Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analytics over the 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 183 221 229
Rank change year-on-year +38 +8 +146
Permanent jobs citing Data Analytics 1448 1183 1295
As % of all permanent IT jobs advertised in London 1.93% 1.56% 1.46%
As % of the Processes & Methodologies category 2.10% 1.72% 1.63%
Number of salaries quoted 962 1040 1077
London median annual salary £65,000 £65,000 £62,500
Median salary % change year-on-year - +4.00% +4.17%
10th Percentile £36,250 £37,500 £37,000
90th Percentile £96,250 £100,000 £110,000
England median annual salary £55,000 £56,500 £57,500
% change year-on-year -2.65% -1.74% +4.55%

Data 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 68818 68936 79416
As % of all permanent IT jobs advertised in London 91.60% 90.67% 89.58%
Number of salaries quoted 53025 59292 66921
London median annual salary £60,000 £58,000 £55,000
Median salary % change year-on-year +3.45% +5.45% -
10th Percentile £35,000 £33,750 £33,000
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Data Analytics
Job Vacancy Trend in London

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

Job vacancy trend for Data Analytics in London

Data Analytics
Salary Trend in London

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

Salary trend for Data Analytics in London

Data Analytics
Salary Histogram in London

The salary distribution of IT jobs citing Data Analytics in London over the 6 months to 23 November 2017.

Salary histogram for Data Analytics in London

Data 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 Data Analytics within the London region over the 6 months to 23 November 2017. 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 -45 161 £65,000 -1.89% 21
West London +48 52 £65,000 +20.93% 8
South London +17 14 £67,500 -3.57% 2
East London -5 7 £75,000 +50.00% 3
North London +1 5 - - 1
Data Analytics
England

For the 6 months to 23 November 2017, IT jobs citing Data Analytics also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the London region with a requirement for Data Analytics.

1 1448 (100.00%) Analytics
2 588 (40.61%) Finance
3 585 (40.40%) SQL
4 569 (39.30%) Agile Software Development
5 519 (35.84%) Big Data
6 468 (32.32%) Python
7 411 (28.38%) Analytical Skills
8 363 (25.07%) Banking
9 356 (24.59%) Degree
10 349 (24.10%) Java
11 311 (21.48%) Data Warehouse
12 300 (20.72%) Business Intelligence
13 297 (20.51%) Tableau
14 292 (20.17%) Oracle
15 276 (19.06%) Investment Banking
15 276 (19.06%) R
16 273 (18.85%) Retail Banking
17 263 (18.16%) Asset Management
18 262 (18.09%) Data Modelling
19 251 (17.33%) Wealth Management
20 243 (16.78%) Hadoop
21 235 (16.23%) Big Data Analytics
22 218 (15.06%) Visualisation
23 215 (14.85%) Computer Science
24 198 (13.67%) Apache Spark
25 195 (13.47%) Mathematics
26 193 (13.33%) SQL Server
27 186 (12.85%) Machine Learning
28 182 (12.57%) Microsoft Excel
29 180 (12.43%) Unix

Data 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
1 198 (13.67%) Apache Spark
2 156 (10.77%) SAS
3 81 (5.59%) Tomcat
4 67 (4.63%) JBoss
5 46 (3.18%) Apache
6 33 (2.28%) Moodle
7 31 (2.14%) CMS
8 29 (2.00%) Confluence
9 25 (1.73%) IIS
10 23 (1.59%) WebLogic
10 23 (1.59%) WebSphere
11 22 (1.52%) Apache Geronimo
11 22 (1.52%) WildFly
12 17 (1.17%) Elasticsearch
12 17 (1.17%) Oracle SOA Suite
13 15 (1.04%) Apache Pig
13 15 (1.04%) Apache Solr
14 10 (0.69%) SharePoint
15 5 (0.35%) GeoServer
16 3 (0.21%) ArcGIS
Applications
1 182 (12.57%) Microsoft Excel
2 80 (5.52%) SPSS
3 71 (4.90%) Microsoft PowerPoint
4 21 (1.45%) Microsoft Office
5 7 (0.48%) Spreadsheet
6 6 (0.41%) Chatbot
6 6 (0.41%) MS Visio
7 5 (0.35%) Microsoft Project
8 3 (0.21%) Adobe Illustrator
8 3 (0.21%) Photoshop
9 2 (0.14%) AutoCAD
9 2 (0.14%) Maya
10 1 (0.069%) Adobe Captivate
10 1 (0.069%) EViews
10 1 (0.069%) GNU Octave
10 1 (0.069%) InfoPath
Business Applications
1 27 (1.86%) Actimize
2 18 (1.24%) SAP ERP
3 17 (1.17%) SAP InfiniteInsight
4 6 (0.41%) SAP GRC
5 5 (0.35%) Oracle AML
6 4 (0.28%) Raiser's Edge
7 3 (0.21%) FastStats
7 3 (0.21%) Oracle EBS R12
7 3 (0.21%) SAP BPC
8 2 (0.14%) Dynamics AX
8 2 (0.14%) Oracle Procure-to-Pay
8 2 (0.14%) SAP CRM
8 2 (0.14%) SAP FSCM
8 2 (0.14%) SAP Oil and Gas
9 1 (0.069%) Dynamics CRM
9 1 (0.069%) NetSuite
9 1 (0.069%) SAP S/4HANA
9 1 (0.069%) Social Studio
9 1 (0.069%) Summit
Cloud Services
1 134 (9.25%) Amazon AWS
2 101 (6.98%) Microsoft Azure
3 37 (2.56%) Google Cloud Platform
4 28 (1.93%) Google Analytics
5 21 (1.45%) SaaS
6 19 (1.31%) Amazon EMR
7 17 (1.17%) Adobe Analytics
8 14 (0.97%) AdWords
8 14 (0.97%) Azure Machine Learning
9 13 (0.90%) GitHub
10 11 (0.76%) Amazon EC2
11 10 (0.69%) Amazon Kinesis
12 8 (0.55%) AWS CloudFormation
12 8 (0.55%) Azure Data Factory
13 7 (0.48%) Cloud Computing
13 7 (0.48%) Google Tag Manager
13 7 (0.48%) npm
13 7 (0.48%) OpenShift
14 5 (0.35%) PaaS
14 5 (0.35%) Serverless
Communications & Networking
1 11 (0.76%) Internet
1 11 (0.76%) Network Security
2 9 (0.62%) Firewall
3 8 (0.55%) SSL
4 7 (0.48%) LDAP
5 4 (0.28%) HTTP
5 4 (0.28%) RFID
5 4 (0.28%) TCP/IP
5 4 (0.28%) Wi-Fi
5 4 (0.28%) Wireless
5 4 (0.28%) ZigBee
6 3 (0.21%) Kerberos
7 2 (0.14%) FIX Connectivity
7 2 (0.14%) WAN
8 1 (0.069%) Cisco IOS
8 1 (0.069%) DHCP
8 1 (0.069%) DNS
8 1 (0.069%) LAN
8 1 (0.069%) Skype
8 1 (0.069%) VLAN
Database & Business Intelligence
1 519 (35.84%) Big Data
2 311 (21.48%) Data Warehouse
3 243 (16.78%) Hadoop
4 193 (13.33%) SQL Server
5 141 (9.74%) NoSQL
6 107 (7.39%) OLAP
7 100 (6.91%) Oracle OLAP
8 94 (6.49%) Spotfire
9 90 (6.22%) MongoDB
10 88 (6.08%) QlikView
11 85 (5.87%) Apache Hive
12 80 (5.52%) PostgreSQL
13 72 (4.97%) Relational Database
14 65 (4.49%) Power BI
15 64 (4.42%) BusinessObjects
16 56 (3.87%) Apache Cassandra
17 44 (3.04%) Data Mining
18 43 (2.97%) MySQL
19 38 (2.62%) Amazon RDS
20 37 (2.56%) SQL Server Integration Services
Development Applications
1 54 (3.73%) JIRA
2 52 (3.59%) Maven
3 46 (3.18%) Jenkins
3 46 (3.18%) JUnit
4 45 (3.11%) Mockito
5 44 (3.04%) Sonatype Nexus
6 27 (1.86%) Selenium
7 23 (1.59%) Git (software)
8 14 (0.97%) Cucumber
8 14 (0.97%) Hudson
8 14 (0.97%) Talend Open Studio
8 14 (0.97%) TeamCity
9 13 (0.90%) HP UFT
10 11 (0.76%) Atlassian Bamboo
10 11 (0.76%) CircleCI
11 10 (0.69%) SQL Server Management Studio (SSMS)
12 9 (0.62%) Mocha
12 9 (0.62%) RStudio
13 8 (0.55%) webpack
14 7 (0.48%) gulp
General
1 588 (40.61%) Finance
2 363 (25.07%) Banking
3 276 (19.06%) Investment Banking
4 273 (18.85%) Retail Banking
5 160 (11.05%) Marketing
6 87 (6.01%) Retail
7 49 (3.38%) Publishing
8 37 (2.56%) Front Office
9 33 (2.28%) Telecoms
10 30 (2.07%) Law
11 21 (1.45%) Games
11 21 (1.45%) Legal
12 20 (1.38%) Manufacturing
13 19 (1.31%) Electronics
14 18 (1.24%) Aerospace
15 17 (1.17%) Advertising
16 16 (1.10%) Corporate Banking
17 15 (1.04%) Pharmaceutical
18 13 (0.90%) Private Banking
19 11 (0.76%) French Language
Job Titles
1 286 (19.75%) Developer
2 197 (13.60%) Analyst
3 161 (11.12%) Consultant
4 117 (8.08%) Architect
5 89 (6.15%) Data Analyst
6 84 (5.80%) Senior Developer
7 82 (5.66%) Data Consultant
8 78 (5.39%) Analytics Consultant
9 76 (5.25%) Data Scientist
10 73 (5.04%) Analytics Manager
10 73 (5.04%) Quantitative Developer
11 72 (4.97%) Java Developer
12 66 (4.56%) Data Architect
13 62 (4.28%) Data Manager
14 61 (4.21%) Software Engineer
15 60 (4.14%) Data Analytics Manager
16 56 (3.87%) Data Analytics Consultant
17 53 (3.66%) Data Engineer
17 53 (3.66%) IT Engineer
18 44 (3.04%) Senior Oracle Developer
Libraries, Frameworks & Software Standards
1 126 (8.70%) .NET
2 77 (5.32%) Spring
3 70 (4.83%) RESTful
4 67 (4.63%) J2EE
5 64 (4.42%) Web Services
6 60 (4.14%) Node.js
7 59 (4.07%) Middleware
8 56 (3.87%) HTML
9 54 (3.73%) Kafka
10 53 (3.66%) React
11 44 (3.04%) AngularJS
11 44 (3.04%) JDBC
11 44 (3.04%) JMS
11 44 (3.04%) TIBCO EMS
12 42 (2.90%) CSS
13 38 (2.62%) JSON
14 37 (2.56%) XML
15 32 (2.21%) HTML5
15 32 (2.21%) Natural Language Processing
16 27 (1.86%) Hibernate
Miscellaneous
1 411 (28.38%) Analytical Skills
2 215 (14.85%) Computer Science
3 151 (10.43%) User Experience
4 137 (9.46%) Enterprise Software
5 83 (5.73%) Algorithms
6 55 (3.80%) Mobile App
7 43 (2.97%) Management Information System
8 37 (2.56%) Greenfield Project
9 32 (2.21%) Fintech
10 31 (2.14%) Social Media
11 26 (1.80%) Data Centre
12 24 (1.66%) Security Operations Centre
13 23 (1.59%) Data Structures
14 22 (1.52%) FMCG
15 21 (1.45%) Fixed Income
16 19 (1.31%) Equities
17 15 (1.04%) Linux Command Line
18 14 (0.97%) Analytical Mindset
18 14 (0.97%) Social Network
19 12 (0.83%) Digital Media
Operating Systems
1 180 (12.43%) Unix
2 127 (8.77%) Linux
3 69 (4.77%) Windows
4 19 (1.31%) Windows Server
5 11 (0.76%) Apple iOS
6 8 (0.55%) Android
7 7 (0.48%) AIX
7 7 (0.48%) HPUX
7 7 (0.48%) Mac OS X
7 7 (0.48%) Solaris
8 3 (0.21%) Ubuntu
8 3 (0.21%) Windows 10
9 2 (0.14%) CentOS
9 2 (0.14%) Windows 7
10 1 (0.069%) Red Hat Enterprise Linux
10 1 (0.069%) Windows Server 2008
10 1 (0.069%) Windows Server 2012
Processes & Methodologies
1 1448 (100.00%) Analytics
2 569 (39.30%) Agile Software Development
3 300 (20.72%) Business Intelligence
4 263 (18.16%) Asset Management
5 262 (18.09%) Data Modelling
6 251 (17.33%) Wealth Management
7 235 (16.23%) Big Data Analytics
8 218 (15.06%) Visualisation
9 195 (13.47%) Mathematics
10 186 (12.85%) Machine Learning
11 158 (10.91%) Data Analysis
12 149 (10.29%) Data Management
13 148 (10.22%) Scrum
14 146 (10.08%) ETL
15 131 (9.05%) Open Source
16 128 (8.84%) DevOps
17 124 (8.56%) Data Visualisation
18 111 (7.67%) Project Management
19 99 (6.84%) CRM
19 99 (6.84%) Statistics
Programming Languages
1 585 (40.40%) SQL
2 468 (32.32%) Python
3 349 (24.10%) Java
4 276 (19.06%) R
5 153 (10.57%) Perl
6 144 (9.94%) PL/SQL
7 143 (9.88%) JavaScript
8 124 (8.56%) C++
9 114 (7.87%) Scala
10 90 (6.22%) Bash Shell
11 60 (4.14%) C#
12 57 (3.94%) VBA
13 50 (3.45%) C
14 37 (2.56%) MATLAB
15 35 (2.42%) T-SQL
16 20 (1.38%) ES6
17 17 (1.17%) VB
18 16 (1.10%) Ruby
19 14 (0.97%) PHP
19 14 (0.97%) TypeScript
Qualifications
1 356 (24.59%) Degree
2 68 (4.70%) Numerate Degree
3 59 (4.07%) Security Cleared
4 57 (3.94%) Computer Science Degree
5 46 (3.18%) Master's Degree
6 45 (3.11%) PhD
7 44 (3.04%) SC Cleared
8 41 (2.83%) DV Cleared
9 14 (0.97%) ISEB
10 13 (0.90%) ISTQB
11 11 (0.76%) CISSP
12 9 (0.62%) CEH
12 9 (0.62%) MCITP
12 9 (0.62%) MCTS
12 9 (0.62%) Microsoft Certification
13 8 (0.55%) CISA
13 8 (0.55%) CompTIA Security+
13 8 (0.55%) MBA
13 8 (0.55%) Security+ Certification
14 5 (0.35%) CIMA
Quality Assurance & Compliance
1 123 (8.49%) Data Quality
2 56 (3.87%) QA
3 15 (1.04%) PMO
4 13 (0.90%) GDPR
5 12 (0.83%) MiFID
6 10 (0.69%) SLA
7 9 (0.62%) CRD IV
7 9 (0.62%) EMIR
8 6 (0.41%) Actionable Recommendations
8 6 (0.41%) GCP
9 4 (0.28%) ISO/IEC 27001
10 3 (0.21%) COBIT
10 3 (0.21%) FATCA
10 3 (0.21%) PCI DSS
10 3 (0.21%) Solvency II
11 2 (0.14%) ISAE 3402
11 2 (0.14%) Sarbanes-Oxley
12 1 (0.069%) Cyber Essentials
12 1 (0.069%) IFRS
12 1 (0.069%) IFRS 9
System Software
1 53 (3.66%) Docker
2 14 (0.97%) Apache Flume
3 12 (0.83%) HDFS
4 7 (0.48%) Apache ZooKeeper
5 4 (0.28%) Active Directory
5 4 (0.28%) VMware Infrastructure
6 2 (0.14%) Hyper-V
6 2 (0.14%) Snort
7 1 (0.069%) LXC
7 1 (0.069%) Virtual Machines
7 1 (0.069%) VMware ESXi
7 1 (0.069%) VMware Workstation
7 1 (0.069%) XenApp
Systems Management
1 18 (1.24%) Ansible
2 15 (1.04%) Opscode Chef
3 13 (0.90%) Puppet
4 11 (0.76%) Marathon
4 11 (0.76%) Mesos
5 9 (0.62%) Kubernetes
6 7 (0.48%) Hadoop YARN
6 7 (0.48%) Terraform
7 2 (0.14%) Computer Incident Response Team
7 2 (0.14%) Oozie
7 2 (0.14%) Packer
7 2 (0.14%) Salt
7 2 (0.14%) SCCM
8 1 (0.069%) EnCase
8 1 (0.069%) Piwik
Vendors
1 297 (20.51%) Tableau
2 292 (20.17%) Oracle
3 103 (7.11%) Microsoft
4 73 (5.04%) Google
5 61 (4.21%) SAP
6 45 (3.11%) TIBCO
7 42 (2.90%) Informatica
8 39 (2.69%) Alteryx
8 39 (2.69%) Cloudera
9 35 (2.42%) Splunk
10 32 (2.21%) Cognizant
11 31 (2.14%) Teradata
12 23 (1.59%) MapR
13 22 (1.52%) Red Hat
14 19 (1.31%) Adobe
14 19 (1.31%) Hortonworks
15 18 (1.24%) HP
16 17 (1.17%) Salesforce.com
16 17 (1.17%) Vertica
17 15 (1.04%) MicroStrategy