The table below looks at the statistics for Big Data 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 over the 3 months to 27 February 2017 with a comparison to the same period over the previous 2 years.

3 months to
27 Feb 2017
Same period 2016 Same period 2015
Big Data
UK / England
Rank 79 89 164
Rank change year-on-year
+10 +75
Permanent jobs citing Big Data 2683 2924 1991
As % of all permanent IT jobs located in England 3.38% 3.10% 1.99%
As % of the Database & Business Intelligence category 11.14% 9.82% 6.39%
Number of salaries quoted 2253 2340 1692
Median salary £62,500 £60,000 £60,000
Median salary % change year-on-year
+4.16% -
90% offered a salary of more than £40,000 £40,000 £40,000
10% offered a salary of more than £90,000 £92,500 £85,000
UK excluding London median salary £55,000 £50,000 £52,000
% change year-on-year
+10.00% -3.84%

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 England region.

Database & Business Intelligence Category
England
Permanent IT job ads with a match in the
Database & Business Intelligence category
24090 29791 31178
As % of all permanent IT jobs located in England 30.35% 31.55% 31.18%
Number of salaries quoted 20684 25530 26857
Median salary £50,000 £50,000 £45,000
Median salary % change year-on-year
- +11.11%
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £75,000 £70,000 £72,500
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year
- +6.25%

Big Data
Jobs Demand Trend in England

The demand trend of job ads across the England 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 England

Big Data
Salary Trend in England

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

Big Data Salary Trend in England

Big Data
Salary Histogram in England

This chart provides a salary histogram for IT jobs citing Big Data across the England region over the 3 months to 27 February 2017.

Big Data Salary Histogram in England

Big Data
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 within the England region over the 3 months to 27 February 2017. 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 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 +11 1651 £70,000 +7.69% 249
South East +22 373 £55,000 +4.76% 55
South West +39 205 £55,000 +10.00% 17
North West +50 141 £55,000 +29.50% 23
East of England -14 101 £52,500 +10.52% 34
East Midlands +60 92 £60,000 +20.00% 6
West Midlands -7 80 £55,000 -4.34% 4
Yorkshire -34 38 £57,500 +4.54% 16
North East -25 1 £28,000 -30.00% 4
Big Data
UK

Big Data
Top 30 Related IT Skills in England

For the 6 months to 27 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 England region with a requirement for Big Data.

1 2412 (43.62%) Agile Software Development
2 2218 (40.12%) Java
3 1930 (34.91%) Hadoop
4 1759 (31.81%) Analytics
5 1638 (29.63%) SQL
6 1548 (28.00%) Python
7 1339 (24.22%) Finance
8 1309 (23.68%) Apache Spark
9 1128 (20.40%) Business Intelligence
10 1104 (19.97%) NoSQL
11 983 (17.78%) Degree
12 895 (16.19%) Amazon AWS
13 881 (15.93%) C#
14 844 (15.26%) JavaScript
15 796 (14.40%) SQL Server
16 789 (14.27%) Scala
17 780 (14.11%) Software Engineering
18 730 (13.20%) .NET
19 726 (13.13%) TDD
20 724 (13.09%) Machine Learning
21 718 (12.99%) Scrum
22 716 (12.95%) MongoDB
23 699 (12.64%) Linux
24 658 (11.90%) Data Warehouse
25 655 (11.85%) Computer Science
26 635 (11.48%) Apache Hive
27 619 (11.20%) Oracle
28 608 (11.00%) Banking
29 594 (10.74%) ETL
30 585 (10.58%) DevOps

Big Data
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 1309 (23.68%) Apache Spark
2 422 (7.63%) Apache
3 401 (7.25%) Elasticsearch
4 367 (6.64%) Apache Pig
5 269 (4.87%) SAS
6 186 (3.36%) Tomcat
7 161 (2.91%) JBoss
8 152 (2.75%) Apache Solr
9 140 (2.53%) Jetty
10 135 (2.44%) WebSphere
11 130 (2.35%) WebLogic
12 98 (1.77%) OpenStack
13 64 (1.16%) CMS
14 56 (1.01%) Confluence
15 53 (0.96%) SharePoint
16 32 (0.58%) nginx
17 28 (0.51%) GlassFish
18 23 (0.42%) Oracle SOA Suite
19 19 (0.34%) WebSphere Application Server
20 15 (0.27%) WildFly
Applications
1 250 (4.52%) MS Excel
2 117 (2.12%) SPSS
3 45 (0.81%) MS PowerPoint
4 26 (0.47%) MS Office
5 11 (0.20%) Stata
6 5 (0.090%) Spreadsheet
7 4 (0.072%) MS Visio
8 3 (0.054%) MS Project
8 3 (0.054%) SPSS Modeler
8 3 (0.054%) Weka
9 2 (0.036%) Adobe Creative Suite
9 2 (0.036%) Gephi
9 2 (0.036%) InVision
9 2 (0.036%) Mathematica
9 2 (0.036%) OmniGraffle
9 2 (0.036%) Photoshop
9 2 (0.036%) S-PLUS
10 1 (0.018%) Adobe Illustrator
10 1 (0.018%) EViews
10 1 (0.018%) Mingle
Business Applications
1 22 (0.40%) SAP Oil and Gas
2 17 (0.31%) Dynamics CRM
2 17 (0.31%) Magento
3 11 (0.20%) SAP CRM
4 8 (0.14%) SAP ERP
5 7 (0.13%) Sage 200
5 7 (0.13%) Salesforce.com CRM
6 6 (0.11%) FastStats
6 6 (0.11%) WebTrends
7 5 (0.090%) Eloqua
7 5 (0.090%) HFM
7 5 (0.090%) Hyperion Enterprise
8 4 (0.072%) Data Workbench
9 3 (0.054%) Adobe Campaign
9 3 (0.054%) Hyperion Planning
9 3 (0.054%) Remedy AR System
9 3 (0.054%) Remedy ITSM
9 3 (0.054%) SAP BPC
9 3 (0.054%) SAP MDG
9 3 (0.054%) SAP S/4HANA
Cloud Services
1 895 (16.19%) Amazon AWS
2 502 (9.08%) Microsoft Azure
3 289 (5.23%) SaaS
4 184 (3.33%) Cloud Computing
5 119 (2.15%) Google Cloud Platform
6 111 (2.01%) GitHub
7 82 (1.48%) Amazon S3
8 77 (1.39%) PaaS
9 76 (1.37%) Amazon EMR
10 65 (1.18%) Google Analytics
11 63 (1.14%) Amazon EC2
12 41 (0.74%) IaaS
13 36 (0.65%) Amazon Kinesis
14 26 (0.47%) Adobe Analytics
15 25 (0.45%) Office 365
16 16 (0.29%) AWS Lambda
17 15 (0.27%) AWS CloudFormation
18 14 (0.25%) AWS Elastic Beanstalk
19 13 (0.24%) Azure Machine Learning
19 13 (0.24%) Virtual Private Cloud
Communications & Networking
1 186 (3.36%) Internet
2 65 (1.18%) HTTP
3 54 (0.98%) Firewall
4 44 (0.80%) TCP/IP
5 42 (0.76%) Kerberos
6 26 (0.47%) Network Security
7 24 (0.43%) SSL
8 23 (0.42%) DNS
9 18 (0.33%) HTTPS
10 17 (0.31%) Unified Communications
11 13 (0.24%) LDAP
12 12 (0.22%) SAN
13 11 (0.20%) Intranet
14 10 (0.18%) LAN
14 10 (0.18%) Wireshark
15 9 (0.16%) FTP
15 9 (0.16%) WAN
16 7 (0.13%) SMTP
16 7 (0.13%) tcpdump
17 6 (0.11%) Radio Access Network
Database & Business Intelligence
1 1930 (34.91%) Hadoop
2 1104 (19.97%) NoSQL
3 796 (14.40%) SQL Server
4 716 (12.95%) MongoDB
5 658 (11.90%) Data Warehouse
6 635 (11.48%) Apache Hive
7 552 (9.98%) MySQL
8 521 (9.42%) Relational Database
9 418 (7.56%) Apache Cassandra
10 363 (6.57%) HBase
11 357 (6.46%) SQL Server Integration Services
12 310 (5.61%) SQL Server Reporting Services
13 280 (5.06%) RDBMS
14 259 (4.68%) SQL Server Analysis Services
15 254 (4.59%) PostgreSQL
16 209 (3.78%) Data Mining
17 201 (3.64%) Power BI
18 193 (3.49%) Redis
19 173 (3.13%) QlikView
20 136 (2.46%) Amazon Redshift
Development Applications
1 340 (6.15%) Git (software)
2 189 (3.42%) JIRA
3 175 (3.17%) Jenkins
4 109 (1.97%) Maven
5 105 (1.90%) Talend Open Studio
6 98 (1.77%) Selenium
7 71 (1.28%) Subversion
8 61 (1.10%) Team Foundation Server
9 54 (0.98%) Visual Studio
10 52 (0.94%) JUnit
11 47 (0.85%) Gradle
12 46 (0.83%) TeamCity
13 42 (0.76%) NUnit
14 40 (0.72%) Cucumber
15 34 (0.61%) Atlassian Bamboo
16 30 (0.54%) Vagrant
17 26 (0.47%) Mockito
18 25 (0.45%) SpecFlow
19 21 (0.38%) Bitbucket
20 19 (0.34%) Grunt
General
1 1339 (24.22%) Finance
2 608 (11.00%) Banking
3 555 (10.04%) Retail
4 514 (9.30%) Marketing
5 374 (6.76%) Telecoms
6 226 (4.09%) Games
7 115 (2.08%) Advertising
8 111 (2.01%) Legal
9 85 (1.54%) Investment Banking
10 56 (1.01%) Manufacturing
11 51 (0.92%) Front Office
12 48 (0.87%) Publishing
13 43 (0.78%) Automotive
14 41 (0.74%) Military
15 33 (0.60%) Financial Institution
16 30 (0.54%) Back Office
17 29 (0.52%) Electronics
18 28 (0.51%) Law
19 26 (0.47%) Music Industry
20 19 (0.34%) Pharmaceutical
Job Titles
1 1958 (35.41%) Developer
2 816 (14.76%) Architect
3 724 (13.09%) Java Developer
4 465 (8.41%) Senior Developer
5 374 (6.76%) Analyst
6 328 (5.93%) Data Architect
7 327 (5.91%) Consultant
8 313 (5.66%) Data Engineer
9 311 (5.62%) Data Scientist
10 303 (5.48%) C# Developer
11 296 (5.35%) Software Engineer
12 291 (5.26%) Big Data Developer
13 254 (4.59%) Big Data Engineer
14 247 (4.47%) .NET Developer
15 216 (3.91%) Solutions Architect
16 202 (3.65%) Senior Java Developer
17 200 (3.62%) Big Data Architect
18 198 (3.58%) Software Developer
19 194 (3.51%) C# .NET Developer
20 190 (3.44%) Java Engineer
Libraries, Frameworks & Software Standards
1 730 (13.20%) .NET
2 574 (10.38%) AngularJS
3 552 (9.98%) HTML
4 472 (8.54%) Web Services
5 446 (8.07%) Spring
6 382 (6.91%) Node.js
7 376 (6.80%) CSS
8 327 (5.91%) REST
9 310 (5.61%) Kafka
10 273 (4.94%) React
11 250 (4.52%) HTML5
12 239 (4.32%) RESTful
13 208 (3.76%) J2EE
14 195 (3.53%) XML
15 192 (3.47%) Hibernate
16 191 (3.45%) Java EE
17 169 (3.06%) jQuery
18 149 (2.69%) CSS3
19 138 (2.50%) SOAP
20 133 (2.41%) ASP.NET
Miscellaneous
1 655 (11.85%) Computer Science
2 551 (9.97%) Analytical Skills
3 445 (8.05%) Algorithms
4 199 (3.60%) Enterprise Software
5 181 (3.27%) Fintech
6 178 (3.22%) Credit Risk
7 169 (3.06%) User Experience
8 145 (2.62%) Data Structures
9 133 (2.41%) Internet of Things
10 125 (2.26%) Mobile App
11 97 (1.75%) Management Information System
12 85 (1.54%) Social Media
13 75 (1.36%) Data Centre
14 57 (1.03%) PKI
15 55 (0.99%) Semantic Web
16 51 (0.92%) Derivative
17 49 (0.89%) Foreign Exchange (FX)
17 49 (0.89%) iPad
18 45 (0.81%) Hedge funds
19 38 (0.69%) Cyberthreat
Operating Systems
1 699 (12.64%) Linux
2 200 (3.62%) Unix
3 191 (3.45%) Windows
4 148 (2.68%) Android
5 137 (2.48%) Apple iOS
6 53 (0.96%) CentOS
7 36 (0.65%) Ubuntu
8 32 (0.58%) Red Hat Enterprise Linux
9 28 (0.51%) Windows Server
10 14 (0.25%) AIX
10 14 (0.25%) Windows Server 2012
11 13 (0.24%) Windows Server 2008
12 12 (0.22%) Debian
12 12 (0.22%) Windows Phone
13 9 (0.16%) Mac OS X
14 8 (0.14%) Solaris
15 6 (0.11%) Windows 8
15 6 (0.11%) Windows Server 2003
16 5 (0.090%) Windows 10
17 4 (0.072%) Windows 7
Processes & Methodologies
1 2412 (43.62%) Agile Software Development
2 1759 (31.81%) Analytics
3 1128 (20.40%) Business Intelligence
4 780 (14.11%) Software Engineering
5 726 (13.13%) TDD
6 724 (13.09%) Machine Learning
7 718 (12.99%) Scrum
8 594 (10.74%) ETL
9 585 (10.58%) DevOps
10 552 (9.98%) Data Analytics
11 497 (8.99%) Visualisation
12 461 (8.34%) Open Source
13 455 (8.23%) Mathematics
14 413 (7.47%) Continuous Integration
15 399 (7.22%) Mentoring
16 393 (7.11%) Data Modelling
17 390 (7.05%) E-Commerce
17 390 (7.05%) OO
18 328 (5.93%) Statistics
19 326 (5.90%) MapReduce
Programming Languages
1 2218 (40.12%) Java
2 1638 (29.63%) SQL
3 1548 (28.00%) Python
4 881 (15.93%) C#
5 844 (15.26%) JavaScript
6 789 (14.27%) Scala
7 481 (8.70%) R
8 388 (7.02%) C++
9 271 (4.90%) Perl
10 265 (4.79%) Ruby
11 247 (4.47%) C
12 239 (4.32%) PHP
13 238 (4.30%) T-SQL
14 181 (3.27%) Bash Shell
15 139 (2.51%) Go
16 82 (1.48%) PL/SQL
17 80 (1.45%) MATLAB
18 65 (1.18%) Shell Script
19 50 (0.90%) Data Analysis Expressions (DAX)
20 45 (0.81%) VBA
Qualifications
1 983 (17.78%) Degree
2 277 (5.01%) PhD
3 247 (4.47%) Security Cleared
4 140 (2.53%) DV Cleared
5 85 (1.54%) Microsoft Certification
6 82 (1.48%) CISSP
7 60 (1.09%) SC Cleared
8 33 (0.60%) CISM
9 32 (0.58%) Cisco Certification
10 29 (0.52%) CEH
10 29 (0.52%) GCIA
10 29 (0.52%) GIAC
10 29 (0.52%) ISEB
11 28 (0.51%) CCNA
12 26 (0.47%) Postgraduate
13 21 (0.38%) CISA
13 21 (0.38%) MCSE
13 21 (0.38%) SANS
14 17 (0.31%) CCIE
14 17 (0.31%) GCIH
Quality Assurance & Compliance
1 180 (3.26%) QA
2 145 (2.62%) Data Quality
3 57 (1.03%) SLA
4 30 (0.54%) ISO/IEC 27001
5 27 (0.49%) MiFID
6 18 (0.33%) COBIT
6 18 (0.33%) PCI DSS
7 17 (0.31%) GCP
8 13 (0.24%) PMO
9 9 (0.16%) IFRS
9 9 (0.16%) IFRS 9
10 7 (0.13%) GPG13
10 7 (0.13%) Sarbanes-Oxley
11 4 (0.072%) Basel III
11 4 (0.072%) Dodd-Frank
11 4 (0.072%) SDET
12 3 (0.054%) SNOMED CT
13 2 (0.036%) FATCA
13 2 (0.036%) HIPAA
13 2 (0.036%) ISO/IEC 17799
System Software
1 252 (4.56%) Docker
2 216 (3.91%) HDFS
3 152 (2.75%) Apache Flume
4 92 (1.66%) VMware Infrastructure
5 67 (1.21%) Hyper-V
6 43 (0.78%) Active Directory
7 40 (0.72%) Apache ZooKeeper
8 23 (0.42%) Virtual Machines
9 13 (0.24%) VirtualBox
10 7 (0.13%) Oracle RAC
10 7 (0.13%) Snort
10 7 (0.13%) vSphere
11 6 (0.11%) KVM
12 4 (0.072%) Xen
13 2 (0.036%) etcd
13 2 (0.036%) GridGain
13 2 (0.036%) iptables
14 1 (0.018%) LXC
14 1 (0.018%) UAG
14 1 (0.018%) vCloud
Systems Management
1 255 (4.61%) Puppet
2 220 (3.98%) Ansible
2 220 (3.98%) Opscode Chef
3 106 (1.92%) Kibana
4 102 (1.84%) Salt
5 100 (1.81%) Oozie
6 85 (1.54%) logstash
7 83 (1.50%) Kubernetes
8 51 (0.92%) Hadoop YARN
9 31 (0.56%) Mesos
10 26 (0.47%) Terraform
11 16 (0.29%) Ambari
12 11 (0.20%) Graphite
13 9 (0.16%) Nagios
14 7 (0.13%) Host Intrusion Detection System
14 7 (0.13%) Packer
14 7 (0.13%) QRadar
14 7 (0.13%) Rundeck
15 6 (0.11%) Grafana
15 6 (0.11%) Riemann
Vendors
1 619 (11.20%) Oracle
2 520 (9.40%) Microsoft
3 336 (6.08%) Tableau
4 284 (5.14%) Google
5 158 (2.86%) SAP
6 137 (2.48%) Cloudera
7 116 (2.10%) Hortonworks
8 105 (1.90%) Talend
9 103 (1.86%) VMware
10 71 (1.28%) Informatica
11 69 (1.25%) Cognos
12 68 (1.23%) Teradata
13 57 (1.03%) IBM
14 56 (1.01%) Red Hat
15 53 (0.96%) Splunk
16 51 (0.92%) TIBCO
17 42 (0.76%) Adobe
18 39 (0.71%) Salesforce.com
19 35 (0.63%) MapR
19 35 (0.63%) MicroStrategy
London
Oliver Bernard
Salary: £55000 - £70000 per annum + Excellent bonus & benefits
Posted: 6 hours ago
Cambridge, Cambridgeshire
Client Server
Salary: £80k to £100k + benefits
Posted: 7 hours ago
Aldershot, Hampshire
Austin Fraser
Salary: £75000 - £80000 per annum + Benefits and Bonus
Posted: 9 hours ago
London
Hanover Recruitment
Salary: £70000.00 - £90000.00 per annum + Bonus and benefits
Posted: 7 hours ago
Greater Manchester
ANSON MCCADE
Salary: £60 - 80k + excellent, comprehensive package
Posted: 6 hours ago
Bristol Area
ANSON MCCADE
Salary: £60 - 80k + excellent, comprehensive package
Posted: 6 hours ago
City, London
ANSON MCCADE
Salary: £60 - 80k + excellent, comprehensive package
Posted: 6 hours ago
Sheffield, South Yorkshire
Evolution Recruitment Solutions
Salary: 60,000
Posted: 12 hours ago
Surrey
Churchill Frank
Salary: £50000 - £70000 per annum
Posted: 14 hours ago
Bristol, Avon
Sanderson
Salary: £55000 - £85000 per annum + Benefits
Posted: 5 hours ago
Leeds, West Yorkshire
JM
Salary: £40000 - £50000 per annum + bonus, benefits
Posted: 4 hours ago
Manchester, Lancashire
Evolution Recruitment Solutions
Salary: 40,000 - 60,000 plus excellent benefits
Posted: 6 hours ago
West London
Careerwise UK Limited
Salary: £85000 - £95000 per annum + bonus, benefits, negotiable
Posted: 6 hours ago
Manchester, Lancashire
Venturi
Salary: £55000 - £65000 per annum + Bonus + Benefits
Posted: 13 hours ago
London
TEKsystems
Salary: £140000 - £200000 per annum + bonus and benefits
Posted: 7 hours ago
London
The People Network
Salary: £60000 - £75000 per annum, Benefits 10% bonus, pension, medical
Posted: 5 hours ago
St. Albans, Hertfordshire
Understanding Recruitment
Salary: £50000 - £60000 per annum + very good bonus
Posted: 11 hours ago
London
The People Network
Salary: £70000 - £90000 per annum, Benefits 10% bonus, benefits
Posted: 5 hours ago
London
Venturi
Salary: £50000 - £55000.00 per annum
Posted: 12 hours ago
Central London / West End
Brightred Resourcing Limited
Salary: From £80,000 to £90,000 per annum plus bonus and benefits
Posted: 5 hours ago
Surrey
TEKsystems
Salary: £50000 - £75000 per annum
Posted: 15 hours ago
City, London
I3
Salary: £50000 - £75000 per annum + bonus + bens
Posted: 15 hours ago
London
Spectrum IT Recruitment (South) Ltd
Salary: £55000 - £70000 per annum + Benefits + Bonus
Posted: 8 hours ago
London
set2recruit
Salary: Unspecified DOE + Benefits
Posted: 6 hours ago
City, London
Big Wednesday Digital Ltd
Salary: £35000 - £55000 per annum + Negotiable
Posted: 15 hours ago
London
Venturi
Salary: £45000 - £50000 per annum + Bonus + Benefits + Home Working
Posted: 13 hours ago
London
Austin Fraser
Salary: £50000 - £70000 per annum
Posted: 4 hours ago
Slough, Berkshire
Spencer Rose
Salary: £45000 - £55000 per annum + + bonus & excellent benefits
Posted: 9 hours ago
Central London / West End
Evolution Recruitment Solutions
Salary: up to 60K DOE
Posted: 10 hours ago
Central London / West End
Evolution Recruitment Solutions
Salary: 25K DOE
Posted: 10 hours ago