Period
to 24 February 2018

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 24 February 2018 with a comparison to the same period in the previous 2 years.

Data Analytics
England > London
6 months to
24 Feb 2018
Same period 2017 Same period 2016
Rank 192 230 238
Rank change year-on-year +38 +8 +120
Permanent jobs citing Data Analytics 1,256 1,011 1,283
As % of all permanent IT jobs advertised in London 1.80% 1.45% 1.49%
As % of the Processes & Methodologies category 1.98% 1.60% 1.66%
Number of salaries quoted 1,027 885 1,086
London median annual salary £62,500 £65,000 £65,000
Median salary % change year-on-year -3.85% - +18.18%
10th Percentile £35,000 £36,250 £37,500
90th Percentile £95,000 £103,750 £111,250
England median annual salary £55,000 £55,000 £58,935
% change year-on-year - -6.68% +12.26%

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 63,581 63,243 77,118
As % of all permanent IT jobs advertised in London 91.34% 90.50% 89.75%
Number of salaries quoted 52,259 53,493 65,406
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £36,250 £33,750 £33,750
90th Percentile £92,500 £90,000 £86,875
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 24 February 2018.

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 24 February 2018. 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 -10 209 £57,500 -13.21% 49
West London +23 35 £57,500 +12.20% 19
South London -8 8 £66,250 +0.95% 2
North London +1 6 - - 1
East London -7 4 £77,500 +103.62% 9
Data Analytics
England

For the 6 months to 24 February 2018, IT jobs citing Data 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 Data Analytics.

1 1,256 (100.00%) Analytics
2 512 (40.76%) SQL
3 479 (38.14%) Big Data
4 392 (31.21%) Finance
5 379 (30.18%) Python
6 338 (26.91%) Agile Software Development
7 290 (23.09%) Business Intelligence
8 288 (22.93%) Degree
9 270 (21.50%) Data Science
10 256 (20.38%) Tableau
11 252 (20.06%) Analytical Skills
12 246 (19.59%) Hadoop
13 236 (18.79%) Visualisation
14 220 (17.52%) Machine Learning
15 217 (17.28%) R
16 209 (16.64%) SQL Server
17 205 (16.32%) Apache Spark
18 198 (15.76%) Java
19 173 (13.77%) Oracle
20 166 (13.22%) ETL
21 162 (12.90%) Big Data Analytics
22 161 (12.82%) Data Warehouse
23 158 (12.58%) Data Modelling
23 158 (12.58%) Banking
23 158 (12.58%) Amazon AWS
23 158 (12.58%) Computer Science
24 155 (12.34%) Mathematics
25 149 (11.86%) Data Visualisation
26 148 (11.78%) Data Analysis
27 144 (11.46%) JavaScript

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
1 205 (16.32%) Apache Spark
2 142 (11.31%) SAS
3 42 (3.34%) Apache
4 27 (2.15%) IIS
5 22 (1.75%) Tomcat
6 15 (1.19%) Elasticsearch
7 14 (1.11%) Confluence
8 12 (0.96%) Moodle
9 11 (0.88%) Apache Pig
10 7 (0.56%) CMS
10 7 (0.56%) SharePoint
10 7 (0.56%) WebSphere
11 4 (0.32%) JBoss
11 4 (0.32%) Tuxedo
11 4 (0.32%) WebLogic
12 3 (0.24%) Apache Geronimo
12 3 (0.24%) ArcGIS
12 3 (0.24%) nginx
12 3 (0.24%) WildFly
13 2 (0.16%) Mule ESB
Applications
1 124 (9.87%) Microsoft Excel
2 60 (4.78%) SPSS
3 25 (1.99%) Microsoft Office
4 23 (1.83%) Microsoft PowerPoint
5 15 (1.19%) Spreadsheet
6 6 (0.48%) Chatbot
7 4 (0.32%) Adobe Illustrator
7 4 (0.32%) Photoshop
7 4 (0.32%) Stata
8 3 (0.24%) MS Visio
9 2 (0.16%) AutoCAD
9 2 (0.16%) Microsoft Project
9 2 (0.16%) SketchUp
10 1 (0.080%) Adobe Captivate
10 1 (0.080%) GNU Octave
10 1 (0.080%) InfoPath
Business Applications
1 22 (1.75%) Actimize
2 14 (1.11%) SAP ERP
2 14 (1.11%) SAP InfiniteInsight
3 7 (0.56%) SAP GRC
4 6 (0.48%) Relativity
5 5 (0.40%) Oracle EBS R12
6 4 (0.32%) Dynamics AX
6 4 (0.32%) NetSuite
6 4 (0.32%) Oracle AML
6 4 (0.32%) Raiser's Edge
6 4 (0.32%) SAP BPC
7 3 (0.24%) Dynamics CRM
7 3 (0.24%) SAP S/4HANA
8 2 (0.16%) SAP Oil and Gas
9 1 (0.080%) Distributed Ledger
9 1 (0.080%) Markit EDM
9 1 (0.080%) Oracle BPM
9 1 (0.080%) Oracle Procure-to-Pay
9 1 (0.080%) Salesforce.com CRM
9 1 (0.080%) Summit
Cloud Services
1 158 (12.58%) Amazon AWS
2 131 (10.43%) Microsoft Azure
3 52 (4.14%) Google Cloud Platform
4 30 (2.39%) Google Analytics
5 25 (1.99%) Cortana Intelligence Suite
6 23 (1.83%) Azure Data Factory
6 23 (1.83%) Serverless
7 22 (1.75%) Adobe Analytics
8 21 (1.67%) IaaS
9 19 (1.51%) AdWords
10 17 (1.35%) SaaS
11 14 (1.11%) npm
12 13 (1.04%) Amazon Kinesis
13 12 (0.96%) AWS Lambda
13 12 (0.96%) GitHub
14 10 (0.80%) Cloud Computing
15 9 (0.72%) Azure Machine Learning
15 9 (0.72%) Office 365
15 9 (0.72%) Virtual Private Cloud
16 7 (0.56%) Amazon EC2
Communications & Networking
1 14 (1.11%) SSL
2 12 (0.96%) Internet
3 8 (0.64%) Firewall
3 8 (0.64%) Network Security
4 7 (0.56%) SAN
5 5 (0.40%) SMS
6 4 (0.32%) TCP/IP
6 4 (0.32%) Wireless
7 3 (0.24%) DNS
7 3 (0.24%) HTTP
7 3 (0.24%) VoIP
8 2 (0.16%) FIX Connectivity
8 2 (0.16%) GPRS
8 2 (0.16%) GSM
8 2 (0.16%) Kerberos
8 2 (0.16%) LTE
8 2 (0.16%) Radio Access Network
8 2 (0.16%) UMTS
8 2 (0.16%) Wireshark
8 2 (0.16%) ZigBee
Database & Business Intelligence
1 479 (38.14%) Big Data
2 246 (19.59%) Hadoop
3 209 (16.64%) SQL Server
4 161 (12.82%) Data Warehouse
5 131 (10.43%) Power BI
6 93 (7.40%) Apache Hive
7 91 (7.25%) QlikView
8 88 (7.01%) NoSQL
9 81 (6.45%) Spotfire
10 75 (5.97%) MongoDB
11 64 (5.10%) MySQL
12 59 (4.70%) Data Lake
12 59 (4.70%) SQL Server Integration Services
13 57 (4.54%) Relational Database
13 57 (4.54%) SQL Server Reporting Services
14 55 (4.38%) Data Mining
15 41 (3.26%) Apache Cassandra
15 41 (3.26%) SQL Server Analysis Services
16 40 (3.18%) HBase
16 40 (3.18%) OLAP
Development Applications
1 45 (3.58%) Git (software)
2 35 (2.79%) JIRA
3 30 (2.39%) Jenkins
4 21 (1.67%) Visual Studio
5 17 (1.35%) webpack
6 16 (1.27%) Selenium
7 15 (1.19%) Jasmine
8 14 (1.11%) gulp
9 13 (1.04%) Grunt
9 13 (1.04%) Protractor
10 10 (0.80%) CircleCI
11 8 (0.64%) Cucumber
12 7 (0.56%) HP UFT
12 7 (0.56%) Hudson
13 6 (0.48%) Atlassian Bamboo
13 6 (0.48%) Mocha
14 5 (0.40%) Gradle
14 5 (0.40%) Maven
14 5 (0.40%) TeamCity
15 4 (0.32%) PhantomJS
General
1 392 (31.21%) Finance
2 158 (12.58%) Banking
3 100 (7.96%) Marketing
4 83 (6.61%) Investment Banking
5 79 (6.29%) Retail
6 65 (5.18%) Retail Banking
7 45 (3.58%) Telecoms
8 40 (3.18%) Law
9 35 (2.79%) Front Office
10 27 (2.15%) Legal
11 20 (1.59%) Games
12 19 (1.51%) Manufacturing
13 17 (1.35%) Advertising
14 15 (1.19%) Corporate Banking
14 15 (1.19%) Pharmaceutical
15 14 (1.11%) Electronics
15 14 (1.11%) Private Banking
16 10 (0.80%) Financial Institution
16 10 (0.80%) French Language
17 9 (0.72%) Back Office
Job Titles
1 222 (17.68%) Developer
2 184 (14.65%) Analyst
3 153 (12.18%) Consultant
4 120 (9.55%) Architect
5 77 (6.13%) Analytics Manager
6 76 (6.05%) Data Architect
7 75 (5.97%) Data Analyst
7 75 (5.97%) Data Scientist
8 74 (5.89%) Data Engineer
9 63 (5.02%) Data Consultant
9 63 (5.02%) Senior Developer
10 57 (4.54%) Data Analytics Manager
11 50 (3.98%) Analytics Consultant
11 50 (3.98%) Data Manager
12 46 (3.66%) Big Data Architect
13 44 (3.50%) SQL Analyst
14 41 (3.26%) Support Analyst
15 39 (3.11%) Data Analytics Consultant
15 39 (3.11%) JavaScript Developer
15 39 (3.11%) Senior Manager
Libraries, Frameworks & Software Standards
1 101 (8.04%) Web Services
2 98 (7.80%) .NET
3 75 (5.97%) Node.js
3 75 (5.97%) React
4 68 (5.41%) HTML
4 68 (5.41%) Kafka
5 67 (5.33%) AngularJS
6 55 (4.38%) CSS
7 38 (3.03%) Natural Language Processing
8 36 (2.87%) JSON
9 34 (2.71%) HTML5
9 34 (2.71%) XML
10 33 (2.63%) D3.js
11 32 (2.55%) REST
12 21 (1.67%) jQuery
13 20 (1.59%) CSS3
14 19 (1.51%) ASP.NET
14 19 (1.51%) RabbitMQ
14 19 (1.51%) RESTful
14 19 (1.51%) Sass
Miscellaneous
1 252 (20.06%) Analytical Skills
2 158 (12.58%) Computer Science
3 104 (8.28%) User Experience
4 54 (4.30%) Algorithms
4 54 (4.30%) Management Information System
5 51 (4.06%) Enterprise Software
6 50 (3.98%) Fintech
7 45 (3.58%) Mobile App
8 35 (2.79%) Data Centre
9 34 (2.71%) Greenfield Project
10 33 (2.63%) Data Structures
11 20 (1.59%) Security Operations Centre
11 20 (1.59%) Social Media
12 17 (1.35%) Analytical Mindset
12 17 (1.35%) Fixed Income
13 14 (1.11%) Cyberthreat
14 12 (0.96%) Equities
14 12 (0.96%) FMCG
14 12 (0.96%) Robotics
15 11 (0.88%) Bitcoin
Operating Systems
1 140 (11.15%) Linux
2 71 (5.65%) Windows
3 66 (5.25%) Unix
4 22 (1.75%) Apple iOS
5 19 (1.51%) Android
6 12 (0.96%) Red Hat Enterprise Linux
6 12 (0.96%) Windows Server
7 11 (0.88%) CentOS
8 8 (0.64%) Windows 7
9 7 (0.56%) AIX
9 7 (0.56%) HPUX
9 7 (0.56%) Mac OS X
9 7 (0.56%) Solaris
10 4 (0.32%) Ubuntu
10 4 (0.32%) Windows 8
11 3 (0.24%) Windows Server 2008
11 3 (0.24%) Windows Server 2012
12 2 (0.16%) SUSE
12 2 (0.16%) Windows 10
13 1 (0.080%) DC/OS
Processes & Methodologies
1 1,256 (100.00%) Analytics
2 338 (26.91%) Agile Software Development
3 290 (23.09%) Business Intelligence
4 270 (21.50%) Data Science
5 236 (18.79%) Visualisation
6 220 (17.52%) Machine Learning
7 166 (13.22%) ETL
8 162 (12.90%) Big Data Analytics
9 158 (12.58%) Data Modelling
10 155 (12.34%) Mathematics
11 149 (11.86%) Data Visualisation
12 148 (11.78%) Data Analysis
13 129 (10.27%) Data Management
14 110 (8.76%) DevOps
15 102 (8.12%) Scrum
15 102 (8.12%) Statistics
16 98 (7.80%) Project Management
17 93 (7.40%) Data Governance
18 82 (6.53%) Stakeholder Management
19 72 (5.73%) Open Source
Programming Languages
1 512 (40.76%) SQL
2 379 (30.18%) Python
3 217 (17.28%) R
4 198 (15.76%) Java
5 144 (11.46%) JavaScript
6 80 (6.37%) Scala
7 72 (5.73%) VBA
8 70 (5.57%) C#
9 50 (3.98%) C++
10 48 (3.82%) Perl
11 45 (3.58%) Bash Shell
12 41 (3.26%) MATLAB
13 32 (2.55%) VB
14 30 (2.39%) PHP
15 24 (1.91%) C
16 23 (1.83%) T-SQL
17 22 (1.75%) PL/SQL
18 19 (1.51%) Ruby
19 17 (1.35%) U-SQL
20 16 (1.27%) TypeScript
Qualifications
1 288 (22.93%) Degree
2 33 (2.63%) PhD
3 30 (2.39%) Security Cleared
4 28 (2.23%) Computer Science Degree
5 27 (2.15%) Numerate Degree
6 18 (1.43%) CISSP
6 18 (1.43%) Master's Degree
7 16 (1.27%) Microsoft Certification
8 15 (1.19%) DV Cleared
9 12 (0.96%) CEH
9 12 (0.96%) CompTIA Security+
10 10 (0.80%) MCSE
10 10 (0.80%) SC Cleared
11 9 (0.72%) MBA
12 7 (0.56%) CIMA
12 7 (0.56%) ISEB
12 7 (0.56%) ISTQB
13 6 (0.48%) MCITP
13 6 (0.48%) MCSA
13 6 (0.48%) MCTS
Quality Assurance & Compliance
1 135 (10.75%) Data Quality
2 42 (3.34%) QA
3 22 (1.75%) GDPR
4 16 (1.27%) SLA
5 15 (1.19%) ISO/IEC 27001
6 14 (1.11%) EMIR
6 14 (1.11%) MiFID
7 11 (0.88%) CRD IV
8 10 (0.80%) Solvency II
9 9 (0.72%) PMO
10 6 (0.48%) GCP
11 4 (0.32%) HIPAA
11 4 (0.32%) Sarbanes-Oxley
12 3 (0.24%) COBIT
13 2 (0.16%) Dodd-Frank
13 2 (0.16%) HMG Security Policy Framework
13 2 (0.16%) ISAE 3402
14 1 (0.080%) FATCA
14 1 (0.080%) IFRS
14 1 (0.080%) IFRS 9
System Software
1 55 (4.38%) Docker
2 19 (1.51%) Virtual Machines
3 15 (1.19%) HDFS
4 8 (0.64%) Apache Flume
5 6 (0.48%) Active Directory
5 6 (0.48%) Apache ZooKeeper
6 5 (0.40%) VMware Infrastructure
7 3 (0.24%) Hyper-V
8 1 (0.080%) LXC
8 1 (0.080%) Terminal Server
8 1 (0.080%) VMware ESXi
Systems Management
1 31 (2.47%) Ansible
2 25 (1.99%) Puppet
3 23 (1.83%) Opscode Chef
4 19 (1.51%) Kubernetes
5 10 (0.80%) Terraform
6 8 (0.64%) Hadoop YARN
6 8 (0.64%) Mesos
7 7 (0.56%) Marathon
8 3 (0.24%) Computer Incident Response Team
8 3 (0.24%) Nagios
8 3 (0.24%) Packer
8 3 (0.24%) Salt
9 2 (0.16%) Computer Emergency Response Teams
9 2 (0.16%) Oozie
9 2 (0.16%) Prometheus
9 2 (0.16%) RSA Archer
9 2 (0.16%) SCCM
10 1 (0.080%) Ambari
10 1 (0.080%) EnCase
10 1 (0.080%) Kibana
Vendors
1 256 (20.38%) Tableau
2 173 (13.77%) Oracle
3 128 (10.19%) Microsoft
4 113 (9.00%) Google
5 58 (4.62%) SAP
6 51 (4.06%) Informatica
7 49 (3.90%) Alteryx
8 36 (2.87%) Cloudera
9 33 (2.63%) Teradata
10 28 (2.23%) IBM
11 27 (2.15%) Vertica
12 24 (1.91%) HP
13 23 (1.83%) Adobe
13 23 (1.83%) Talend
14 20 (1.59%) Omniture
15 16 (1.27%) Netezza
15 16 (1.27%) Salesforce.com
16 14 (1.11%) Cisco
16 14 (1.11%) Splunk
17 13 (1.04%) MicroStrategy