Period
to 21 June 2018

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 21 June 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > East of England
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 184 244 286
Rank change year-on-year +60 +42 +67
Permanent jobs citing Hadoop 185 118 99
As % of all permanent IT jobs advertised in the East of England 1.52% 0.97% 0.70%
As % of the Database & Business Intelligence category 5.28% 3.46% 2.60%
Number of salaries quoted 131 71 66
East of England median annual salary £65,000 £55,000 £60,000
Median salary % change year-on-year +18.18% -8.33% +14.29%
10th Percentile £42,500 £41,250 £30,000
90th Percentile £80,000 £72,500 £77,500
England median annual salary £67,500 £65,000 £62,500
% change year-on-year +3.85% +4.00% -

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 3,503 3,410 3,805
As % of all permanent IT jobs advertised in the East of England 28.71% 27.95% 26.91%
Number of salaries quoted 2,873 2,848 3,202
East of England median annual salary £47,500 £44,500 £44,500
Median salary % change year-on-year +6.74% - +4.71%
10th Percentile £30,000 £29,000 £26,250
90th Percentile £70,000 £63,400 £65,000
England median annual salary £50,000 £47,500 £47,500
% 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 21 June 2018.

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 21 June 2018. 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 +8 55 £52,500 -4.55% 4
Bedfordshire +41 53 £72,500 -14.71% 5
Hertfordshire +29 45 £54,500 -16.15% 5
Essex +14 27 £60,000 +9.09% 2
Suffolk +1 5 £65,000 +52.94% 1
Hadoop
England

For the 6 months to 21 June 2018, IT jobs citing Hadoop also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the East of England region with a requirement for Hadoop.

1 120 (64.86%) Big Data
2 104 (56.22%) Analytics
3 83 (44.86%) Apache Spark
4 68 (36.76%) Tableau
5 62 (33.51%) Visualisation
5 62 (33.51%) SQL
6 50 (27.03%) Business Intelligence
6 50 (27.03%) Agile Software Development
7 49 (26.49%) Data Warehouse
7 49 (26.49%) Amazon AWS
7 49 (26.49%) Impala
8 48 (25.95%) Data Science
8 48 (25.95%) Apache Hive
9 43 (23.24%) Data Visualisation
9 43 (23.24%) Python
10 40 (21.62%) Java
10 40 (21.62%) HDFS
11 39 (21.08%) Relational Database
11 39 (21.08%) Linux
11 39 (21.08%) Microsoft Azure
12 37 (20.00%) Kafka
13 35 (18.92%) Decision-Making
14 33 (17.84%) Degree
14 33 (17.84%) QA
14 33 (17.84%) HBase
15 32 (17.30%) Machine Learning
15 32 (17.30%) Apache Flume
15 32 (17.30%) Sqoop
15 32 (17.30%) .NET
16 30 (16.22%) CRM

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 83 (44.86%) Apache Spark
2 16 (8.65%) Apache Pig
3 13 (7.03%) Apache
4 6 (3.24%) SAS
5 5 (2.70%) Apache Solr
6 4 (2.16%) Apache Geronimo
6 4 (2.16%) Elasticsearch
6 4 (2.16%) GlassFish
6 4 (2.16%) JBoss
6 4 (2.16%) Tomcat
6 4 (2.16%) WebSphere
7 2 (1.08%) Confluence
8 1 (0.54%) IIS
Applications
1 4 (2.16%) Weka
2 2 (1.08%) Microsoft Excel
2 2 (1.08%) Microsoft PowerPoint
2 2 (1.08%) Microsoft Project
Cloud Services
1 49 (26.49%) Amazon AWS
2 39 (21.08%) Microsoft Azure
3 23 (12.43%) Amazon EMR
4 21 (11.35%) Amazon Kinesis
4 21 (11.35%) Amazon S3
5 16 (8.65%) Adobe Analytics
6 10 (5.41%) Google Cloud Platform
7 8 (4.32%) Google Analytics
8 2 (1.08%) Cloud Computing
8 2 (1.08%) IaaS
8 2 (1.08%) PaaS
8 2 (1.08%) Serverless
Communications & Networking
1 3 (1.62%) Firewall
1 3 (1.62%) Internet
1 3 (1.62%) SSL
1 3 (1.62%) TCP/IP
2 2 (1.08%) DNS
2 2 (1.08%) Kerberos
2 2 (1.08%) NAS
2 2 (1.08%) SMS
3 1 (0.54%) HTTP
Database & Business Intelligence
1 120 (64.86%) Big Data
2 49 (26.49%) Data Warehouse
2 49 (26.49%) Impala
3 48 (25.95%) Apache Hive
4 39 (21.08%) Relational Database
5 33 (17.84%) HBase
6 32 (17.30%) Sqoop
7 28 (15.14%) MongoDB
8 23 (12.43%) Amazon Redshift
8 23 (12.43%) Parquet
9 22 (11.89%) NoSQL
10 21 (11.35%) Amazon QuickSight
11 16 (8.65%) MySQL
12 15 (8.11%) RDBMS
12 15 (8.11%) SQL Server
13 12 (6.49%) Semantic Layer
14 11 (5.95%) Mahout
15 10 (5.41%) Data Mining
15 10 (5.41%) OLTP
16 8 (4.32%) GIS
Development Applications
1 7 (3.78%) JIRA
2 5 (2.70%) Maven
3 4 (2.16%) Git (software)
4 2 (1.08%) Ant
4 2 (1.08%) Gradle
5 1 (0.54%) Atlassian Bamboo
5 1 (0.54%) Bitbucket
5 1 (0.54%) CodeSonar
5 1 (0.54%) git-flow
5 1 (0.54%) Robot Framework
5 1 (0.54%) Selenium
5 1 (0.54%) Subversion
General
1 23 (12.43%) Marketing
2 19 (10.27%) Retail
3 12 (6.49%) Automotive
3 12 (6.49%) Publishing
4 8 (4.32%) Finance
5 5 (2.70%) Law
6 4 (2.16%) Games
7 2 (1.08%) Manufacturing
8 1 (0.54%) Pharmaceutical
Job Titles
1 34 (18.38%) Architect
2 31 (16.76%) Data Architect
3 29 (15.68%) Analyst
4 21 (11.35%) Developer
5 20 (10.81%) Big Data Architect
5 20 (10.81%) Technical Architect
6 18 (9.73%) Cloud Architect
6 18 (9.73%) Data Analytics Architect
7 17 (9.19%) Analytics Manager
7 17 (9.19%) Data Scientist
8 16 (8.65%) Data Engineer
8 16 (8.65%) Performance Manager
9 15 (8.11%) Big Data Engineer
10 12 (6.49%) Business Analyst
10 12 (6.49%) Business Intelligence Analyst
10 12 (6.49%) Business Intelligence Business Analyst
10 12 (6.49%) Head of Development
10 12 (6.49%) Senior Analyst
11 10 (5.41%) Head of Analytics
11 10 (5.41%) Head of Big Data
Libraries, Frameworks & Software Standards
1 37 (20.00%) Kafka
2 32 (17.30%) .NET
3 23 (12.43%) Apache Avro
4 20 (10.81%) TensorFlow
5 13 (7.03%) Web Services
6 11 (5.95%) HTML
7 9 (4.86%) REST
8 8 (4.32%) Google Maps API
8 8 (4.32%) Keras
8 8 (4.32%) Pandas
8 8 (4.32%) RabbitMQ
8 8 (4.32%) scikit-learn
8 8 (4.32%) SOAP
9 7 (3.78%) CSS
9 7 (3.78%) HTML5
9 7 (3.78%) Java EE
9 7 (3.78%) Spring
10 6 (3.24%) Ajax
10 6 (3.24%) Lasagne
10 6 (3.24%) Theano
Miscellaneous
1 25 (13.51%) Analytical Skills
2 22 (11.89%) User Experience
3 21 (11.35%) Algorithms
4 16 (8.65%) Computer Science
5 8 (4.32%) Data Structures
5 8 (4.32%) Management Information System
6 6 (3.24%) Robotics
7 4 (2.16%) iPad
7 4 (2.16%) iPhone
7 4 (2.16%) PlayStation
7 4 (2.16%) Xbox
8 3 (1.62%) Fintech
8 3 (1.62%) Self-Motivation
9 2 (1.08%) Clustering
9 2 (1.08%) DataPower
9 2 (1.08%) Replication
9 2 (1.08%) Virtual Team
10 1 (0.54%) Enterprise Software
10 1 (0.54%) Life Science
10 1 (0.54%) Mobile App
Operating Systems
1 39 (21.08%) Linux
2 7 (3.78%) Android
3 3 (1.62%) Apple iOS
3 3 (1.62%) Oracle Linux
3 3 (1.62%) Red Hat Enterprise Linux
3 3 (1.62%) Unix
3 3 (1.62%) Windows
4 2 (1.08%) Mac OS
4 2 (1.08%) VMS
5 1 (0.54%) Mac OS X
Processes & Methodologies
1 104 (56.22%) Analytics
2 62 (33.51%) Visualisation
3 50 (27.03%) Agile Software Development
3 50 (27.03%) Business Intelligence
4 48 (25.95%) Data Science
5 43 (23.24%) Data Visualisation
6 35 (18.92%) Decision-Making
7 32 (17.30%) Machine Learning
8 30 (16.22%) CRM
9 26 (14.05%) Data Modelling
10 25 (13.51%) Scrum
11 23 (12.43%) Coaching
11 23 (12.43%) Customer Analytics
11 23 (12.43%) E-Commerce
11 23 (12.43%) Open Source
12 22 (11.89%) Mathematics
13 20 (10.81%) Software Engineering
14 19 (10.27%) Artificial Intelligence
14 19 (10.27%) Deep Learning
14 19 (10.27%) Neural Network
Programming Languages
1 62 (33.51%) SQL
2 43 (23.24%) Python
3 40 (21.62%) Java
4 18 (9.73%) R
5 13 (7.03%) C
5 13 (7.03%) C++
6 10 (5.41%) T-SQL
7 8 (4.32%) JavaScript
7 8 (4.32%) Shell Script
8 6 (3.24%) MATLAB
8 6 (3.24%) Scala
9 4 (2.16%) Bash Shell
9 4 (2.16%) PL/SQL
10 3 (1.62%) C#
10 3 (1.62%) PowerShell
10 3 (1.62%) VBA
11 2 (1.08%) Groovy
12 1 (0.54%) Java 8
12 1 (0.54%) Objective-C
12 1 (0.54%) PHP
Qualifications
1 33 (17.84%) Degree
2 9 (4.86%) Computer Science Degree
3 8 (4.32%) PhD
4 3 (1.62%) Numerate Degree
5 2 (1.08%) TOGAF Certification
6 1 (0.54%) CCNA
6 1 (0.54%) Cisco Certification
6 1 (0.54%) CISSP
6 1 (0.54%) CompTIA Security+
6 1 (0.54%) DV Cleared
6 1 (0.54%) GIAC
6 1 (0.54%) Linux+ Certification
6 1 (0.54%) MCSE
6 1 (0.54%) Microsoft Certification
6 1 (0.54%) Network+ Certification
6 1 (0.54%) SANS
6 1 (0.54%) SAS Certification
6 1 (0.54%) Security Cleared
6 1 (0.54%) SSCP
Quality Assurance & Compliance
1 33 (17.84%) QA
2 4 (2.16%) GDPR
3 2 (1.08%) Data Quality
System Software
1 40 (21.62%) HDFS
2 32 (17.30%) Apache Flume
3 8 (4.32%) Docker
4 4 (2.16%) Active Directory
5 2 (1.08%) Apache ZooKeeper
5 2 (1.08%) Virtual Machines
6 1 (0.54%) vSphere
Systems Management
1 29 (15.68%) Oozie
2 6 (3.24%) Puppet
3 4 (2.16%) Systems Management Server (SMS)
4 3 (1.62%) Ansible
5 2 (1.08%) Ambari
5 2 (1.08%) Hadoop YARN
6 1 (0.54%) Kibana
6 1 (0.54%) logstash
6 1 (0.54%) Salt
6 1 (0.54%) Terraform
Vendors
1 68 (36.76%) Tableau
2 30 (16.22%) Alteryx
3 26 (14.05%) Google
4 23 (12.43%) SAP
5 19 (10.27%) Adobe
5 19 (10.27%) Cloudera
5 19 (10.27%) Oracle
6 12 (6.49%) Hortonworks
7 11 (5.95%) MicroStrategy
7 11 (5.95%) Teradata
8 8 (4.32%) MapR
9 7 (3.78%) Microsoft
10 3 (1.62%) Bloomberg
10 3 (1.62%) CA
10 3 (1.62%) WorldPay
11 2 (1.08%) Cognos
11 2 (1.08%) NetApp
11 2 (1.08%) Xamarin
12 1 (0.54%) Splunk