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 4 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
4 Dec 2016
Same period 2015 Same period 2014
Big Data
Rank 68 49 143
Rank change year-on-year
-19 +94
Permanent jobs citing Big Data 204 338 218
As % of all permanent IT jobs located in the City of London 3.84% 4.89% 1.96%
As % of the Database & Business Intelligence category 12.41% 15.53% 7.12%
Number of salaries quoted 187 291 178
Median salary £65,000 £65,000 £62,500
Median salary % change year-on-year
- +4.00%
90% offered a salary of more than £41,500 £50,000 £44,250
10% offered a salary of more than £96,000 £100,000 £85,000
UK excluding London median salary £52,500 £50,000 £47,500
% change year-on-year
+5.00% +5.26%
Big Data
London

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
1644 2176 3061
As % of all permanent IT jobs located in the City of London 30.94% 31.49% 27.58%
Number of salaries quoted 1529 1949 2703
Median salary £57,604 £57,500 £55,000
Median salary % change year-on-year
+0.18% +4.54%
90% offered a salary of more than £40,000 £41,500 £37,500
10% offered a salary of more than £85,000 £75,000 £80,000
UK excluding London median salary £45,000 £42,500 £40,000
% change year-on-year
+5.88% +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 4 December 2016.

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 4 December 2016, 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.

1 239 (48.78%) Java
2 233 (47.55%) Agile Software Development
3 214 (43.67%) Hadoop
4 142 (28.98%) Analytics
5 133 (27.14%) SQL
6 129 (26.33%) Finance
7 124 (25.31%) Scala
8 120 (24.49%) Python
9 118 (24.08%) TDD
10 115 (23.47%) Apache Spark
11 105 (21.43%) Machine Learning
12 96 (19.59%) NoSQL
13 92 (18.78%) Degree
13 92 (18.78%) Computer Science
14 89 (18.16%) Amazon AWS
15 88 (17.96%) BDD
16 83 (16.94%) Business Intelligence
17 77 (15.71%) Software Engineering
18 75 (15.31%) Data Warehouse
19 71 (14.49%) ETL
20 69 (14.08%) SQL Server
21 68 (13.88%) Scrum
22 66 (13.47%) Banking
23 63 (12.86%) Oracle
24 62 (12.65%) JavaScript
24 62 (12.65%) MongoDB
24 62 (12.65%) Algorithms
25 61 (12.45%) Spring
26 59 (12.04%) Mathematics
26 59 (12.04%) Continuous Integration

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
1 115 (23.47%) Apache Spark
2 44 (8.98%) Elasticsearch
3 20 (4.08%) Apache
3 20 (4.08%) SAS
4 18 (3.67%) Apache Solr
5 16 (3.27%) Apache Pig
6 12 (2.45%) WebSphere
7 10 (2.04%) Tomcat
8 8 (1.63%) Adobe Experience Manager
9 7 (1.43%) Confluence
9 7 (1.43%) Jetty
9 7 (1.43%) OpenStack
10 6 (1.22%) JBoss
10 6 (1.22%) WebLogic
10 6 (1.22%) WebSphere Application Server
11 5 (1.02%) nginx
12 3 (0.61%) ArcGIS
12 3 (0.61%) SharePoint
13 2 (0.41%) CMS
13 2 (0.41%) Documentum
Applications
1 19 (3.88%) MS Excel
2 5 (1.02%) SPSS
3 4 (0.82%) MS Office
4 3 (0.61%) Gephi
5 2 (0.41%) MS PowerPoint
5 2 (0.41%) MS Visio
6 1 (0.20%) Adobe Creative Suite
Business Applications
1 6 (1.22%) BusinessWorks
2 3 (0.61%) Bloomberg TOMS
2 3 (0.61%) Magento
2 3 (0.61%) SAP HR
2 3 (0.61%) TIBCO BusinessEvents
3 2 (0.41%) SAP CO
3 2 (0.41%) SAP FI
3 2 (0.41%) SAP FI/CO
4 1 (0.20%) HFM
4 1 (0.20%) Salesforce.com CRM
4 1 (0.20%) SAP Oil and Gas
Cloud Services
1 89 (18.16%) Amazon AWS
2 27 (5.51%) Microsoft Azure
3 21 (4.29%) Amazon EMR
3 21 (4.29%) PaaS
4 19 (3.88%) IaaS
5 11 (2.24%) Google Cloud Platform
6 9 (1.84%) SaaS
7 5 (1.02%) Cloud Computing
8 4 (0.82%) GitHub
9 3 (0.61%) Amazon EC2
10 2 (0.41%) Adobe Creative Cloud
11 1 (0.20%) Adobe Analytics
11 1 (0.20%) AdWords
11 1 (0.20%) Amazon Kinesis
11 1 (0.20%) Amazon S3
11 1 (0.20%) Force.com
11 1 (0.20%) Google Analytics
11 1 (0.20%) IBM Cloud
11 1 (0.20%) OpenShift
Communications & Networking
1 14 (2.86%) Internet
2 6 (1.22%) HTTP
3 3 (0.61%) Firewall
3 3 (0.61%) TCP/IP
4 2 (0.41%) Cisco IOS
4 2 (0.41%) DHCP
4 2 (0.41%) DNS
4 2 (0.41%) LAN
4 2 (0.41%) Network Security
4 2 (0.41%) WAN
5 1 (0.20%) Ethernet
5 1 (0.20%) FCoE
5 1 (0.20%) FTP
5 1 (0.20%) Intrusion Detection
5 1 (0.20%) Kerberos
5 1 (0.20%) LDAP
5 1 (0.20%) MPLS
5 1 (0.20%) PPP
5 1 (0.20%) SNMP
5 1 (0.20%) VPN
Database & Business Intelligence
1 214 (43.67%) Hadoop
2 96 (19.59%) NoSQL
3 75 (15.31%) Data Warehouse
4 69 (14.08%) SQL Server
5 62 (12.65%) MongoDB
6 55 (11.22%) Apache Hive
7 45 (9.18%) SQL Server Integration Services
8 40 (8.16%) Apache Cassandra
9 36 (7.35%) Relational Database
10 32 (6.53%) Data Mining
10 32 (6.53%) MySQL
10 32 (6.53%) QlikView
11 26 (5.31%) SQL Server Reporting Services
12 25 (5.10%) SQL Server Analysis Services
13 23 (4.69%) HBase
14 20 (4.08%) RDBMS
15 18 (3.67%) Sqoop
16 17 (3.47%) Power BI
17 15 (3.06%) PostgreSQL
18 14 (2.86%) Impala
Development Applications
1 21 (4.29%) Git (software)
2 15 (3.06%) Jenkins
3 13 (2.65%) JIRA
4 12 (2.45%) Maven
5 7 (1.43%) Talend Open Studio
5 7 (1.43%) Toad
6 5 (1.02%) Cucumber
6 5 (1.02%) Phabricator
6 5 (1.02%) Selenium
7 3 (0.61%) ERwin
7 3 (0.61%) Gerrit
7 3 (0.61%) Grunt
7 3 (0.61%) Jasmine
8 2 (0.41%) SoapUI
8 2 (0.41%) SpecFlow
8 2 (0.41%) Team Foundation Server
8 2 (0.41%) Visual Studio
9 1 (0.20%) Ant
9 1 (0.20%) Eclipse
9 1 (0.20%) Gradle
General
1 129 (26.33%) Finance
2 66 (13.47%) Banking
3 54 (11.02%) Marketing
4 46 (9.39%) Advertising
5 41 (8.37%) Games
6 23 (4.69%) Investment Banking
7 17 (3.47%) Front Office
8 16 (3.27%) Law
8 16 (3.27%) Retail
9 13 (2.65%) Legal
9 13 (2.65%) Publishing
10 6 (1.22%) Financial Institution
11 5 (1.02%) Telecoms
12 3 (0.61%) Back Office
12 3 (0.61%) Electronics
12 3 (0.61%) Music Industry
13 2 (0.41%) Billing
13 2 (0.41%) Manufacturing
13 2 (0.41%) Pharmaceutical
14 1 (0.20%) Automotive
Job Titles
1 225 (45.92%) Developer
2 139 (28.37%) Java Developer
3 74 (15.10%) Architect
3 74 (15.10%) Senior Developer
4 47 (9.59%) Data Architect
5 45 (9.18%) Software Engineer
6 43 (8.78%) Senior Java Developer
7 38 (7.76%) Data Scientist
8 37 (7.55%) Scala Developer
9 33 (6.73%) Java Scala Developer
10 26 (5.31%) Big Data Architect
10 26 (5.31%) Big Data Developer
10 26 (5.31%) Consultant
11 25 (5.10%) Java Engineer
12 24 (4.90%) Analyst
12 24 (4.90%) Data Engineer
12 24 (4.90%) Hadoop Developer
13 23 (4.69%) Java Software Engineer
14 22 (4.49%) Software Developer
15 21 (4.29%) AWS Architect
Libraries, Frameworks & Software Standards
1 61 (12.45%) Spring
2 49 (10.00%) HTML
3 40 (8.16%) REST
4 37 (7.55%) Akka
4 37 (7.55%) Node.js
5 36 (7.35%) HTML5
6 35 (7.14%) Web Services
7 33 (6.73%) AngularJS
8 31 (6.33%) .NET
9 30 (6.12%) CSS
9 30 (6.12%) Kafka
10 28 (5.71%) Lucene
11 27 (5.51%) SOAP
12 26 (5.31%) JSON
13 24 (4.90%) jQuery
14 20 (4.08%) React
15 19 (3.88%) Serverless Framework
15 19 (3.88%) Spring Boot
16 16 (3.27%) Natural Language Processing
17 15 (3.06%) XML
Miscellaneous
1 92 (18.78%) Computer Science
2 62 (12.65%) Algorithms
3 59 (12.04%) Mathematics
4 54 (11.02%) Visualisation
5 42 (8.57%) Analytical Skills
6 39 (7.96%) Statistics
7 21 (4.29%) Artificial Intelligence
7 21 (4.29%) Data Structures
7 21 (4.29%) Fintech
8 20 (4.08%) Credit Risk
9 17 (3.47%) Data Integration
10 16 (3.27%) Public Cloud
11 15 (3.06%) Linked Data
11 15 (3.06%) Ontologies
12 14 (2.86%) Derivative
13 13 (2.65%) Digital Media
14 12 (2.45%) Foreign Exchange (FX)
15 11 (2.24%) Equities
15 11 (2.24%) Market Risk
16 10 (2.04%) Mobile Banking
Operating Systems
1 41 (8.37%) Linux
2 15 (3.06%) Windows
3 13 (2.65%) Unix
4 5 (1.02%) Debian
5 3 (0.61%) AIX
5 3 (0.61%) Solaris
5 3 (0.61%) Ubuntu
5 3 (0.61%) Windows XP
6 2 (0.41%) Mac OS X
6 2 (0.41%) Windows 7
6 2 (0.41%) Windows 8
7 1 (0.20%) Windows Server
Processes & Methodologies
1 233 (47.55%) Agile Software Development
2 142 (28.98%) Analytics
3 118 (24.08%) TDD
4 105 (21.43%) Machine Learning
5 88 (17.96%) BDD
6 83 (16.94%) Business Intelligence
7 77 (15.71%) Software Engineering
8 71 (14.49%) ETL
9 68 (13.88%) Scrum
10 59 (12.04%) Continuous Integration
11 55 (11.22%) Data Analytics
11 55 (11.22%) MapReduce
12 52 (10.61%) Multithreading
13 41 (8.37%) Data Modelling
13 41 (8.37%) Software Delivery
14 39 (7.96%) SDLC
15 35 (7.14%) OO
16 31 (6.33%) Pair Programming
17 30 (6.12%) Project Management
18 27 (5.51%) Data Management
Programming Languages
1 239 (48.78%) Java
2 133 (27.14%) SQL
3 124 (25.31%) Scala
4 120 (24.49%) Python
5 62 (12.65%) JavaScript
6 36 (7.35%) Ruby
7 33 (6.73%) R
8 28 (5.71%) C#
9 26 (5.31%) PHP
10 19 (3.88%) Perl
11 18 (3.67%) MATLAB
12 17 (3.47%) Bash Shell
13 16 (3.27%) Haskell
14 15 (3.06%) C++
14 15 (3.06%) T-SQL
15 14 (2.86%) Shell Script
16 11 (2.24%) Clojure
16 11 (2.24%) Go
17 10 (2.04%) C
18 9 (1.84%) Groovy
Qualifications
1 92 (18.78%) Degree
2 44 (8.98%) PhD
3 11 (2.24%) Microsoft Certification
4 5 (1.02%) PMI Certification
4 5 (1.02%) Security Cleared
5 4 (0.82%) Postgraduate
6 3 (0.61%) CCNA
6 3 (0.61%) Cisco Certification
6 3 (0.61%) CISSP
6 3 (0.61%) MCSE
7 2 (0.41%) CCIE
7 2 (0.41%) CISM
7 2 (0.41%) CITP
7 2 (0.41%) MCSA
7 2 (0.41%) PMP
8 1 (0.20%) CIMA
8 1 (0.20%) GIAC
8 1 (0.20%) Linux+ Certification
8 1 (0.20%) Network+ Certification
8 1 (0.20%) Security+ Certification
Quality Assurance & Compliance
1 10 (2.04%) Data Quality
2 6 (1.22%) QA
3 2 (0.41%) SDET
4 1 (0.20%) ISO 9001
4 1 (0.20%) ISO/IEC 27001
4 1 (0.20%) MiFID
System Software
1 26 (5.31%) HDFS
2 12 (2.45%) Docker
3 11 (2.24%) Apache Flume
4 4 (0.82%) Apache ZooKeeper
5 3 (0.61%) Active Directory
5 3 (0.61%) PowerHA
6 1 (0.20%) GPFS
6 1 (0.20%) NFS
6 1 (0.20%) Samba
6 1 (0.20%) Tivoli Workload Scheduler
6 1 (0.20%) Virtual Machines
6 1 (0.20%) VirtualBox
6 1 (0.20%) VMware ESX
Systems Management
1 17 (3.47%) Puppet
2 14 (2.86%) Opscode Chef
3 12 (2.45%) Oozie
4 11 (2.24%) Ansible
5 6 (1.22%) Kibana
5 6 (1.22%) logstash
5 6 (1.22%) Salt
6 4 (0.82%) Tivoli
7 3 (0.61%) Tivoli Monitoring
8 2 (0.41%) Ambari
8 2 (0.41%) Casper Suite
8 2 (0.41%) Host Intrusion Detection System
8 2 (0.41%) ITRS Geneos
8 2 (0.41%) Mesos
9 1 (0.20%) Hadoop YARN
9 1 (0.20%) Marathon
9 1 (0.20%) Nagios
9 1 (0.20%) Terraform
Vendors
1 63 (12.86%) Oracle
2 49 (10.00%) Microsoft
3 43 (8.78%) Tableau
4 36 (7.35%) Google
5 19 (3.88%) Atlassian
5 19 (3.88%) SAP
6 16 (3.27%) Hortonworks
7 13 (2.65%) Cloudera
8 12 (2.45%) Adobe
9 11 (2.24%) Informatica
10 10 (2.04%) Cognos
10 10 (2.04%) IBM
11 8 (1.63%) Netezza
11 8 (1.63%) Salesforce.com
11 8 (1.63%) Teradata
12 7 (1.43%) MapR
12 7 (1.43%) Talend
13 6 (1.22%) Sybase
13 6 (1.22%) TIBCO
13 6 (1.22%) Twitter
City, London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £60000 - £80000 Per Annum + benfits
Posted: 11 hours ago
City, London
Intelletec
Salary: From £50,000 to £80,000 per annum
Posted: 3 days ago
City, London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £45000 - £65000 Per Annum + Benefits
Posted: 11 hours ago
City, London
ANSON MCCADE
Salary: Up to £ 85,000 + car allowance (5.9k) + bonus (10-15%) + pension + hea
Posted: 2 days ago
City, London
Burns Sheehan
Salary: £80000 - £100000 per annum + Excellent Benefits
Posted: 2 days ago
City, London
Harrington Starr
Salary: £35000 - £50000 per annum + Bonus + Benefits
Posted: 5 days ago
City, London
Client Server
Salary: £75k to £85k + benefits
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £35 000 - £50 000 (+ top tier package and benefits!!!)
Posted: 3 days ago
City, London
ANSON MCCADE
Salary: £75 000 - £88 000 (+ top tier package and benefits!!!)
Posted: 3 days ago
City, London
Venturi
Salary: £50000 - £55000 per annum + Benefits
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: £85 000 - £95 000 (+ top tier package and benefits!!!)
Posted: 4 days ago
City, London
JM
Salary: £100000 - £120000 per annum + plus benefits and bonus package
Posted: 2 days ago
City, London
ANSON MCCADE
Salary: £75 000 - £88 000 (+ top tier package and benefits!!!)
Posted: 3 days ago
City, London
Miller Maxwell Ltd
Salary: From £50,000 to £60,000 per annum + Bonus + Benefits Package
Posted: 5 days ago
City, London
Sopra Steria Recruitment
Salary: Unspecified
Posted: 5 days ago
City, London
Harrington Starr
Salary: £80000 - £110000 per annum + Bonus
Posted: 6 days ago
City, London
nGAGE Specialist Recruitment
Salary: £60000 - £80000 per annum + Bonus, Pension, Life, Gym, + More
Posted: 5 days ago
City, London
Client Server
Salary: £95k to £120k + bonus + benefits
Posted: 4 days ago
City, London
ANSON MCCADE
Salary: £45,000 - £85,000 + extensive benefits package
Posted: 6 days ago
City, London
Intelletec
Salary: From £60,000 to £70,000 per annum
Posted: 4 days ago
City, London
Empiric.com
Salary: From £50,000 to £75,000 per annum + Bonus (10%) + Pension + Healthcare
Posted: 5 days ago
City, London
ANSON MCCADE
Salary: £70 500 to £85 000 basic (+ superb package!!!)
Posted: 4 days ago
City, London
Quant Capital
Salary: Up to £50,000 per annum
Posted: 4 days ago
City, London
Venturi
Salary: £0.00 per annum
Posted: 3 days ago
City, London
Empiric.com
Salary: From £45,000 to £60,000 per annum + Bonus + Equity + Benefits
Posted: 5 days ago
City, London
The Bridge Ltd
Salary: From £60,000 to £80,000 per annum Pension Scheme, Life & Medical Insur
Posted: 5 days ago
City, London
ANSON MCCADE
Salary: £45,000 - £58,000 + extensive benefits package
Posted: 6 days ago
City, London
Total Recruitment Specialists Limited / TRG / Total recruitment group
Salary: £70000 Per Annum Plus excellent benefits
Posted: 6 days ago
City, London
GTA
Posted: 17 days ago
City, London
BJSS Ltd
Salary: From £75,000 to £90,000 per annum Pension & Health
Posted: 20 days ago