Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Big Data Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Big Data Analytics over the 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Big Data Analytics
UK > England
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 812 834 1018
Rank change year-on-year +22 +184 +143
Permanent jobs citing Big Data Analytics 351 362 259
As % of all permanent IT jobs advertised in England 0.21% 0.20% 0.13%
As % of the Processes & Methodologies category 0.23% 0.23% 0.14%
Number of salaries quoted 284 279 200
England median annual salary £57,500 £60,000 £65,000
Median salary % change year-on-year -4.17% -7.69% +8.33%
10th Percentile £32,500 £36,750 £34,300
90th Percentile £92,500 £88,000 £97,500
UK median annual salary £57,500 £60,000 £65,000
% change year-on-year -4.17% -7.69% +8.33%

Big Data Analytics is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 150826 160156 182795
As % of all permanent IT jobs advertised in England 89.93% 89.37% 88.72%
Number of salaries quoted 119888 134356 152138
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,000 £47,500
% change year-on-year +2.04% +3.16% +5.56%

Big Data Analytics
Job Vacancy Trend in England

Job postings citing Big Data Analytics as a percentage of all IT jobs advertised in England.

Job vacancy trend for Big Data Analytics 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 in England.

Salary trend for Big Data Analytics in England

Big Data Analytics
Salary Histogram in England

The salary distribution of IT jobs citing Big Data Analytics in England over the 6 months to 18 November 2017.

Salary histogram for Big Data Analytics 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 6 months to 18 November 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London +25 234 £60,000 -11.11% 6
South East +59 85 £57,500 +4.55% 3
North of England -2 18 £48,750 -2.50% 1
North West -19 17 £45,000 +20.00%
East of England -11 7 £57,500 +4.55% 1
South West -37 4 £52,500 -4.55% 1
Midlands +25 3 £40,000 -36.00% 2
West Midlands +18 2 £35,000 -53.33% 2
East Midlands +38 1 £40,000 -20.00%
Yorkshire +27 1 £52,500 -12.50% 1
Big Data Analytics
UK

For the 6 months to 18 November 2017, 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.

1 351 (100.00%) Big Data
2 349 (99.43%) Analytics
3 345 (98.29%) Data Analytics
4 177 (50.43%) Agile Software Development
5 133 (37.89%) Python
6 108 (30.77%) SQL
7 104 (29.63%) Java
8 93 (26.50%) Hadoop
9 90 (25.64%) Apache Spark
10 83 (23.65%) Linux
11 82 (23.36%) Degree
12 73 (20.80%) Open Source
13 65 (18.52%) JavaScript
13 65 (18.52%) Finance
14 56 (15.95%) Business Intelligence
14 56 (15.95%) Analytical Skills
15 52 (14.81%) Continuous Integration
16 51 (14.53%) Data Management
17 49 (13.96%) Mathematics
18 48 (13.68%) Data Analysis
19 47 (13.39%) Security Cleared
20 43 (12.25%) Data Modelling
20 43 (12.25%) Microservices
20 43 (12.25%) Creative Thinking
21 42 (11.97%) DV Cleared
22 41 (11.68%) HTML
22 41 (11.68%) C
23 40 (11.40%) Spring
24 39 (11.11%) CSS
24 39 (11.11%) Computer Science

Big Data Analytics
Co-occurring 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 90 (25.64%) Apache Spark
2 34 (9.69%) Elasticsearch
3 29 (8.26%) JBoss
4 26 (7.41%) Moodle
5 25 (7.12%) CMS
6 22 (6.27%) Apache Geronimo
6 22 (6.27%) Tomcat
6 22 (6.27%) WebLogic
6 22 (6.27%) WebSphere
6 22 (6.27%) WildFly
7 16 (4.56%) Apache
8 12 (3.42%) SAS
9 10 (2.85%) Apache Pig
10 7 (1.99%) Apache Solr
10 7 (1.99%) GeoServer
11 6 (1.71%) MS Project Server
12 1 (0.28%) SharePoint
12 1 (0.28%) Tornado
12 1 (0.28%) WordPress
Applications
1 11 (3.13%) Microsoft Excel
2 10 (2.85%) Microsoft PowerPoint
3 7 (1.99%) Microsoft Office
4 6 (1.71%) Microsoft Project
5 2 (0.57%) MS Visio
5 2 (0.57%) SPSS
6 1 (0.28%) Chatbot
Business Applications
1 1 (0.28%) Dynamics CRM
Cloud Services
1 37 (10.54%) Microsoft Azure
2 36 (10.26%) Amazon AWS
3 7 (1.99%) Azure Data Factory
3 7 (1.99%) SaaS
4 6 (1.71%) Cloud Computing
5 4 (1.14%) Amazon EMR
6 3 (0.85%) Basecamp
6 3 (0.85%) npm
6 3 (0.85%) Serverless
6 3 (0.85%) Trello
7 2 (0.57%) GitHub
7 2 (0.57%) Google Cloud Platform
7 2 (0.57%) IaaS
7 2 (0.57%) PaaS
8 1 (0.28%) Amazon EC2
8 1 (0.28%) AWS CloudFormation
8 1 (0.28%) Virtual Private Cloud
Communications & Networking
1 10 (2.85%) Wireless
2 9 (2.56%) Network Security
3 7 (1.99%) Firewall
4 6 (1.71%) LDAP
5 5 (1.42%) SSL
6 4 (1.14%) Internet
6 4 (1.14%) TCP/IP
7 1 (0.28%) Bluetooth
7 1 (0.28%) Ethernet
7 1 (0.28%) Kerberos
7 1 (0.28%) LAN
7 1 (0.28%) MQTT
7 1 (0.28%) WAN
7 1 (0.28%) Wi-Fi
7 1 (0.28%) ZigBee
Database & Business Intelligence
1 351 (100.00%) Big Data
2 93 (26.50%) Hadoop
3 37 (10.54%) Data Warehouse
4 33 (9.40%) NoSQL
5 28 (7.98%) Apache Hive
6 27 (7.69%) MongoDB
7 25 (7.12%) PostgreSQL
8 19 (5.41%) Neo4j
9 18 (5.13%) Amazon DynamoDB
9 18 (5.13%) SQL Server
10 16 (4.56%) InterSystems Cache
10 16 (4.56%) Relational Database
11 15 (4.27%) HBase
11 15 (4.27%) MySQL
12 12 (3.42%) Pentaho
13 11 (3.13%) Sqoop
14 9 (2.56%) SQL Server Integration Services
15 7 (1.99%) HDInsight
15 7 (1.99%) OLAP
16 6 (1.71%) Impala
Development Applications
1 30 (8.55%) JIRA
2 25 (7.12%) Git (software)
3 15 (4.27%) Mocha
4 12 (3.42%) Atlassian Bamboo
4 12 (3.42%) Jenkins
5 11 (3.13%) Selenium
6 8 (2.28%) Talend Open Studio
7 6 (1.71%) RStudio
7 6 (1.71%) SQL Server Management Studio (SSMS)
8 4 (1.14%) Eclipse
9 3 (0.85%) Eclipse RCP
9 3 (0.85%) Maven
10 2 (0.57%) Burp Suite
10 2 (0.57%) Metasploit
10 2 (0.57%) NUnit
10 2 (0.57%) Team Foundation Server
11 1 (0.28%) Travis CI
11 1 (0.28%) Visual Studio
General
1 65 (18.52%) Finance
2 22 (6.27%) Law
3 17 (4.84%) Banking
4 13 (3.70%) Marketing
5 10 (2.85%) Telecoms
6 8 (2.28%) French Language
6 8 (2.28%) Retail
7 7 (1.99%) Military
8 6 (1.71%) Aerospace
8 6 (1.71%) Financial Institution
9 5 (1.42%) Electronics
9 5 (1.42%) Legal
10 4 (1.14%) Manufacturing
11 3 (0.85%) Advertising
12 2 (0.57%) Automotive
12 2 (0.57%) Spanish Language
13 1 (0.28%) Investment Banking
13 1 (0.28%) Publishing
Job Titles
1 76 (21.65%) Developer
2 65 (18.52%) Consultant
3 57 (16.24%) Architect
4 41 (11.68%) Security Consultant
5 29 (8.26%) Analyst
5 29 (8.26%) Analytics Consultant
5 29 (8.26%) Big Data Engineer
5 29 (8.26%) Data Consultant
6 28 (7.98%) Data Engineer
7 27 (7.69%) JavaScript Developer
8 26 (7.41%) Author
8 26 (7.41%) Technical Author
9 24 (6.84%) Big Data Consultant
9 24 (6.84%) Data Analytics Consultant
9 24 (6.84%) Junior
10 22 (6.27%) Python Developer
11 21 (5.98%) Java Architect
11 21 (5.98%) Linux Consultant
11 21 (5.98%) Trainee
11 21 (5.98%) Trainee Consultant
Libraries, Frameworks & Software Standards
1 41 (11.68%) HTML
2 40 (11.40%) Spring
3 39 (11.11%) CSS
4 36 (10.26%) AngularJS
5 34 (9.69%) .NET
6 33 (9.40%) Node.js
7 31 (8.83%) Hibernate
8 28 (7.98%) jQuery
9 22 (6.27%) J2EE
10 21 (5.98%) React
11 20 (5.70%) Django
12 17 (4.84%) J2SE
13 14 (3.99%) Web Services
14 13 (3.70%) Natural Language Processing
15 12 (3.42%) Apache Camel
15 12 (3.42%) Middleware
16 11 (3.13%) XML
17 8 (2.28%) CSS3
17 8 (2.28%) HTML5
18 7 (1.99%) D3.js
Miscellaneous
1 56 (15.95%) Analytical Skills
2 39 (11.11%) Computer Science
3 31 (8.83%) Mobile App
3 31 (8.83%) User Experience
4 30 (8.55%) Enterprise Software
5 15 (4.27%) Security Operations Centre
6 12 (3.42%) Data Centre
6 12 (3.42%) Greenfield Project
6 12 (3.42%) Management Information System
7 11 (3.13%) Social Media
8 8 (2.28%) Algorithms
8 8 (2.28%) Linux Command Line
9 7 (1.99%) Fintech
10 6 (1.71%) Cyberthreat
10 6 (1.71%) Social Network
11 5 (1.42%) Data Protection Act
11 5 (1.42%) PKI
12 4 (1.14%) Data Structures
12 4 (1.14%) Internet of Things
13 2 (0.57%) Cyber Attack
Operating Systems
1 83 (23.65%) Linux
2 33 (9.40%) Windows
3 13 (3.70%) Unix
4 8 (2.28%) CentOS
4 8 (2.28%) Ubuntu
5 6 (1.71%) AIX
5 6 (1.71%) HPUX
5 6 (1.71%) Mac OS X
5 6 (1.71%) Solaris
6 3 (0.85%) Windows Server
7 2 (0.57%) Kali Linux
8 1 (0.28%) Android
8 1 (0.28%) Apple iOS
Processes & Methodologies
1 349 (99.43%) Analytics
2 345 (98.29%) Data Analytics
3 177 (50.43%) Agile Software Development
4 73 (20.80%) Open Source
5 56 (15.95%) Business Intelligence
6 52 (14.81%) Continuous Integration
7 51 (14.53%) Data Management
8 49 (13.96%) Mathematics
9 48 (13.68%) Data Analysis
10 43 (12.25%) Creative Thinking
10 43 (12.25%) Data Modelling
10 43 (12.25%) Microservices
11 39 (11.11%) Innovative Thinking
12 38 (10.83%) DevOps
13 37 (10.54%) SDLC
13 37 (10.54%) SOA
14 36 (10.26%) Scrum
15 34 (9.69%) Machine Learning
16 32 (9.12%) Visualisation
17 31 (8.83%) Master Data Management
Programming Languages
1 133 (37.89%) Python
2 108 (30.77%) SQL
3 104 (29.63%) Java
4 65 (18.52%) JavaScript
5 41 (11.68%) C
6 31 (8.83%) R
7 27 (7.69%) Bash Shell
8 26 (7.41%) C#
9 22 (6.27%) Scala
10 20 (5.70%) Perl
11 16 (4.56%) MATLAB
12 14 (3.99%) Go
13 11 (3.13%) C++
13 11 (3.13%) T-SQL
14 9 (2.56%) PowerShell
15 7 (1.99%) Jython
16 6 (1.71%) ES6
17 5 (1.42%) Ruby
18 4 (1.14%) Korn
19 3 (0.85%) PHP
Qualifications
1 82 (23.36%) Degree
2 47 (13.39%) Security Cleared
3 42 (11.97%) DV Cleared
4 34 (9.69%) SC Cleared
5 16 (4.56%) Computer Science Degree
6 6 (1.71%) Numerate Degree
6 6 (1.71%) PhD
7 5 (1.42%) Master's Degree
8 2 (0.57%) CISM
8 2 (0.57%) CISSP
9 1 (0.28%) CESG Certified Professional
9 1 (0.28%) ISO 27001 Lead Auditor
9 1 (0.28%) ISO 27001 Lead Implementer
9 1 (0.28%) MBA
9 1 (0.28%) PMI Certification
9 1 (0.28%) PMP
9 1 (0.28%) PRINCE2 Certification
Quality Assurance & Compliance
1 26 (7.41%) Data Quality
2 8 (2.28%) ISO/IEC 27001
3 7 (1.99%) PCI DSS
4 5 (1.42%) GDPR
5 4 (1.14%) QA
5 4 (1.14%) SLA
6 2 (0.57%) GCP
6 2 (0.57%) Sarbanes-Oxley
7 1 (0.28%) GPG13
7 1 (0.28%) HMG Security Policy Framework
7 1 (0.28%) PMO
System Software
1 15 (4.27%) Docker
2 11 (3.13%) Apache Flume
3 7 (1.99%) HDFS
4 3 (0.85%) Active Directory
4 3 (0.85%) Hyper-V
4 3 (0.85%) Snort
4 3 (0.85%) VMware Infrastructure
5 1 (0.28%) Apache ZooKeeper
Systems Management
1 5 (1.42%) Oozie
2 4 (1.14%) Nagios
3 2 (0.57%) Computer Incident Response Team
3 2 (0.57%) Terraform
4 1 (0.28%) Ansible
4 1 (0.28%) HAProxy
4 1 (0.28%) Kubernetes
4 1 (0.28%) Marathon
Vendors
1 32 (9.12%) Splunk
2 29 (8.26%) Oracle
3 21 (5.98%) Microsoft
3 21 (5.98%) Red Hat
4 18 (5.13%) Tableau
5 11 (3.13%) SAP
6 10 (2.85%) Cloudera
6 10 (2.85%) Cognizant
7 8 (2.28%) Cisco
7 8 (2.28%) Talend
8 7 (1.99%) TOWER Software
8 7 (1.99%) Vertica
9 6 (1.71%) VMware
10 5 (1.42%) Alteryx
10 5 (1.42%) HP
10 5 (1.42%) Informatica
10 5 (1.42%) Teradata
11 3 (0.85%) Hortonworks
11 3 (0.85%) Sourcefire
12 2 (0.57%) Google