19 65 (1.43%) Ruby
Qualifications
1 652 (14.34%) Degree
2 215 (4.73%) Computer Science Degree
3 86 (1.89%) Security Cleared
4 77 (1.69%) PhD
5 68 (1.50%) Master's Degree
6 49 (1.08%) Numerate Degree
7 32 (0.70%) CISSP
8 26 (0.57%) MBA
8 26 (0.57%) SC Cleared
9 25 (0.55%) Microsoft Certification
10 17 (0.37%) CISM
11 16 (0.35%) Cisco Certification
11 16 (0.35%) SAP Certification
12 15 (0.33%) PRINCE2 Practitioner
13 14 (0.31%) AWS Certification
14 13 (0.29%) PMI Certification
14 13 (0.29%) PMP
15 11 (0.24%) CESG Certified Professional
15 11 (0.24%) OSCP
16 10 (0.22%) CEH
Quality Assurance & Compliance
1 333 (7.32%) Data Quality
2 204 (4.49%) QA
3 60 (1.32%) GDPR
4 45 (0.99%) PMO
5 28 (0.62%) SLA
6 18 (0.40%) ISO/IEC 27001
7 17 (0.37%) Actionable Recommendations
8 12 (0.26%) PCI DSS
8 12 (0.26%) Sarbanes-Oxley
9 7 (0.15%) MiFID
9 7 (0.15%) NIST
10 6 (0.13%) COBIT
10 6 (0.13%) GLP
10 6 (0.13%) Solvency II
11 5 (0.11%) Basel II
11 5 (0.11%) Basel III
12 4 (0.088%) ITGC
13 3 (0.066%) P3O
14 2 (0.044%) EMIR
14 2 (0.044%) WCAG
System Software
1 395 (8.69%) Docker
2 45 (0.99%) Active Directory
3 37 (0.81%) VirtualBox
4 33 (0.73%) VMware Infrastructure
5 19 (0.42%) Virtual Machines
6 13 (0.29%) Apache Flume
7 12 (0.26%) Hyper-V
8 11 (0.24%) HDFS
9 8 (0.18%) Apache ZooKeeper
10 3 (0.066%) Varnish
11 2 (0.044%) VMware ESXi
12 1 (0.022%) Cronacle
12 1 (0.022%) Firmware
12 1 (0.022%) NFS
12 1 (0.022%) Terminal Server
12 1 (0.022%) Virtual Servers
Systems Management
1 269 (5.92%) Kubernetes
2 167 (3.67%) Terraform
3 145 (3.19%) Ansible
4 68 (1.50%) Puppet
5 66 (1.45%) Opscode Chef
6 41 (0.90%) Docker Swarm
7 31 (0.68%) Oozie
8 14 (0.31%) Consul
8 14 (0.31%) Nessus
9 13 (0.29%) Hadoop YARN
9 13 (0.29%) SCCM
10 11 (0.24%) Microsoft Intune
10 11 (0.24%) Packer
10 11 (0.24%) Single Sign-On
11 7 (0.15%) Kibana
11 7 (0.15%) Nmap
12 6 (0.13%) Control-M
12 6 (0.13%) Matomo
13 5 (0.11%) HP Quality Center
14 4 (0.088%) Mesos
Vendors
1 650 (14.30%) Google
2 517 (11.37%) Microsoft
3 503 (11.06%) Tableau
4 251 (5.52%) Oracle
5 244 (5.37%) Bloomberg
6 185 (4.07%) Adobe
7 159 (3.50%) Salesforce.com
8 139 (3.06%) SAP
9 130 (2.86%) IBM
10 118 (2.60%) Informatica
11 87 (1.91%) Cloudera
12 84 (1.85%) Splunk
13 83 (1.83%) Databricks
14 81 (1.78%) Hortonworks
15 58 (1.28%) Reuters
15 58 (1.28%) Talend
16 55 (1.21%) Cognos
17 52 (1.14%) Teradata
18 50 (1.10%) Capita
19 49 (1.08%) Alteryx