The table below looks at the statistics for Big Data skills in IT jobs advertised for the City of London region. Included is a guide to the salaries offered in IT jobs that have cited Big Data over the 3 months to 21 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
21 Feb 2017
Same period 2016 Same period 2015
Big Data
London / City of London
Rank 60 46 108
Rank change year-on-year
-14 +62
Permanent jobs citing Big Data 214 332 260
As % of all permanent IT jobs located in the City of London 4.29% 4.90% 2.54%
As % of the Database & Business Intelligence category 13.37% 16.27% 9.22%
Number of salaries quoted 196 273 212
Median salary £65,000 £65,000 £67,500
Median salary % change year-on-year
- -3.70%
90% offered a salary of more than £47,500 £45,000 £45,000
10% offered a salary of more than £106,250 £95,000 £90,000
UK excluding London median salary £55,000 £50,000 £50,000
% change year-on-year
+10.00% -

The following table is for comparison with the above and provides statistics for the entire Database & Business Intelligence category in permanent jobs advertised in the City of London region.

Database & Business Intelligence Category
City of London
Permanent IT job ads with a match in the
Database & Business Intelligence category
1601 2040 2820
As % of all permanent IT jobs located in the City of London 32.06% 30.11% 27.53%
Number of salaries quoted 1477 1797 2509
Median salary £60,000 £55,000 £55,000
Median salary % change year-on-year
+9.09% -
90% offered a salary of more than £40,000 £40,000 £38,000
10% offered a salary of more than £85,000 £75,000 £80,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Big Data
Jobs Demand Trend in the City of London

The demand trend of job ads across the City of London region citing Big Data as a proportion of all IT jobs with a match in the Database & Business Intelligence category.

Big Data Jobs Demand Trend in the City of London

Big Data
Salary Trend in the City of London

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

Big Data Salary Trend in the City of London

Big Data
Salary Histogram in the City of London

This chart provides a salary histogram for IT jobs citing Big Data across the City of London region over the 3 months to 21 February 2017.

Big Data Salary Histogram in the City of London

Big Data
Top 30 Related IT Skills in the City of London

For the 6 months to 21 February 2017, IT jobs citing Big Data 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 Big Data.

1 172 (39.09%) Agile Software Development
2 163 (37.05%) Hadoop
3 156 (35.45%) SQL
4 149 (33.86%) Java
5 135 (30.68%) Analytics
6 128 (29.09%) Python
7 116 (26.36%) Finance
8 107 (24.32%) Business Intelligence
9 102 (23.18%) Apache Spark
10 93 (21.14%) NoSQL
11 92 (20.91%) Machine Learning
12 89 (20.23%) Computer Science
13 86 (19.55%) Degree
13 86 (19.55%) SQL Server
14 85 (19.32%) Scala
15 83 (18.86%) Data Warehouse
16 72 (16.36%) Apache Hive
17 71 (16.14%) Amazon AWS
17 71 (16.14%) ETL
18 65 (14.77%) Mathematics
19 62 (14.09%) Marketing
19 62 (14.09%) Analytical Skills
20 61 (13.86%) TDD
21 56 (12.73%) Microsoft
22 55 (12.50%) Banking
23 54 (12.27%) JavaScript
24 53 (12.05%) Oracle
25 50 (11.36%) Linux
26 49 (11.14%) Software Engineering
26 49 (11.14%) Algorithms

Big Data
Top Related 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
1 102 (23.18%) Apache Spark
2 26 (5.91%) Apache Pig
3 23 (5.23%) SAS
4 21 (4.77%) Elasticsearch
5 16 (3.64%) Apache
6 10 (2.27%) Confluence
6 10 (2.27%) WebSphere
7 9 (2.05%) Apache Solr
8 8 (1.82%) OpenStack
8 8 (1.82%) Tomcat
9 7 (1.59%) JBoss
9 7 (1.59%) Jetty
9 7 (1.59%) WebLogic
10 5 (1.14%) SharePoint
10 5 (1.14%) WebSphere Application Server
11 3 (0.68%) IIS
12 2 (0.45%) BizTalk Server
13 1 (0.23%) nginx
Applications
1 25 (5.68%) MS Excel
2 8 (1.82%) SPSS
3 4 (0.91%) MS Office
4 2 (0.45%) Gephi
4 2 (0.45%) MS PowerPoint
4 2 (0.45%) MS Visio
5 1 (0.23%) Adobe Creative Suite
Business Applications
1 5 (1.14%) Magento
2 4 (0.91%) Dynamics CRM
3 3 (0.68%) Bloomberg TOMS
4 2 (0.45%) BusinessWorks
4 2 (0.45%) HFM
4 2 (0.45%) SAP Oil and Gas
5 1 (0.23%) Hyperion Enterprise
5 1 (0.23%) Salesforce.com CRM
5 1 (0.23%) SAP HR
5 1 (0.23%) TIBCO BusinessEvents
Cloud Services
1 71 (16.14%) Amazon AWS
2 37 (8.41%) Microsoft Azure
3 13 (2.95%) Amazon EMR
4 12 (2.73%) SaaS
5 10 (2.27%) GitHub
6 8 (1.82%) PaaS
7 7 (1.59%) Google Cloud Platform
7 7 (1.59%) IaaS
8 3 (0.68%) Amazon S3
8 3 (0.68%) Cloud Computing
8 3 (0.68%) Google Analytics
9 2 (0.45%) Adobe Creative Cloud
9 2 (0.45%) Amazon EC2
10 1 (0.23%) AdWords
10 1 (0.23%) Amazon ELB
10 1 (0.23%) Amazon Kinesis
10 1 (0.23%) DigitalOcean
10 1 (0.23%) IBM Cloud
10 1 (0.23%) Linode
10 1 (0.23%) VULTR
Communications & Networking
1 17 (3.86%) Internet
2 6 (1.36%) HTTP
3 3 (0.68%) DHCP
3 3 (0.68%) DNS
3 3 (0.68%) Kerberos
3 3 (0.68%) LDAP
4 2 (0.45%) Cisco IOS
4 2 (0.45%) LAN
4 2 (0.45%) SWIFTNet
4 2 (0.45%) WAN
5 1 (0.23%) Firewall
5 1 (0.23%) FTP
5 1 (0.23%) HTTPS
5 1 (0.23%) Network Security
5 1 (0.23%) PPP
5 1 (0.23%) TCP/IP
Database & Business Intelligence
1 163 (37.05%) Hadoop
2 93 (21.14%) NoSQL
3 86 (19.55%) SQL Server
4 83 (18.86%) Data Warehouse
5 72 (16.36%) Apache Hive
6 47 (10.68%) SQL Server Integration Services
7 36 (8.18%) MongoDB
8 35 (7.95%) SQL Server Reporting Services
9 34 (7.73%) Sqoop
10 33 (7.50%) Data Mining
11 30 (6.82%) Apache Cassandra
11 30 (6.82%) Relational Database
12 24 (5.45%) Power BI
12 24 (5.45%) SQL Server Analysis Services
13 22 (5.00%) HBase
13 22 (5.00%) MySQL
14 21 (4.77%) QlikView
15 16 (3.64%) HAWQ
15 16 (3.64%) PostgreSQL
15 16 (3.64%) SQL Server 2014
Development Applications
1 24 (5.45%) Jenkins
1 24 (5.45%) JIRA
2 15 (3.41%) Git (software)
3 9 (2.05%) Maven
3 9 (2.05%) Toad
3 9 (2.05%) Visual Studio
4 6 (1.36%) Jasmine
4 6 (1.36%) Phabricator
4 6 (1.36%) Selenium
5 5 (1.14%) Subversion
6 4 (0.91%) Gerrit
6 4 (0.91%) Grunt
6 4 (0.91%) Team Foundation Server
7 3 (0.68%) Hudson
7 3 (0.68%) Vagrant
8 2 (0.45%) Cobertura
8 2 (0.45%) Cucumber
8 2 (0.45%) Karma Test Runner
8 2 (0.45%) Protractor
8 2 (0.45%) Talend Open Studio
General
1 116 (26.36%) Finance
2 62 (14.09%) Marketing
3 55 (12.50%) Banking
4 38 (8.64%) Retail
5 32 (7.27%) Advertising
6 19 (4.32%) Investment Banking
7 18 (4.09%) Legal
8 17 (3.86%) Games
9 13 (2.95%) Front Office
10 12 (2.73%) Publishing
11 9 (2.05%) Financial Institution
11 9 (2.05%) Telecoms
12 4 (0.91%) Electronics
13 3 (0.68%) Brand Awareness
13 3 (0.68%) Law
13 3 (0.68%) Manufacturing
14 2 (0.45%) Back Office
14 2 (0.45%) Billing
15 1 (0.23%) Corporate Banking
15 1 (0.23%) Music Industry
Job Titles
1 163 (37.05%) Developer
2 72 (16.36%) Java Developer
3 65 (14.77%) Architect
4 60 (13.64%) Senior Developer
5 43 (9.77%) Data Architect
6 36 (8.18%) Consultant
7 31 (7.05%) Data Scientist
8 30 (6.82%) Analyst
9 28 (6.36%) Senior Java Developer
10 27 (6.14%) Big Data Developer
10 27 (6.14%) Data Engineer
11 21 (4.77%) Big Data Engineer
11 21 (4.77%) Software Engineer
12 18 (4.09%) Big Data Architect
12 18 (4.09%) Hadoop Developer
13 17 (3.86%) Scala Developer
14 16 (3.64%) Enterprise Architect
14 16 (3.64%) Enterprise Data Architect
14 16 (3.64%) Junior
15 14 (3.18%) Solutions Architect
Libraries, Frameworks & Software Standards
1 36 (8.18%) .NET
2 34 (7.73%) HTML
2 34 (7.73%) Kafka
3 29 (6.59%) AngularJS
4 28 (6.36%) Spring
5 27 (6.14%) Web Services
6 23 (5.23%) Node.js
7 22 (5.00%) REST
8 21 (4.77%) HTML5
9 20 (4.55%) CSS
9 20 (4.55%) React
9 20 (4.55%) SOAP
9 20 (4.55%) XML
10 18 (4.09%) Akka
11 17 (3.86%) JSON
12 14 (3.18%) jQuery
13 13 (2.95%) RESTful
14 12 (2.73%) WPF
15 11 (2.50%) Lucene
15 11 (2.50%) Natural Language Processing
Miscellaneous
1 89 (20.23%) Computer Science
2 62 (14.09%) Analytical Skills
3 49 (11.14%) Algorithms
4 35 (7.95%) Credit Risk
5 26 (5.91%) Fintech
6 16 (3.64%) Data Structures
7 14 (3.18%) Enterprise Software
8 12 (2.73%) User Experience
9 11 (2.50%) Internet of Things
10 10 (2.27%) Derivative
11 9 (2.05%) Foreign Exchange (FX)
12 8 (1.82%) Equities
13 7 (1.59%) Market Risk
13 7 (1.59%) Mobile Banking
14 5 (1.14%) FMCG
14 5 (1.14%) Linked Data
14 5 (1.14%) Public Cloud
14 5 (1.14%) Semantic Web
15 4 (0.91%) Virtual Team
16 3 (0.68%) Mobile App
Operating Systems
1 50 (11.36%) Linux
2 20 (4.55%) Unix
3 16 (3.64%) Windows
4 5 (1.14%) CentOS
4 5 (1.14%) Debian
5 4 (0.91%) Ubuntu
6 3 (0.68%) Windows XP
7 2 (0.45%) Android
7 2 (0.45%) Apple iOS
7 2 (0.45%) Mac OS X
7 2 (0.45%) Windows 7
7 2 (0.45%) Windows 8
8 1 (0.23%) AIX
8 1 (0.23%) Solaris
Processes & Methodologies
1 172 (39.09%) Agile Software Development
2 135 (30.68%) Analytics
3 107 (24.32%) Business Intelligence
4 92 (20.91%) Machine Learning
5 71 (16.14%) ETL
6 65 (14.77%) Mathematics
7 61 (13.86%) TDD
8 49 (11.14%) Software Engineering
9 48 (10.91%) MapReduce
10 42 (9.55%) Multithreading
11 41 (9.32%) Scrum
12 40 (9.09%) Mentoring
13 39 (8.86%) DevOps
14 38 (8.64%) Visualisation
15 36 (8.18%) Data Modelling
15 36 (8.18%) Statistics
16 35 (7.95%) Web Analytics
17 34 (7.73%) Continuous Integration
18 33 (7.50%) Data Analytics
19 32 (7.27%) BDD
Programming Languages
1 156 (35.45%) SQL
2 149 (33.86%) Java
3 128 (29.09%) Python
4 85 (19.32%) Scala
5 54 (12.27%) JavaScript
6 43 (9.77%) C#
7 39 (8.86%) R
8 27 (6.14%) T-SQL
9 26 (5.91%) Ruby
10 25 (5.68%) PHP
11 23 (5.23%) Bash Shell
12 22 (5.00%) Perl
13 20 (4.55%) C++
14 19 (4.32%) C
15 12 (2.73%) Go
16 9 (2.05%) Data Analysis Expressions (DAX)
16 9 (2.05%) Shell Script
17 6 (1.36%) Haskell
17 6 (1.36%) HiveQL
18 5 (1.14%) SPARQL
Qualifications
1 86 (19.55%) Degree
2 47 (10.68%) PhD
3 16 (3.64%) Postgraduate
4 11 (2.50%) Microsoft Certification
5 7 (1.59%) ISEB
6 5 (1.14%) PMI Certification
7 4 (0.91%) CCIE
7 4 (0.91%) CCNA
7 4 (0.91%) Cisco Certification
7 4 (0.91%) CISM
7 4 (0.91%) CISSP
8 3 (0.68%) PMP
9 2 (0.45%) ACCA
9 2 (0.45%) MCSA
9 2 (0.45%) MCSE
9 2 (0.45%) Security Cleared
10 1 (0.23%) APMP
10 1 (0.23%) CIMA
10 1 (0.23%) PRINCE2 Practitioner
Quality Assurance & Compliance
1 11 (2.50%) QA
2 10 (2.27%) Data Quality
3 3 (0.68%) MiFID
4 2 (0.45%) Sarbanes-Oxley
5 1 (0.23%) ISO 9001
5 1 (0.23%) ISO/IEC 27001
System Software
1 39 (8.86%) HDFS
2 23 (5.23%) Apache Flume
3 22 (5.00%) Docker
4 6 (1.36%) Active Directory
5 5 (1.14%) Apache ZooKeeper
6 1 (0.23%) PowerHA
6 1 (0.23%) Tivoli Workload Scheduler
6 1 (0.23%) Virtual Machines
6 1 (0.23%) VirtualBox
Systems Management
1 25 (5.68%) Puppet
2 20 (4.55%) Ansible
2 20 (4.55%) Oozie
3 14 (3.18%) Opscode Chef
4 10 (2.27%) Mesos
5 8 (1.82%) Kibana
5 8 (1.82%) Kubernetes
5 8 (1.82%) logstash
6 7 (1.59%) Salt
7 4 (0.91%) Terraform
8 3 (0.68%) Ambari
8 3 (0.68%) Hadoop YARN
8 3 (0.68%) ITRS Geneos
9 2 (0.45%) Jamf Pro
9 2 (0.45%) Rancher
9 2 (0.45%) Tivoli
10 1 (0.23%) Consul
10 1 (0.23%) Graphite
10 1 (0.23%) Marathon
10 1 (0.23%) Tivoli Monitoring
Vendors
1 56 (12.73%) Microsoft
2 53 (12.05%) Oracle
3 30 (6.82%) Tableau
4 22 (5.00%) Google
5 16 (3.64%) Hortonworks
6 14 (3.18%) SAP
7 8 (1.82%) Cloudera
7 8 (1.82%) Cognos
8 7 (1.59%) Twitter
9 6 (1.36%) Atlassian
9 6 (1.36%) MicroStrategy
9 6 (1.36%) Netezza
9 6 (1.36%) Sencha
9 6 (1.36%) Sybase
10 5 (1.14%) hybris
10 5 (1.14%) Red Hat
10 5 (1.14%) Salesforce.com
11 4 (0.91%) Bloomberg
11 4 (0.91%) IBM
11 4 (0.91%) Informatica
City, London
Oliver James Associates
Salary: £80000 - £90000 per annum
Posted: 15 hours ago
City, London
Oliver Bernard
Salary: £70000 - £80000 per annum + Excellent benefits
Posted: 14 hours ago
City, London
I3
Salary: £50000 - £75000 per annum + bonus + bens
Posted: 21 hours ago
City, London
Harrington Starr
Salary: £50000.00 - £70000.00 per annum + bonus and benefits
Posted: 17 hours ago
City, London
Harrington Starr
Salary: £80000 - £110000 per annum + Bonus
Posted: Yesterday
City, London
Quant Capital
Salary: Up to £40,000 per annum + benefits and bonus
Posted: 10 hours ago
City, London
onezeero.
Salary: £55000 per annum
Posted: 5 days ago
City, London
Pioneer Search
Salary: £550.00 - £700.00 per annum
Posted: 3 days ago
City, London
Source Technology
Salary: From £35,000 to £45,000 per annum Bonus package
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: £45,000 - circa £85,000
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: £50,000-£75,000 depending on experience.
Posted: 4 days ago
City, London
Edison Hill Ltd
Salary: From £50,000 to £80,000 per annum
Posted: 3 days ago
City, London
Miller Maxwell Ltd
Salary: Up to £60,000 per annum + Bonus + Excellent Benefits Package
Posted: 4 days ago
City, London
ARC IT Recruitment Ltd
Salary: £70000 per annum + Plus Bonus and Benefits
Posted: 3 days ago
City, London
Software Personnel International Ltd
Salary: From £40,000 to £50,000 per annum
Posted: 4 days ago
City, London
Martin & Conley
Salary: From £65,000 to £100,000 per annum Generous pension, holidays and othe
Posted: 7 days ago
City, London
Miller Maxwell Ltd
Salary: From £55,000 to £65,000 per annum + Bonus + 28 Days Holiday + Pension
Posted: 5 days ago
City, London
Venturi
Salary: £45000 - £55000 per annum + bonus and full benefits
Posted: 5 days ago
City, London
Parallel Consulting
Salary: £65000 - £75000 per annum
Posted: 5 days ago
City, London
ANSON MCCADE
Salary: Up to £ 85,000 + car allowance (5.9k) + bonus (10-15%) + pension + hea
Posted: 5 days ago
City, London
Empiric.com
Salary: From £50,000 to £65,000 per annum + Bonus + Benefits
Posted: 6 days ago
City, London
The Change Partners Recruitment
Salary: From £65,000 to £75,000 per annum
Posted: 5 days ago
City, London
Harrington Starr
Salary: £65000 - £75000 per annum + plus package
Posted: 5 days ago
City, London
Lawrence Harvey Enterprise
Salary: £25000.00 - £40000.00 per annum + pension, health care etc
Posted: 6 days ago
City, London
Parallel Consulting
Salary: £50000 - £60000 per annum
Posted: 3 days ago
City, London
Verticality Ltd
Salary: £80000 - £120000 per annum, Benefits 20K Bonus
Posted: 6 days ago
City, London
TEKsystems
Salary: £80000 - £85000 per annum + Benefits and Bonus
Posted: 6 days ago
City, London
First Point
Salary: £35000 - £40000 per annum
Posted: 4 days ago
City, London
CPS Group UK
Salary: £60000 per annum
Posted: 6 days ago
City, London
Harrington Starr
Salary: £60000 - £70000 per annum + plus large package and bonus
Posted: 5 days ago