Period
to 19 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the East of England with a requirement for Hadoop skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Hadoop over the 6 months to 19 November 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > East of England
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 210 265 297
Rank change year-on-year +55 +32 +19
Permanent jobs citing Hadoop 143 100 99
As % of all permanent IT jobs advertised in the East of England 1.20% 0.76% 0.64%
As % of the Database & Business Intelligence category 4.30% 2.79% 2.25%
Number of salaries quoted 72 68 94
East of England median annual salary £55,000 £52,500 £54,500
Median salary % change year-on-year +4.76% -3.67% +9.00%
10th Percentile £36,346 £40,000 £39,325
90th Percentile £80,000 £69,375 £87,250
England median annual salary £62,500 £62,500 £65,000
% change year-on-year - -3.85% +8.33%

Hadoop is in the Databases and Business Intelligence category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the East of England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
East of England
Permanent vacancies with a requirement for database or business intelligence skills 3326 3586 4403
As % of all permanent IT jobs advertised in the East of England 27.91% 27.27% 28.65%
Number of salaries quoted 2764 3020 3785
East of England median annual salary £45,000 £45,000 £45,000
10th Percentile £30,000 £27,500 £26,250
90th Percentile £67,500 £67,500 £63,750
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Hadoop
Job Vacancy Trend in the East of England

Job postings citing Hadoop as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for Hadoop in the East of England

Hadoop
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Hadoop in the East of England.

Salary trend for Hadoop in the East of England

Hadoop
Salary Histogram in the East of England

The salary distribution of IT jobs citing Hadoop in the East of England over the 6 months to 19 November 2017.

Salary histogram for Hadoop in the East of England

Hadoop
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the East of England region over the 6 months to 19 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
Cambridgeshire -6 51 £75,000 +50.00% 3
Hertfordshire +10 26 £44,500 -15.24% 5
Norfolk +19 22 £37,500 -16.67%
Bedfordshire +42 21 £62,500 +21.36% 2
Essex +33 21 £58,250 +5.91% 2
Suffolk +3 2 £42,250 -23.18%
Hadoop
England

For the 6 months to 19 November 2017, IT jobs citing Hadoop 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 East of England region with a requirement for Hadoop.

1 94 (65.73%) Big Data
2 87 (60.84%) Apache Spark
3 81 (56.64%) Python
4 69 (48.25%) Java
5 53 (37.06%) Machine Learning
6 51 (35.66%) SQL
7 49 (34.27%) Analytical Skills
8 48 (33.57%) Analytics
9 42 (29.37%) Tableau
10 39 (27.27%) Agile Software Development
11 38 (26.57%) R
12 37 (25.87%) Software Engineering
13 36 (25.17%) Scala
13 36 (25.17%) Amazon AWS
14 35 (24.48%) Visualisation
14 35 (24.48%) Business Intelligence
15 29 (20.28%) Data Visualisation
15 29 (20.28%) Data Warehouse
15 29 (20.28%) Degree
16 28 (19.58%) Apache Hive
17 26 (18.18%) Mathematics
17 26 (18.18%) Cloudera
18 25 (17.48%) Impala
18 25 (17.48%) Retail
19 24 (16.78%) SAS
20 23 (16.08%) Linux
21 22 (15.38%) Finance
21 22 (15.38%) Security Cleared
21 22 (15.38%) Apache Flume
21 22 (15.38%) MapReduce

Hadoop
Co-occurring IT Skills in the East of 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 87 (60.84%) Apache Spark
2 24 (16.78%) SAS
3 11 (7.69%) Apache
4 9 (6.29%) Tomcat
5 7 (4.90%) Apache Pig
5 7 (4.90%) Apache Solr
6 4 (2.80%) JBoss
7 3 (2.10%) Elasticsearch
7 3 (2.10%) Jetty
7 3 (2.10%) MediaWiki
7 3 (2.10%) OpenStack
7 3 (2.10%) WebLogic
8 2 (1.40%) IIS
9 1 (0.70%) Skype for Business
Applications
1 4 (2.80%) SPSS
2 3 (2.10%) Pipeline Pilot
Business Applications
1 1 (0.70%) Adobe Campaign
Cloud Services
1 36 (25.17%) Amazon AWS
2 13 (9.09%) Microsoft Azure
3 8 (5.59%) Amazon EMR
3 8 (5.59%) Amazon Kinesis
4 7 (4.90%) Google Cloud Platform
5 3 (2.10%) Azure Machine Learning
5 3 (2.10%) Cloud Computing
6 2 (1.40%) Amazon S3
7 1 (0.70%) Amazon EC2
7 1 (0.70%) Azure Active Directory
7 1 (0.70%) Cortana Intelligence Suite
7 1 (0.70%) Office 365
Communications & Networking
1 7 (4.90%) Internet
Database & Business Intelligence
1 94 (65.73%) Big Data
2 29 (20.28%) Data Warehouse
3 28 (19.58%) Apache Hive
4 25 (17.48%) Impala
5 21 (14.69%) Apache Cassandra
5 21 (14.69%) HBase
6 19 (13.29%) Relational Database
7 16 (11.19%) SQL Server
8 15 (10.49%) MongoDB
8 15 (10.49%) NoSQL
9 14 (9.79%) Data Mining
10 13 (9.09%) Sqoop
11 12 (8.39%) MySQL
11 12 (8.39%) Redis
12 11 (7.69%) QlikView
13 10 (6.99%) Power BI
13 10 (6.99%) SQL Server Integration Services
14 8 (5.59%) Amazon Redshift
14 8 (5.59%) Semantic Layer
15 7 (4.90%) SAS EBI
Development Applications
1 16 (11.19%) Maven
2 15 (10.49%) Git (software)
3 13 (9.09%) Jenkins
4 9 (6.29%) Eclipse
5 7 (4.90%) TeamCity
6 4 (2.80%) Gerrit
6 4 (2.80%) Grunt
6 4 (2.80%) Jasmine
6 4 (2.80%) Selenium
7 3 (2.10%) Artifactory
7 3 (2.10%) Bugzilla
7 3 (2.10%) Buildbot
7 3 (2.10%) FindBugs
7 3 (2.10%) JUnit
7 3 (2.10%) Log4j
7 3 (2.10%) Mercurial
7 3 (2.10%) Mockito
7 3 (2.10%) SCons
8 2 (1.40%) Team Foundation Server
8 2 (1.40%) Visual Studio
General
1 25 (17.48%) Retail
2 22 (15.38%) Finance
3 13 (9.09%) Marketing
4 8 (5.59%) Publishing
5 4 (2.80%) Automotive
5 4 (2.80%) Banking
6 3 (2.10%) Games
7 2 (1.40%) Advertising
8 1 (0.70%) Law
8 1 (0.70%) Legal
Job Titles
1 32 (22.38%) Data Scientist
2 21 (14.69%) Developer
3 13 (9.09%) Big Data Engineer
4 12 (8.39%) Analyst
4 12 (8.39%) Analytics Manager
4 12 (8.39%) Hadoop Developer
5 11 (7.69%) Analytics Consultant
5 11 (7.69%) Business Intelligence Specialist
5 11 (7.69%) Consultant
5 11 (7.69%) Data Analytics Consultant
5 11 (7.69%) Data Consultant
5 11 (7.69%) Data Engineer
5 11 (7.69%) Data Manager
5 11 (7.69%) SAS Consultant
6 10 (6.99%) Data Analytics Manager
6 10 (6.99%) Java Developer
6 10 (6.99%) Systems Engineer
7 9 (6.29%) Business Intelligence Analyst
7 9 (6.29%) Tableau Specialist
8 8 (5.59%) Business Intelligence Business Analyst
Libraries, Frameworks & Software Standards
1 18 (12.59%) Web Services
2 17 (11.89%) Kafka
3 15 (10.49%) JSON
4 14 (9.79%) Spring
4 14 (9.79%) TensorFlow
5 9 (6.29%) scikit-learn
6 8 (5.59%) .NET
7 7 (4.90%) Natural Language Processing
8 6 (4.20%) Spring MVC
8 6 (4.20%) XML
9 5 (3.50%) AngularJS
9 5 (3.50%) Apache Avro
9 5 (3.50%) D3.js
9 5 (3.50%) HTML
10 3 (2.10%) Guava
10 3 (2.10%) jOOQ
10 3 (2.10%) Protocol Buffers
10 3 (2.10%) PySpark
10 3 (2.10%) Struts
10 3 (2.10%) ZeroMQ
Miscellaneous
1 49 (34.27%) Analytical Skills
2 18 (12.59%) Foreign Exchange (FX)
3 10 (6.99%) Blog
4 7 (4.90%) Computer Science
5 5 (3.50%) Fintech
5 5 (3.50%) Life Science
6 4 (2.80%) Algorithms
6 4 (2.80%) Data Structures
6 4 (2.80%) Greenfield Project
7 3 (2.10%) Data Protection Act
7 3 (2.10%) Grid Computing
8 2 (1.40%) Internet of Things
9 1 (0.70%) Equities
9 1 (0.70%) HoloLens
9 1 (0.70%) Kinect
9 1 (0.70%) Management Information System
9 1 (0.70%) Mobile App
9 1 (0.70%) Online Games
9 1 (0.70%) PMI
9 1 (0.70%) User Experience
Operating Systems
1 23 (16.08%) Linux
2 4 (2.80%) Windows
3 3 (2.10%) Windows Server
4 2 (1.40%) Unix
5 1 (0.70%) Android
5 1 (0.70%) Apple iOS
5 1 (0.70%) Red Hat Enterprise Linux
5 1 (0.70%) SUSE Linux Enterprise Server
Processes & Methodologies
1 53 (37.06%) Machine Learning
2 48 (33.57%) Analytics
3 39 (27.27%) Agile Software Development
4 37 (25.87%) Software Engineering
5 35 (24.48%) Business Intelligence
5 35 (24.48%) Visualisation
6 29 (20.28%) Data Visualisation
7 26 (18.18%) Mathematics
8 22 (15.38%) MapReduce
9 21 (14.69%) Signal Processing
10 19 (13.29%) Data Management
10 19 (13.29%) Statistics
11 18 (12.59%) Strategic Thinking
11 18 (12.59%) Yield Management
12 15 (10.49%) ETL
13 14 (9.79%) Stakeholder Management
14 13 (9.09%) Data Integration
15 12 (8.39%) Data Architecture
15 12 (8.39%) DevOps
15 12 (8.39%) Statistical Modelling
Programming Languages
1 81 (56.64%) Python
2 69 (48.25%) Java
3 51 (35.66%) SQL
4 38 (26.57%) R
5 36 (25.17%) Scala
6 17 (11.89%) C++
7 14 (9.79%) Perl
8 13 (9.09%) C
9 12 (8.39%) Bash Shell
10 11 (7.69%) MATLAB
11 10 (6.99%) Shell Script
12 9 (6.29%) C#
12 9 (6.29%) JavaScript
13 7 (4.90%) Ruby
14 6 (4.20%) HiveQL
14 6 (4.20%) T-SQL
15 4 (2.80%) VB.NET
16 2 (1.40%) PowerShell
17 1 (0.70%) ES6
17 1 (0.70%) PL/SQL
Qualifications
1 29 (20.28%) Degree
2 22 (15.38%) Security Cleared
3 14 (9.79%) Numerate Degree
4 10 (6.99%) PhD
5 3 (2.10%) Computer Science Degree
5 3 (2.10%) MCITP
5 3 (2.10%) MCTS
5 3 (2.10%) Microsoft Certification
5 3 (2.10%) Postgraduate
6 1 (0.70%) CESG Certified Professional
6 1 (0.70%) ISO 27001 Lead Auditor
6 1 (0.70%) ISO 27001 Lead Implementer
6 1 (0.70%) MBA
6 1 (0.70%) PMI Certification
6 1 (0.70%) PMP
6 1 (0.70%) SC Cleared
Quality Assurance & Compliance
1 12 (8.39%) Data Quality
2 3 (2.10%) GDPR
2 3 (2.10%) PCI DSS
2 3 (2.10%) SLA
3 2 (1.40%) ISO/IEC 27001
4 1 (0.70%) GPG13
4 1 (0.70%) HMG Security Policy Framework
4 1 (0.70%) QA
System Software
1 22 (15.38%) Apache Flume
2 10 (6.99%) HDFS
3 9 (6.29%) Apache ZooKeeper
4 4 (2.80%) Active Directory
5 3 (2.10%) Docker
6 1 (0.70%) Oracle RAC
6 1 (0.70%) Virtual Machines
6 1 (0.70%) VMware Infrastructure
6 1 (0.70%) vSphere
Systems Management
1 19 (13.29%) Puppet
2 10 (6.99%) Cobbler
3 7 (4.90%) Ansible
3 7 (4.90%) Hadoop YARN
4 6 (4.20%) Oozie
4 6 (4.20%) Opscode Chef
5 1 (0.70%) Failover Clustering
5 1 (0.70%) Mesos
5 1 (0.70%) Nagios
5 1 (0.70%) Packer
Vendors
1 42 (29.37%) Tableau
2 26 (18.18%) Cloudera
3 14 (9.79%) Oracle
4 10 (6.99%) IBM
5 9 (6.29%) Google
6 6 (4.20%) Microsoft
7 5 (3.50%) Intel
7 5 (3.50%) NVIDIA
8 4 (2.80%) SAP
9 3 (2.10%) Teradata
10 2 (1.40%) Hortonworks
10 2 (1.40%) Informatica
11 1 (0.70%) Adobe
11 1 (0.70%) F5
11 1 (0.70%) MapR
11 1 (0.70%) NetApp
11 1 (0.70%) Red Hat
11 1 (0.70%) Talend
11 1 (0.70%) VMware