The following table provides summary statistics for permanent job vacancies with a requirement for Big Data skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data over the 3 months to 25 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
25 Mar 2017
Same period 2016 Same period 2015
Big Data
UK
Rank 80 100 162
Rank change year-on-year +20 +62  
Permanent jobs citing Big Data 2852 3042 2092
As % of all permanent IT jobs advertised in the UK 3.36% 2.95% 1.97%
As % of the Database & Business Intelligence category 10.96% 9.52% 6.29%
Number of salaries quoted 2332 2387 1729
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 £92,500 £90,000 £87,500
UK excluding London median salary £55,000 £50,000 £52,500
% change year-on-year +10.00% -4.76%  

Big Data is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
UK
Permanent job vacancies with a requirement for database and business intelligence skills 26030 31968 33257
As % of all permanent IT job vacancies advertised in the UK 30.65% 30.95% 31.31%
Number of salaries quoted 22065 27219 28171
Median salary £47,500 £50,000 £45,000
Median salary % change year-on-year -5.00% +11.11%  
90% offered a salary of more than £32,500 £32,500 £31,000
10% offered a salary of more than £72,500 £70,000 £70,000
UK excluding London median salary £42,500 £42,500 £40,000
% change year-on-year - +6.25%  

Big Data
Job Vacancy Trend

The job posting trend of jobs advertised citing Big Data as a proportion of all permanent or contract IT jobs with a match in the Database & Business Intelligence category.

Job vacancy trend for Big Data in the UK

Big Data
Salary Trend

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

Salary trend for Big Data in the UK

Big Data
Salary Histogram

The salary distribution of IT jobs citing Big Data over the 3 months to 25 March 2017.

Salary histogram for Big Data in the UK

Big Data
Top 30 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Big Data within the UK over the 3 months to 25 March 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
England +19 2697 £62,500 +4.16% 399
London +15 1633 £67,500 +3.84% 243
South East +25 393 £60,000 +20.00% 59
City of London +11 231 £65,000 +4.00% 67
South West +41 192 £54,500 +9.00% 24
North West +42 145 £57,500 +35.29% 27
Manchester +44 124 £57,500 +27.77% 21
East of England +6 107 £50,000 - 16
Berkshire -18 107 £52,500 +16.66% 17
Surrey +40 91 £60,000 - 14
East Midlands +65 89 £60,000 +20.00% 6
Oxfordshire +37 87 £55,000 -4.34% 12
Scotland +63 86 £60,000 +33.33% 13
West Midlands +6 76 £55,000 -4.34% 5
Bristol +34 72 £60,000 +36.36% 7
Gloucestershire +4 63 £52,500 -2.77% 7
Birmingham +52 57 £57,500 +6.97% 4
Reading -29 56 £51,500 +14.44% 13
Yorkshire -44 56 £55,000 - 16
Nottinghamshire +43 51 £65,000 -3.70% 2
Hampshire -16 50 £62,500 +38.88% 7
Cambridgeshire -1 49 £50,000 -16.66% 12
Edinburgh +22 48 £60,000 +11.62% 7
Cambridge +17 46 £50,000 -10.71% 10
Nottingham +42 45 £65,000 -3.70% 2
Glasgow +54 44 £60,000 +41.17% 5
West Yorkshire -36 44 £55,000 - 14
Leeds -38 37 £55,000 - 14
Oxford +7 25 £50,000 +17.64% 4
Buckinghamshire +28 24 £50,000 -19.02% 2

Big Data
Top 30 Related IT Skills

For the 6 months to 25 March 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 with a requirement for Big Data.

1 2470 (42.27%) Agile Software Development
2 2336 (39.97%) Java
3 2042 (34.94%) Hadoop
4 1850 (31.66%) Analytics
5 1732 (29.64%) SQL
6 1647 (28.18%) Python
7 1412 (24.16%) Apache Spark
8 1375 (23.53%) Finance
9 1176 (20.12%) Business Intelligence
10 1138 (19.47%) NoSQL
11 1037 (17.74%) Degree
12 948 (16.22%) Amazon AWS
13 918 (15.71%) JavaScript
14 913 (15.62%) C#
15 873 (14.94%) SQL Server
16 835 (14.29%) Software Engineering
17 828 (14.17%) Machine Learning
18 764 (13.07%) Scala
19 758 (12.97%) MongoDB
20 757 (12.95%) TDD
21 751 (12.85%) .NET
22 744 (12.73%) Linux
23 730 (12.49%) Scrum
24 705 (12.06%) Apache Hive
25 704 (12.05%) Data Warehouse
26 679 (11.62%) Computer Science
27 645 (11.04%) Oracle
28 631 (10.80%) ETL
29 625 (10.69%) DevOps
30 624 (10.68%) Microsoft

Big Data
Top Related IT Skills 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 1412 (24.16%) Apache Spark
2 441 (7.55%) Elasticsearch
3 409 (7.00%) Apache
4 375 (6.42%) Apache Pig
5 311 (5.32%) SAS
6 196 (3.35%) Tomcat
7 184 (3.15%) JBoss
8 168 (2.87%) Apache Solr
9 134 (2.29%) WebSphere
10 133 (2.28%) Jetty
11 120 (2.05%) WebLogic
12 102 (1.75%) OpenStack
13 69 (1.18%) CMS
14 55 (0.94%) SharePoint
15 51 (0.87%) Confluence
16 37 (0.63%) GlassFish
17 27 (0.46%) nginx
18 22 (0.38%) Oracle SOA Suite
19 18 (0.31%) BizTalk Server
19 18 (0.31%) IIS
Applications
1 295 (5.05%) MS Excel
2 113 (1.93%) SPSS
3 46 (0.79%) MS PowerPoint
4 27 (0.46%) MS Office
5 8 (0.14%) Spreadsheet
5 8 (0.14%) Stata
6 6 (0.10%) Weka
7 5 (0.086%) SPSS Modeler
8 4 (0.068%) S-PLUS
9 3 (0.051%) Adobe Creative Suite
9 3 (0.051%) Gephi
9 3 (0.051%) InVision
9 3 (0.051%) MS Visio
10 2 (0.034%) Mathcad
10 2 (0.034%) Photoshop
10 2 (0.034%) Simulink
11 1 (0.017%) Adobe Illustrator
11 1 (0.017%) EViews
11 1 (0.017%) MS Project
11 1 (0.017%) OmniGraffle
Business Applications
1 25 (0.43%) Dynamics CRM
1 25 (0.43%) SAP Oil and Gas
2 15 (0.26%) Magento
3 11 (0.19%) SAP CRM
4 8 (0.14%) Sage 200
4 8 (0.14%) Salesforce.com CRM
5 7 (0.12%) Dynamics AX
5 7 (0.12%) Eloqua
5 7 (0.12%) SAP ERP
6 5 (0.086%) FastStats
6 5 (0.086%) HFM
6 5 (0.086%) Hyperion Enterprise
6 5 (0.086%) Oracle BPM
6 5 (0.086%) Remedy AR System
6 5 (0.086%) Remedy ITSM
7 4 (0.068%) SAP S/4HANA
8 3 (0.051%) Adobe Campaign
8 3 (0.051%) Data Workbench
8 3 (0.051%) SAP MDG
8 3 (0.051%) SAP Retail
Cloud Services
1 948 (16.22%) Amazon AWS
2 557 (9.53%) Microsoft Azure
3 289 (4.95%) SaaS
4 189 (3.23%) Cloud Computing
5 127 (2.17%) Google Cloud Platform
6 97 (1.66%) GitHub
7 75 (1.28%) PaaS
8 69 (1.18%) Amazon EMR
9 67 (1.15%) Amazon S3
9 67 (1.15%) Google Analytics
10 59 (1.01%) Amazon EC2
11 42 (0.72%) IaaS
12 35 (0.60%) Amazon Kinesis
13 27 (0.46%) Office 365
14 25 (0.43%) Adobe Analytics
14 25 (0.43%) Azure Machine Learning
15 19 (0.33%) AWS Lambda
16 16 (0.27%) AWS CloudFormation
17 11 (0.19%) Amazon SQS
18 10 (0.17%) Route 53
Communications & Networking
1 188 (3.22%) Internet
2 64 (1.10%) HTTP
3 50 (0.86%) Kerberos
4 47 (0.80%) Firewall
5 46 (0.79%) Network Security
6 38 (0.65%) TCP/IP
7 28 (0.48%) SSL
8 20 (0.34%) DNS
9 18 (0.31%) Unified Communications
10 16 (0.27%) LDAP
11 12 (0.21%) SAN
11 12 (0.21%) Wireshark
12 11 (0.19%) HTTPS
12 11 (0.19%) Intranet
13 10 (0.17%) FTP
14 9 (0.15%) tcpdump
15 8 (0.14%) LAN
15 8 (0.14%) VPN
16 7 (0.12%) WAN
17 6 (0.10%) Wireless
Database & Business Intelligence
1 2042 (34.94%) Hadoop
2 1138 (19.47%) NoSQL
3 873 (14.94%) SQL Server
4 758 (12.97%) MongoDB
5 705 (12.06%) Apache Hive
6 704 (12.05%) Data Warehouse
7 555 (9.50%) Relational Database
8 540 (9.24%) MySQL
9 448 (7.67%) Apache Cassandra
10 393 (6.72%) SQL Server Integration Services
11 379 (6.49%) HBase
12 323 (5.53%) SQL Server Reporting Services
13 287 (4.91%) RDBMS
14 285 (4.88%) SQL Server Analysis Services
15 265 (4.53%) PostgreSQL
16 225 (3.85%) Power BI
17 223 (3.82%) Data Mining
18 201 (3.44%) Redis
19 185 (3.17%) QlikView
20 133 (2.28%) Sqoop
Development Applications
1 364 (6.23%) Git (software)
2 193 (3.30%) Jenkins
3 178 (3.05%) JIRA
4 121 (2.07%) Talend Open Studio
5 120 (2.05%) Selenium
6 119 (2.04%) Maven
7 73 (1.25%) Team Foundation Server
8 70 (1.20%) Subversion
9 61 (1.04%) JUnit
10 57 (0.98%) Visual Studio
11 55 (0.94%) Gradle
12 46 (0.79%) TeamCity
13 44 (0.75%) NUnit
14 34 (0.58%) Atlassian Bamboo
15 30 (0.51%) Cucumber
16 29 (0.50%) Ant
17 28 (0.48%) Mockito
18 24 (0.41%) Bitbucket
18 24 (0.41%) SpecFlow
19 23 (0.39%) Vagrant
General
1 1375 (23.53%) Finance
2 592 (10.13%) Banking
3 556 (9.51%) Retail
4 511 (8.74%) Marketing
5 357 (6.11%) Telecoms
6 204 (3.49%) Games
7 129 (2.21%) Advertising
8 116 (1.98%) Legal
9 71 (1.21%) Investment Banking
10 59 (1.01%) Manufacturing
11 46 (0.79%) Publishing
12 39 (0.67%) Military
13 38 (0.65%) Automotive
14 36 (0.62%) Front Office
15 35 (0.60%) Electronics
16 29 (0.50%) Back Office
17 27 (0.46%) Financial Institution
18 23 (0.39%) Local Government
18 23 (0.39%) Pharmaceutical
19 22 (0.38%) Law
Job Titles
1 2057 (35.20%) Developer
2 847 (14.49%) Architect
3 769 (13.16%) Java Developer
4 468 (8.01%) Senior Developer
5 387 (6.62%) Consultant
6 376 (6.43%) Analyst
7 369 (6.31%) Data Engineer
8 357 (6.11%) Data Scientist
9 329 (5.63%) Data Architect
10 306 (5.24%) Big Data Engineer
11 301 (5.15%) C# Developer
11 301 (5.15%) Software Engineer
12 294 (5.03%) Big Data Developer
13 254 (4.35%) .NET Developer
14 243 (4.16%) Solutions Architect
15 211 (3.61%) Java Engineer
15 211 (3.61%) Software Developer
16 201 (3.44%) Lead Developer
17 198 (3.39%) Big Data Architect
17 198 (3.39%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 751 (12.85%) .NET
2 613 (10.49%) AngularJS
3 548 (9.38%) HTML
4 506 (8.66%) Web Services
5 493 (8.44%) Spring
6 413 (7.07%) Node.js
7 401 (6.86%) CSS
8 360 (6.16%) Kafka
9 354 (6.06%) REST
10 297 (5.08%) React
11 252 (4.31%) HTML5
11 252 (4.31%) RESTful
12 217 (3.71%) XML
13 215 (3.68%) Java EE
14 209 (3.58%) Hibernate
15 204 (3.49%) J2EE
16 162 (2.77%) CSS3
17 158 (2.70%) jQuery
18 154 (2.64%) ASP.NET
19 151 (2.58%) SOAP
Miscellaneous
1 679 (11.62%) Computer Science
2 609 (10.42%) Analytical Skills
3 487 (8.33%) Algorithms
4 196 (3.35%) Enterprise Software
5 189 (3.23%) Fintech
6 178 (3.05%) Credit Risk
7 176 (3.01%) User Experience
8 144 (2.46%) Data Structures
9 141 (2.41%) Internet of Things
10 122 (2.09%) Mobile App
11 95 (1.63%) Social Media
12 87 (1.49%) Management Information System
13 81 (1.39%) Data Centre
14 68 (1.16%) Semantic Web
15 53 (0.91%) PKI
16 50 (0.86%) iPad
17 44 (0.75%) Derivative
17 44 (0.75%) Hedge funds
18 42 (0.72%) Foreign Exchange (FX)
18 42 (0.72%) Virtual Team
Operating Systems
1 744 (12.73%) Linux
2 202 (3.46%) Unix
3 193 (3.30%) Windows
4 147 (2.52%) Android
5 135 (2.31%) Apple iOS
6 58 (0.99%) CentOS
7 40 (0.68%) Red Hat Enterprise Linux
8 39 (0.67%) Ubuntu
9 37 (0.63%) Windows Server
10 14 (0.24%) Windows Server 2012
11 13 (0.22%) AIX
11 13 (0.22%) Windows Server 2008
12 10 (0.17%) Mac OS X
13 9 (0.15%) Debian
13 9 (0.15%) Windows Phone
14 8 (0.14%) Windows Server 2003
15 6 (0.10%) Solaris
15 6 (0.10%) Windows 10
15 6 (0.10%) Windows 8
16 4 (0.068%) HPUX
Processes & Methodologies
1 2470 (42.27%) Agile Software Development
2 1850 (31.66%) Analytics
3 1176 (20.12%) Business Intelligence
4 835 (14.29%) Software Engineering
5 828 (14.17%) Machine Learning
6 757 (12.95%) TDD
7 730 (12.49%) Scrum
8 631 (10.80%) ETL
9 625 (10.69%) DevOps
10 546 (9.34%) Data Analytics
11 518 (8.86%) Visualisation
12 501 (8.57%) Open Source
13 482 (8.25%) Mathematics
14 446 (7.63%) Mentoring
15 426 (7.29%) Continuous Integration
16 416 (7.12%) Data Modelling
17 410 (7.02%) E-Commerce
18 402 (6.88%) OO
19 348 (5.95%) Project Management
20 321 (5.49%) MapReduce
Programming Languages
1 2336 (39.97%) Java
2 1732 (29.64%) SQL
3 1647 (28.18%) Python
4 918 (15.71%) JavaScript
5 913 (15.62%) C#
6 764 (13.07%) Scala
7 539 (9.22%) R
8 416 (7.12%) C++
9 267 (4.57%) Ruby
10 260 (4.45%) T-SQL
11 255 (4.36%) C
11 255 (4.36%) Perl
12 237 (4.06%) PHP
13 185 (3.17%) Bash Shell
14 139 (2.38%) Go
15 102 (1.75%) MATLAB
16 80 (1.37%) PL/SQL
17 53 (0.91%) Data Analysis Expressions (DAX)
18 51 (0.87%) Shell Script
19 44 (0.75%) VBA
Qualifications
1 1037 (17.74%) Degree
2 297 (5.08%) PhD
3 248 (4.24%) Security Cleared
4 138 (2.36%) DV Cleared
5 92 (1.57%) CISSP
6 80 (1.37%) Microsoft Certification
7 63 (1.08%) SC Cleared
8 46 (0.79%) CISM
9 34 (0.58%) ISEB
10 31 (0.53%) GCIA
11 30 (0.51%) CEH
11 30 (0.51%) Cisco Certification
12 29 (0.50%) CISA
12 29 (0.50%) GIAC
13 24 (0.41%) CCNA
14 23 (0.39%) Postgraduate
15 21 (0.36%) PMI Certification
16 19 (0.33%) GCIH
16 19 (0.33%) PMP
17 18 (0.31%) CCIE
Quality Assurance & Compliance
1 220 (3.76%) QA
2 157 (2.69%) Data Quality
3 57 (0.98%) SLA
4 27 (0.46%) ISO/IEC 27001
5 23 (0.39%) MiFID
6 22 (0.38%) PMO
7 20 (0.34%) COBIT
7 20 (0.34%) GCP
8 15 (0.26%) PCI DSS
8 15 (0.26%) Sarbanes-Oxley
9 8 (0.14%) GPG13
10 5 (0.086%) IFRS
10 5 (0.086%) IFRS 9
11 4 (0.068%) GDPR
11 4 (0.068%) SDET
12 3 (0.051%) SNOMED CT
13 2 (0.034%) FATCA
14 1 (0.017%) Basel III
14 1 (0.017%) ISO20022
14 1 (0.017%) Solvency II
System Software
1 281 (4.81%) Docker
2 240 (4.11%) HDFS
3 136 (2.33%) Apache Flume
4 91 (1.56%) VMware Infrastructure
5 61 (1.04%) Hyper-V
6 41 (0.70%) Active Directory
7 34 (0.58%) Apache ZooKeeper
8 19 (0.33%) Virtual Machines
9 13 (0.22%) VirtualBox
10 7 (0.12%) KVM
10 7 (0.12%) Snort
11 6 (0.10%) vSphere
12 4 (0.068%) IAG
13 3 (0.051%) Oracle RAC
13 3 (0.051%) vCloud
13 3 (0.051%) Xen
14 2 (0.034%) etcd
14 2 (0.034%) iptables
14 2 (0.034%) NFS
14 2 (0.034%) Squid
Systems Management
1 254 (4.35%) Puppet
2 234 (4.00%) Opscode Chef
3 231 (3.95%) Ansible
4 109 (1.87%) Kibana
5 108 (1.85%) Oozie
6 98 (1.68%) Salt
7 96 (1.64%) Kubernetes
8 85 (1.45%) logstash
9 57 (0.98%) Hadoop YARN
10 49 (0.84%) Mesos
11 28 (0.48%) Terraform
12 18 (0.31%) Ambari
13 12 (0.21%) Packer
14 11 (0.19%) Graphite
15 10 (0.17%) Nagios
16 9 (0.15%) Docker Swarm
16 9 (0.15%) QRadar
17 8 (0.14%) CSIRT
18 7 (0.12%) Host Intrusion Detection System
18 7 (0.12%) Rundeck
Vendors
1 645 (11.04%) Oracle
2 624 (10.68%) Microsoft
3 382 (6.54%) Tableau
4 294 (5.03%) Google
5 166 (2.84%) SAP
6 151 (2.58%) Cloudera
7 124 (2.12%) Hortonworks
8 121 (2.07%) Talend
9 104 (1.78%) VMware
10 91 (1.56%) Informatica
11 81 (1.39%) Splunk
12 77 (1.32%) Teradata
13 67 (1.15%) IBM
14 64 (1.10%) Cognos
15 56 (0.96%) Red Hat
16 52 (0.89%) TIBCO
17 45 (0.77%) MapR
18 44 (0.75%) Salesforce.com
19 43 (0.74%) Netezza
20 42 (0.72%) MicroStrategy
London
Cititec
Salary: £105000 - £115000 per annum + Bonuses + Benefits
Posted: 8 hours ago
Guildford, Surrey
Austin Fraser
Salary: £75000 - £80000 per annum + Benefits and Bonus
Posted: Yesterday
Aldershot, Hampshire
Austin Fraser
Salary: £75000 - £80000 per annum + Benefits and Bonus
Posted: Yesterday
London
Harrington Starr
Salary: £75000 - £85000 per annum + bonus, benefits + training
Posted: 6 hours ago
Epsom, Surrey
Oliver Bernard
Salary: £65000 - £75000 per annum + benefits
Posted: 22 hours ago
London
Nicoll Curtin
Salary: £55000 - £80000.00 per annum + Bonus & Package
Posted: Yesterday
Cambridge, Cambridgeshire
Softweb Resourcing Limited
Salary: From £40,000 to £65,000 per annum Salary DOE + Benefits
Posted: 19 hours ago
London
Venturi
Salary: £50000.00 - £70000.00 per annum + Bonus & Benefits
Posted: Yesterday
City, London
Big Wednesday Digital Ltd
Salary: £55000 - £95000 per annum + negotiable
Posted: Yesterday
Cheltenham, Gloucestershire
Evolution Recruitment Solutions
Salary: 35,000 - 60,000 plsu benefits
Posted: Yesterday
Dursley, Gloucestershire
Claremont Consulting Ltd
Salary: From £36,000 to £45,000 per annum
Posted: Yesterday
City, London
TEKsystems
Salary: £80000 - £95000 per annum + benefits + bonus
Posted: 23 hours ago
London
People Source Consulting
Salary: £48000 - £55000 per annum + bonus + benefits
Posted: Yesterday
City, London
Software Personnel International Ltd
Salary: From £40,000 to £55,000 per annum
Posted: Yesterday
West London
Bentley Whitaker
Salary: From £45,000 to £65,000 per annum + bonus , shares,Pension,health
Posted: Yesterday
London
Nicoll Curtin
Salary: £75000 - £120000.00 per annum + Bonus & Package
Posted: 2 days ago
Gloucester, Gloucestershire
Proactive Appointments
Salary: £36000 - £45000 per annum + Brilliant Benefits
Posted: Yesterday
City, London
Software Personnel International Ltd
Posted: Yesterday
Bristol, Avon
Mortimer Spinks
Salary: £40000 - £50000 per annum
Posted: Yesterday
Stroud, Gloucestershire
Experis Ltd
Posted: Yesterday
Reading, Berkshire
Claremont Consulting Ltd
Salary: From £40,000 to £55,000 per annum Benefits
Posted: Yesterday
Cardiff, South Glamorgan
CPS Group UK
Salary: £35000 per annum
Posted: 2 days ago
City, London
Experis Ltd
Posted: 2 days ago
Manchester, Lancashire
People Source Consulting
Salary: £60000 - £72000 per annum + bonus + benefits
Posted: Yesterday
East London
Lorien Resourcing
Posted: Yesterday
Leeds, West Yorkshire
Parallel Consulting
Salary: £35000 - £40000 per annum + Generous bonus and benefits package
Posted: Yesterday
Stockport, Cheshire
Robert Walters
Salary: £60000 - £70000 per annum
Posted: Yesterday
London
TEKsystems
Salary: £80000 - £90000 per annum + bonus and benefits
Posted: Yesterday
London
Engage PSG
Salary: £55000 - £65000 per annum + 10% bonus
Posted: 3 days ago
Hampshire
Austin Fraser
Salary: £65000 per annum + Benefits, Flex Working and Bonus
Posted: Yesterday