Period
to 22 July 2017

The following table provides summary statistics for permanent job vacancies advertised in the City of 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 22 July 2017 with a comparison to the same period in the previous 2 years.

Data Analytics
London > City of London
6 months to
22 Jul 2017
Same period 2016 Same period 2015
Rank 215 195 250
Rank change year-on-year -20 +55 +62
Permanent jobs citing Data Analytics 112 199 238
As % of all permanent IT jobs advertised in the City of London 1.08% 1.48% 1.13%
As % of the Processes & Methodologies category 1.20% 1.63% 1.27%
Number of salaries quoted 103 190 202
City of London median annual salary £75,000 £69,000 £55,000
Median salary % change year-on-year +8.70% +25.45% -8.33%
10th Percentile £43,250 £36,125 £32,500
90th Percentile £103,750 £130,000 £90,000
London median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% -

Data Analytics is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the City of London with a requirement for process and methodology skills.

Process & Methodology Skills
City of London
Permanent job vacancies with a requirement for process and methodology skills 9360 12210 18758
As % of all permanent IT job vacancies advertised in the City of London 89.99% 90.74% 88.89%
Number of salaries quoted 8395 11031 15940
City of London median annual salary £60,000 £58,000 £55,000
Median salary % change year-on-year +3.45% +5.45% -
10th Percentile £36,000 £35,000 £33,750
90th Percentile £92,500 £87,500 £85,000
London median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -

Data Analytics
Job Vacancy Trend in the City of London

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

Job vacancy trend for Data Analytics in the City of London

Data Analytics
Salary Trend in the City of London

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

Salary trend for Data Analytics in the City of London

Data Analytics
Salary Histogram in the City of London

The salary distribution of IT jobs citing Data Analytics in the City of London over the 6 months to 22 July 2017.

Salary histogram for Data Analytics in the City of London

For the 6 months to 22 July 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 City of London region with a requirement for Data Analytics.

1 112 (100.00%) Analytics
2 63 (56.25%) Finance
3 40 (35.71%) Python
4 39 (34.82%) SQL
5 34 (30.36%) Machine Learning
6 30 (26.79%) Hadoop
6 30 (26.79%) Analytical Skills
7 25 (22.32%) Big Data
7 25 (22.32%) Degree
8 24 (21.43%) Java
9 23 (20.54%) Agile Software Development
9 23 (20.54%) R
10 21 (18.75%) Business Intelligence
11 20 (17.86%) Tableau
12 19 (16.96%) JavaScript
13 18 (16.07%) Visualisation
13 18 (16.07%) Scala
14 15 (13.39%) Apache Spark
14 15 (13.39%) Statistics
14 15 (13.39%) Apache Cassandra
14 15 (13.39%) SQL Server
15 14 (12.50%) Banking
15 14 (12.50%) Computer Science
16 13 (11.61%) AngularJS
16 13 (11.61%) Big Data Analytics
16 13 (11.61%) Retail
16 13 (11.61%) .NET
16 13 (11.61%) ERP
17 12 (10.71%) HTML
17 12 (10.71%) SAP

Data Analytics
Co-occurring IT Skills in the City of 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 15 (13.39%) Apache Spark
2 4 (3.57%) SAS
Applications
1 11 (9.82%) Microsoft Excel
2 3 (2.68%) Microsoft Office
3 2 (1.79%) SPSS
Business Applications
1 3 (2.68%) FastStats
2 2 (1.79%) SAP ERP
3 1 (0.89%) Markit EDM
Cloud Services
1 12 (10.71%) Microsoft Azure
2 9 (8.04%) Amazon AWS
3 4 (3.57%) Google Cloud Platform
4 3 (2.68%) SaaS
5 2 (1.79%) Azure Machine Learning
5 2 (1.79%) Google Analytics
6 1 (0.89%) AdWords
6 1 (0.89%) GitHub
6 1 (0.89%) Google Tag Manager
6 1 (0.89%) OpenShift
Communications & Networking
1 2 (1.79%) HTTP
Database & Business Intelligence
1 30 (26.79%) Hadoop
2 25 (22.32%) Big Data
3 15 (13.39%) Apache Cassandra
3 15 (13.39%) SQL Server
4 11 (9.82%) Data Warehouse
5 7 (6.25%) Apache Hive
5 7 (6.25%) NoSQL
6 6 (5.36%) Data Mining
7 4 (3.57%) MongoDB
8 3 (2.68%) Amazon Redshift
8 3 (2.68%) MySQL
8 3 (2.68%) QlikView
8 3 (2.68%) Spotfire
8 3 (2.68%) SQL Server Integration Services
9 2 (1.79%) CouchDB
9 2 (1.79%) MS Access
9 2 (1.79%) Oracle Reports
9 2 (1.79%) PostgreSQL
9 2 (1.79%) SQL Server 2008
9 2 (1.79%) SQL Server Analysis Services
Development Applications
1 6 (5.36%) Git (software)
2 3 (2.68%) Jenkins
3 2 (1.79%) git-flow
3 2 (1.79%) Team Foundation Server
4 1 (0.89%) JIRA
4 1 (0.89%) TeamCity
4 1 (0.89%) Travis CI
General
1 63 (56.25%) Finance
2 14 (12.50%) Banking
3 13 (11.61%) Retail
4 9 (8.04%) Marketing
5 6 (5.36%) Retail Banking
6 4 (3.57%) Advertising
7 3 (2.68%) Front Office
7 3 (2.68%) Legal
8 2 (1.79%) Automotive
8 2 (1.79%) Pharmaceutical
9 1 (0.89%) Games
9 1 (0.89%) Wholesale Banking
Job Titles
1 29 (25.89%) Data Scientist
2 22 (19.64%) Developer
3 20 (17.86%) Analyst
4 18 (16.07%) Consultant
5 16 (14.29%) Senior Data Scientist
6 14 (12.50%) Analytics Consultant
6 14 (12.50%) Data Analytics Scientist
7 13 (11.61%) Data Consultant
8 7 (6.25%) Architect
8 7 (6.25%) Business Analyst
8 7 (6.25%) Data Analyst
8 7 (6.25%) Data Analytics Consultant
8 7 (6.25%) Front End Developer (Client-Side Developer)
9 5 (4.46%) Senior Analyst
10 4 (3.57%) Angular Developer
10 4 (3.57%) Big Data Developer
10 4 (3.57%) Enterprise Architect
10 4 (3.57%) Hadoop Developer
10 4 (3.57%) Project Manager
10 4 (3.57%) Scala Developer
Libraries, Frameworks & Software Standards
1 13 (11.61%) .NET
1 13 (11.61%) AngularJS
2 12 (10.71%) HTML
3 10 (8.93%) Natural Language Processing
4 9 (8.04%) React
5 6 (5.36%) CSS
6 4 (3.57%) D3.js
6 4 (3.57%) HTML5
6 4 (3.57%) Web Services
7 3 (2.68%) jQuery
7 3 (2.68%) Kafka
7 3 (2.68%) RESTful
8 2 (1.79%) .NET Framework
8 2 (1.79%) ASP.NET
8 2 (1.79%) ASP.NET MVC
8 2 (1.79%) Core Animation
8 2 (1.79%) Entity Framework
8 2 (1.79%) JSON
8 2 (1.79%) Laravel
8 2 (1.79%) XBRL
Miscellaneous
1 30 (26.79%) Analytical Skills
2 14 (12.50%) Computer Science
3 9 (8.04%) Algorithms
4 3 (2.68%) FMCG
4 3 (2.68%) User Experience
5 2 (1.79%) Animation
5 2 (1.79%) Data Centre
5 2 (1.79%) Derivative
5 2 (1.79%) Enterprise Software
5 2 (1.79%) Greenfield Project
5 2 (1.79%) Hedge funds
5 2 (1.79%) Tandem
5 2 (1.79%) Virtual Team
6 1 (0.89%) Credit Risk
6 1 (0.89%) Equities
6 1 (0.89%) Fintech
6 1 (0.89%) Mobile App
6 1 (0.89%) OTC Derivatives
6 1 (0.89%) Public Cloud
6 1 (0.89%) Social Gaming
Operating Systems
1 4 (3.57%) Apple iOS
2 3 (2.68%) Linux
3 2 (1.79%) Android
3 2 (1.79%) Unix
4 1 (0.89%) Ubuntu
Processes & Methodologies
1 112 (100.00%) Analytics
2 34 (30.36%) Machine Learning
3 23 (20.54%) Agile Software Development
4 21 (18.75%) Business Intelligence
5 18 (16.07%) Visualisation
6 15 (13.39%) Statistics
7 13 (11.61%) Big Data Analytics
7 13 (11.61%) ERP
8 12 (10.71%) Mathematics
9 11 (9.82%) Data Analysis
9 11 (9.82%) Data Modelling
9 11 (9.82%) TDD
10 10 (8.93%) Stakeholder Management
11 9 (8.04%) Data Acquisition
11 9 (8.04%) Front End Development
11 9 (8.04%) Open Source
11 9 (8.04%) Spatial Analysis
12 8 (7.14%) BDD
12 8 (7.14%) E-Commerce
12 8 (7.14%) Workflow
Programming Languages
1 40 (35.71%) Python
2 39 (34.82%) SQL
3 24 (21.43%) Java
4 23 (20.54%) R
5 19 (16.96%) JavaScript
6 18 (16.07%) Scala
7 11 (9.82%) C++
8 7 (6.25%) ES6
9 6 (5.36%) C#
10 5 (4.46%) PHP
11 4 (3.57%) Apple Swift
11 4 (3.57%) Objective-C
12 3 (2.68%) C
13 2 (1.79%) F#
13 2 (1.79%) Haskell
13 2 (1.79%) ML
13 2 (1.79%) Ruby
14 1 (0.89%) Erlang
14 1 (0.89%) Go
14 1 (0.89%) Groovy
Qualifications
1 25 (22.32%) Degree
2 8 (7.14%) PhD
3 6 (5.36%) Master's Degree
4 4 (3.57%) Numerate Degree
5 3 (2.68%) Computer Science Degree
5 3 (2.68%) ISEB
6 2 (1.79%) Postgraduate
7 1 (0.89%) CIMA
7 1 (0.89%) CISA
7 1 (0.89%) DV Cleared
7 1 (0.89%) SC Cleared
7 1 (0.89%) Security Cleared
Quality Assurance & Compliance
1 3 (2.68%) Data Quality
1 3 (2.68%) FATCA
System Software
1 3 (2.68%) HDFS
2 2 (1.79%) Docker
Systems Management
1 2 (1.79%) Opscode Chef
1 2 (1.79%) Puppet
2 1 (0.89%) Ansible
2 1 (0.89%) Kubernetes
Vendors
1 20 (17.86%) Tableau
2 12 (10.71%) Microsoft
2 12 (10.71%) SAP
3 9 (8.04%) Oracle
4 7 (6.25%) Alteryx
5 5 (4.46%) Google
5 5 (4.46%) JD Edwards
6 4 (3.57%) Salesforce.com
7 3 (2.68%) Cloudera
7 3 (2.68%) Hortonworks
7 3 (2.68%) Vertica
8 2 (1.79%) DoubleClick
8 2 (1.79%) Teradata
8 2 (1.79%) Xamarin
9 1 (0.89%) Adobe
9 1 (0.89%) IBM
9 1 (0.89%) MicroStrategy
9 1 (0.89%) Zend
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