The table below looks at the statistics for Big Data Analytics skills in IT jobs advertised for the England region. Included is a guide to the salaries offered in IT jobs that have cited Big Data Analytics over the 3 months to 27 July 2016 with a comparison to the same period over the previous 2 years.

3 months to
27 Jul 2016
Same period 2015 Same period 2014
Big Data Analytics
Rank 682 793 886
Rank change year-on-year
+111 +93
Permanent jobs citing Big Data Analytics 217 133 88
As % of all permanent IT jobs located in England 0.24% 0.13% 0.081%
As % of the Processes & Methodologies category 0.27% 0.15% 0.095%
Number of salaries quoted 175 97 71
Median salary £60,000 £55,000 £60,000
Median salary % change year-on-year
+9.09% -8.33%
90% offered a salary of more than £45,000 £29,600 £40,000
10% offered a salary of more than £92,500 £90,000 £100,000
UK excluding London median salary £55,000 £41,250 £56,250
% change year-on-year
+33.33% -26.66%
Big Data Analytics
UK

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the England region.

Processes & Methodologies Category
England
Permanent IT job ads with a match in the
Processes & Methodologies category
80620 89557 93008
As % of all permanent IT jobs located in England 87.87% 87.14% 85.41%
Number of salaries quoted 68149 74108 75683
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £73,000 £75,000
UK excluding London median salary £45,000 £44,000 £42,500
% change year-on-year
+2.27% +3.52%

Big Data Analytics
Jobs Demand Trend in England

The demand trend of job ads across the England region citing Big Data Analytics as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Big Data Analytics Jobs Demand Trend in England

Big Data Analytics
Salary Trend in England

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

Big Data Analytics Salary Trend in England

Big Data Analytics
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Big Data Analytics across the England region over the 3 months to 27 July 2016.

Big Data Analytics Salary Histogram in England

Big Data Analytics
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data Analytics within the England region over the 3 months to 27 July 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +69 133 £70,000 +27.27% 9
South East +52 48 £55,000 +6.79% 3
South West +19 15 £54,000 +86.20% 3
East of England +38 7 £55,000 +29.41% 3
East Midlands - 7 £50,000 - 1
Yorkshire +28 4 £56,250 +64.23% 3
North East - 2 £65,000 -
North West +13 1 £47,500 -56.81% 3
Big Data Analytics
UK

Big Data Analytics
Top 30 Related IT Skills in England

For the 6 months to 27 July 2016, IT jobs citing Big 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 England region with a requirement for Big Data Analytics.

1 386 (100.00%) Big Data
2 381 (98.70%) Analytics
3 379 (98.19%) Data Analytics
4 182 (47.15%) Hadoop
5 168 (43.52%) Java
6 165 (42.75%) Python
7 133 (34.46%) SQL
8 106 (27.46%) NoSQL
9 98 (25.39%) Agile Software Development
9 98 (25.39%) Apache Spark
10 88 (22.80%) Visualisation
11 78 (20.21%) MongoDB
11 78 (20.21%) Amazon AWS
12 77 (19.95%) Machine Learning
13 75 (19.43%) R
14 74 (19.17%) JavaScript
15 73 (18.91%) Business Intelligence
16 72 (18.65%) Apache Hive
16 72 (18.65%) Open Source
17 71 (18.39%) Finance
18 70 (18.13%) Scala
19 68 (17.62%) Software Engineering
20 67 (17.36%) Analytical Skills
21 66 (17.10%) Cloudera
22 59 (15.28%) Mathematics
23 58 (15.03%) Computer Science
23 58 (15.03%) ETL
24 56 (14.51%) AngularJS
24 56 (14.51%) Data Visualisation
25 52 (13.47%) Oracle

Big Data Analytics
Top Related IT Skills in England 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 98 (25.39%) Apache Spark
2 50 (12.95%) Apache Pig
3 39 (10.10%) SAS
4 21 (5.44%) Elasticsearch
5 5 (1.30%) Apache
5 5 (1.30%) Apache Solr
5 5 (1.30%) ArcGIS
6 4 (1.04%) JBoss
6 4 (1.04%) Mule
7 2 (0.52%) CMS
7 2 (0.52%) Tomcat
7 2 (0.52%) WebLogic
7 2 (0.52%) WebSphere
Applications
1 10 (2.59%) MS Excel
1 10 (2.59%) MS PowerPoint
2 8 (2.07%) SPSS
3 5 (1.30%) GNU Octave
4 3 (0.78%) MS Office
5 1 (0.26%) Stata
Business Applications
1 1 (0.26%) Cognos TM1
Cloud Services
1 78 (20.21%) Amazon AWS
2 40 (10.36%) Microsoft Azure
3 23 (5.96%) GitHub
4 13 (3.37%) Google Analytics
5 9 (2.33%) SaaS
6 6 (1.55%) Amazon EC2
7 5 (1.30%) AWS CloudFormation
8 4 (1.04%) Google Cloud Platform
8 4 (1.04%) IaaS
8 4 (1.04%) PaaS
9 3 (0.78%) AdWords
10 2 (0.52%) Cloud Computing
11 1 (0.26%) Amazon S3
11 1 (0.26%) iTunes
Communications & Networking
1 32 (8.29%) Internet
2 21 (5.44%) Firewall
3 17 (4.40%) HTTP
4 4 (1.04%) WebEx
5 1 (0.26%) AMQP
5 1 (0.26%) DNS
5 1 (0.26%) HTTPS
5 1 (0.26%) LAN
5 1 (0.26%) Skype
5 1 (0.26%) SNMP
5 1 (0.26%) SSH
5 1 (0.26%) TCP/IP
5 1 (0.26%) VPN
5 1 (0.26%) WAN
5 1 (0.26%) WLAN
Database & Business Intelligence
1 386 (100.00%) Big Data
2 182 (47.15%) Hadoop
3 106 (27.46%) NoSQL
4 78 (20.21%) MongoDB
5 72 (18.65%) Apache Hive
6 48 (12.44%) MySQL
7 41 (10.62%) Apache Cassandra
8 38 (9.84%) SQL Server
9 34 (8.81%) Neo4j
10 33 (8.55%) Data Mining
11 31 (8.03%) QlikView
11 31 (8.03%) Relational Database
12 26 (6.74%) Impala
13 25 (6.48%) Amazon Redshift
14 24 (6.22%) Data Warehouse
15 21 (5.44%) Parquet
16 19 (4.92%) PostgreSQL
17 16 (4.15%) SQL Server Integration Services
18 15 (3.89%) HBase
18 15 (3.89%) Spotfire
Development Applications
1 33 (8.55%) Jenkins
2 28 (7.25%) Git (software)
3 16 (4.15%) Vagrant
4 10 (2.59%) SQL Server Management Studio (SSMS)
5 8 (2.07%) Talend Open Studio
6 7 (1.81%) JIRA
7 5 (1.30%) TeamCity
8 4 (1.04%) ERwin
8 4 (1.04%) Hudson
8 4 (1.04%) NUnit
8 4 (1.04%) Ranorex
8 4 (1.04%) Rhino Mocks
8 4 (1.04%) Team Foundation Server
9 2 (0.52%) Eclipse
9 2 (0.52%) JUnit
10 1 (0.26%) IntelliJ
10 1 (0.26%) Mocha
10 1 (0.26%) NetBeans
10 1 (0.26%) Selenium
10 1 (0.26%) TestNG
General
1 71 (18.39%) Finance
2 34 (8.81%) Banking
3 32 (8.29%) Retail
4 30 (7.77%) Marketing
5 19 (4.92%) Advertising
6 16 (4.15%) Manufacturing
7 13 (3.37%) Games
8 9 (2.33%) Telecoms
9 8 (2.07%) Front Office
10 7 (1.81%) Financial Institution
10 7 (1.81%) Law
11 3 (0.78%) Publishing
12 2 (0.52%) Investment Banking
13 1 (0.26%) French Language
Job Titles
1 123 (31.87%) Developer
2 69 (17.88%) Data Scientist
3 47 (12.18%) Architect
4 41 (10.62%) Analyst
5 38 (9.84%) Data Architect
6 37 (9.59%) Big Data Developer
7 33 (8.55%) Big Data Architect
8 30 (7.77%) Java Developer
9 28 (7.25%) Data Analyst
10 26 (6.74%) Data Engineer
11 25 (6.48%) Big Data Engineer
12 23 (5.96%) Machine Learning Scientist
12 23 (5.96%) Senior Developer
13 22 (5.70%) Consultant
13 22 (5.70%) Software Developer
14 19 (4.92%) Data Analytics Architect
14 19 (4.92%) Senior Data Scientist
15 16 (4.15%) Analyst Developer
16 15 (3.89%) Data Consultant
16 15 (3.89%) JavaScript Developer
Libraries, Frameworks & Software Standards
1 56 (14.51%) AngularJS
2 46 (11.92%) Node.js
3 40 (10.36%) HTML
3 40 (10.36%) XML
4 37 (9.59%) Middleware
5 36 (9.33%) jQuery
6 30 (7.77%) Spring
7 28 (7.25%) Kafka
8 24 (6.22%) CSS
9 23 (5.96%) HTML5
9 23 (5.96%) JSON
10 19 (4.92%) .NET
10 19 (4.92%) Hibernate
11 15 (3.89%) Lucene
11 15 (3.89%) Spark Streaming
11 15 (3.89%) Web Services
12 14 (3.63%) Apache Camel
13 13 (3.37%) CSS3
13 13 (3.37%) D3.js
14 12 (3.11%) ASP.NET
Miscellaneous
1 88 (22.80%) Visualisation
2 67 (17.36%) Analytical Skills
3 59 (15.28%) Mathematics
4 58 (15.03%) Computer Science
5 44 (11.40%) Statistics
6 37 (9.59%) Management Information System
7 28 (7.25%) Mobile App
8 27 (6.99%) Data Centre
9 23 (5.96%) Algorithms
10 21 (5.44%) Online Banking
10 21 (5.44%) Security Operations Centre
11 20 (5.18%) Physics
12 17 (4.40%) Cybercrime
13 15 (3.89%) User Experience
14 12 (3.11%) PKI
15 9 (2.33%) Internet of Things
16 8 (2.07%) Cyberthreat
16 8 (2.07%) Virtual Team
17 6 (1.55%) Cyber Attack
17 6 (1.55%) Enterprise Software
Operating Systems
1 48 (12.44%) Linux
2 37 (9.59%) Windows
3 29 (7.51%) Android
4 21 (5.44%) Mac OS X
5 14 (3.63%) Apple iOS
5 14 (3.63%) Unix
6 4 (1.04%) Windows Mobile
7 3 (0.78%) CentOS
7 3 (0.78%) Ubuntu
Processes & Methodologies
1 381 (98.70%) Analytics
2 379 (98.19%) Data Analytics
3 98 (25.39%) Agile Software Development
4 77 (19.95%) Machine Learning
5 73 (18.91%) Business Intelligence
6 72 (18.65%) Open Source
7 68 (17.62%) Software Engineering
8 58 (15.03%) ETL
9 56 (14.51%) Data Visualisation
10 46 (11.92%) MapReduce
11 45 (11.66%) DevOps
12 41 (10.62%) Mentoring
13 39 (10.10%) TDD
14 38 (9.84%) Data Management
14 38 (9.84%) Statistical Analysis
15 34 (8.81%) Data Analysis
16 33 (8.55%) Predictive Modelling
16 33 (8.55%) TOGAF
17 32 (8.29%) Continuous Integration
17 32 (8.29%) Scrum
Programming Languages
1 168 (43.52%) Java
2 165 (42.75%) Python
3 133 (34.46%) SQL
4 75 (19.43%) R
5 74 (19.17%) JavaScript
6 70 (18.13%) Scala
7 44 (11.40%) C#
8 34 (8.81%) Ruby
9 27 (6.99%) C
10 25 (6.48%) C++
11 21 (5.44%) PowerShell
12 18 (4.66%) MATLAB
13 15 (3.89%) VBA
14 12 (3.11%) Clojure
14 12 (3.11%) Perl
15 11 (2.85%) T-SQL
16 7 (1.81%) PL/SQL
17 5 (1.30%) Groovy
18 3 (0.78%) PHP
18 3 (0.78%) Shell Script
Qualifications
1 49 (12.69%) Degree
2 40 (10.36%) Security Cleared
3 35 (9.07%) PhD
4 23 (5.96%) SC Cleared
5 21 (5.44%) (ISC)2 CCSP
5 21 (5.44%) CCSP
5 21 (5.44%) Cisco Certification
5 21 (5.44%) CISSP
5 21 (5.44%) SANS
6 14 (3.63%) DV Cleared
7 8 (2.07%) PMI Certification
7 8 (2.07%) PMP
8 2 (0.52%) Postgraduate
9 1 (0.26%) MCITP
9 1 (0.26%) MCSE
9 1 (0.26%) Microsoft Certification
Quality Assurance & Compliance
1 22 (5.70%) QA
2 13 (3.37%) Data Quality
3 1 (0.26%) SDET
System Software
1 33 (8.55%) HDFS
2 23 (5.96%) Docker
3 17 (4.40%) VMware Infrastructure
4 11 (2.85%) Hyper-V
5 10 (2.59%) Apache Flume
5 10 (2.59%) Virtual Machines
6 4 (1.04%) VirtualBox
7 2 (0.52%) Apache ZooKeeper
Systems Management
1 26 (6.74%) Puppet
2 18 (4.66%) Hadoop YARN
3 5 (1.30%) HAProxy
3 5 (1.30%) Packer
4 4 (1.04%) HP Quality Center
4 4 (1.04%) Oozie
5 3 (0.78%) Nagios
5 3 (0.78%) Opscode Chef
6 2 (0.52%) Ambari
6 2 (0.52%) Ansible
6 2 (0.52%) ZABBIX
7 1 (0.26%) EnCase
7 1 (0.26%) Ganglia
7 1 (0.26%) Graphite
7 1 (0.26%) Salt
7 1 (0.26%) Zenoss
Vendors
1 66 (17.10%) Cloudera
2 52 (13.47%) Oracle
3 48 (12.44%) Hortonworks
4 45 (11.66%) Tableau
5 39 (10.10%) IBM
6 28 (7.25%) MuleSoft
7 20 (5.18%) Google
8 17 (4.40%) VMware
9 15 (3.89%) TIBCO
10 12 (3.11%) Microsoft
11 11 (2.85%) Greenplum
11 11 (2.85%) Informatica
12 10 (2.59%) Cognos
12 10 (2.59%) MicroStrategy
13 8 (2.07%) Talend
14 6 (1.55%) ArcSight
14 6 (1.55%) HP
14 6 (1.55%) MapR
15 5 (1.30%) ESRI
15 5 (1.30%) Salesforce.com
Central London / West End
Client Server
Salary: £85k to £100k + benefits
Posted: 22 hours ago
Reading, Berkshire
EXCELerate
Salary: £85,000 per annum 25% Bonus - Dental, life insurance, Car Allowance
Posted: Yesterday
City, London
Harvey Nash plc
Salary: £90000 - £100000 per annum + £6,200 car allowance +package
Posted: Yesterday
South West London
Understanding Recruitment
Salary: £35000 - £45000 per annum + Benefits
Posted: 3 days ago
Manchester, Lancashire
Raytheon Systems Ltd
Salary: Full Benefits package, Bonus
Posted: Yesterday
Gloucester, Gloucestershire
Raytheon Systems Ltd
Salary: Competitive salary plus bonus and benefits
Posted: 22 hours ago
South East London
Harris Global
Salary: From £50,000 to £60,000 per annum Benefits + Bonus
Posted: 21 hours ago
Gloucester, Gloucestershire
Raytheon Systems Ltd
Salary: Competitive salary plus bonus and benefits
Posted: 22 hours ago
Cambridge, Cambridgeshire
Vantage Recruitment Solutions Ltd
Salary: Up to £55,000 per annum
Posted: 2 days ago
Birmingham
Assurance
Salary: Competitive + Benefits
Posted: 5 days ago
City, London
Opus Recruitment Solutions Ltd
Salary: £60000 - £80000 per annum
Posted: 4 days ago
West Yorkshire
Fruition IT Resources Limited
Salary: £55000.00 - £65000.00 per annum + Benefits
Posted: 5 days ago
South East London
Vadis People
Salary: Market Rates + Benefits
Posted: 4 days ago
Hatfield, Hertfordshire
JM
Posted: 5 days ago
Oxfordshire
Client Server
Salary: £50,000 to £60,000 + benefits
Posted: 12 days ago
Nottingham
EMBS
Salary: £45k - 55k per year + fantastic benefits
Posted: 20 days ago
London
Client Server
Salary: £85k to £100k + benefits
Posted: 19 days ago
Manchester
Energon Global
Salary: £40000.00 - £80000.00 per annum + benefits + bonus
Posted: 24 days ago
Oxford
Client Server
Salary: £50k to £60k + benefits
Posted: 23 days ago
London
Apple
Salary: Competitive
Posted: 23 days ago
Sheffield
BT
Salary: £32,000 - £45,000 pa (dep. on experience) + benefits
Posted: 15 days ago
Ipswich - Adastral Park
BT
Salary: £32,000 - £45,000 pa (dep. on experience) + benefits
Posted: 15 days ago
Leeds
BT
Salary: £32,000 - £45,000 pa (dep. on experience) + benefits
Posted: 15 days ago
Manchester, Lancashire
Raytheon
Posted: 27 days ago