Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for HBase skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited HBase over the 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Apache HBase
UK > England
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 726 725 785
Rank change year-on-year -1 +60 +146
Permanent jobs citing HBase 466 507 527
As % of all permanent IT jobs advertised in England 0.28% 0.28% 0.26%
As % of the Database & Business Intelligence category 0.91% 0.96% 0.82%
Number of salaries quoted 376 417 419
England median annual salary £65,000 £70,000 £70,000
Median salary % change year-on-year -7.14% - +3.70%
10th Percentile £37,500 £45,000 £45,000
90th Percentile £100,000 £99,250 £95,000
UK median annual salary £65,000 £70,000 £71,250
% change year-on-year -7.14% -1.75% +5.56%

HBase 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 England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
England
Permanent vacancies with a requirement for database or business intelligence skills 50929 53003 64619
As % of all permanent IT jobs advertised in England 30.17% 29.59% 31.59%
Number of salaries quoted 42324 45756 54927
England median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £30,000 £29,000 £28,500
90th Percentile £77,500 £77,500 £75,000
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

HBase
Job Vacancy Trend in England

Job postings citing HBase as a percentage of all IT jobs advertised in England.

Job vacancy trend for HBase in England

HBase
Salary Trend in England

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

Salary trend for HBase in England

HBase
Salary Histogram in England

The salary distribution of IT jobs citing HBase in England over the 6 months to 23 November 2017.

Salary histogram for HBase in England

HBase
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing HBase within the England region over the 6 months to 23 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 -18 334 £70,000 -3.45% 39
South East +43 74 £60,000 - 8
East of England +20 33 £60,000 +26.32% 4
North of England +6 11 £45,000 -7.69% 2
North West -11 9 £42,500 +13.33%
Midlands +15 8 £50,000 -4.76%
East Midlands +28 6 £51,500 -1.90%
South West -22 5 £50,000 +11.11%
Yorkshire +25 2 £50,000 -14.89% 1
West Midlands +10 2 £42,250 -37.41%
HBase
UK

For the 6 months to 23 November 2017, IT jobs citing HBase 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 HBase.

1 360 (77.25%) Java
2 340 (72.96%) Hadoop
3 334 (71.67%) Big Data
4 277 (59.44%) Apache Spark
5 229 (49.14%) Agile Software Development
6 204 (43.78%) Python
7 195 (41.85%) Apache Hive
8 184 (39.48%) NoSQL
9 161 (34.55%) Apache Cassandra
10 160 (34.33%) MongoDB
11 158 (33.91%) Linux
12 157 (33.69%) Scala
13 141 (30.26%) Kafka
14 127 (27.25%) SQL
15 126 (27.04%) Degree
16 125 (26.82%) Amazon AWS
17 124 (26.61%) Web Services
18 118 (25.32%) Analytics
19 113 (24.25%) MapReduce
20 110 (23.61%) HDFS
21 104 (22.32%) Git (software)
22 98 (21.03%) Apache
23 95 (20.39%) Computer Science
24 92 (19.74%) Apache Flume
25 89 (19.10%) REST
26 88 (18.88%) Finance
27 85 (18.24%) Spring
28 83 (17.81%) Analytical Skills
28 83 (17.81%) Apache Pig
29 81 (17.38%) Elasticsearch

HBase
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
1 277 (59.44%) Apache Spark
2 98 (21.03%) Apache
3 83 (17.81%) Apache Pig
4 81 (17.38%) Elasticsearch
5 48 (10.30%) SAS
6 39 (8.37%) Apache Solr
7 37 (7.94%) Tomcat
8 17 (3.65%) Apache Airflow
9 15 (3.22%) Jetty
10 9 (1.93%) Confluence
11 7 (1.50%) GeoServer
12 4 (0.86%) Jupyter
12 4 (0.86%) OpenStack
12 4 (0.86%) Oracle Coherence
13 2 (0.43%) Cloud Foundry
13 2 (0.43%) GemFire
13 2 (0.43%) JBoss
14 1 (0.21%) CMS
14 1 (0.21%) nginx
14 1 (0.21%) WebLogic
Applications
1 9 (1.93%) SPSS
2 3 (0.64%) S-PLUS
2 3 (0.64%) Stata
3 2 (0.43%) Microsoft Excel
Cloud Services
1 125 (26.82%) Amazon AWS
2 44 (9.44%) Google Cloud Platform
3 43 (9.23%) Microsoft Azure
4 23 (4.94%) Cloud Computing
5 21 (4.51%) SaaS
6 19 (4.08%) Amazon EMR
7 11 (2.36%) Amazon EC2
8 7 (1.50%) Amazon Kinesis
8 7 (1.50%) Amazon S3
8 7 (1.50%) Azure Data Factory
9 5 (1.07%) AWS Lambda
9 5 (1.07%) Azure Machine Learning
9 5 (1.07%) GitHub
9 5 (1.07%) Serverless
10 4 (0.86%) Cortana Intelligence Suite
10 4 (0.86%) IaaS
11 3 (0.64%) AWS CloudFormation
11 3 (0.64%) Loggly
11 3 (0.64%) PaaS
11 3 (0.64%) Sumo Logic
Communications & Networking
1 37 (7.94%) Internet
2 19 (4.08%) Kerberos
3 16 (3.43%) TCP/IP
4 15 (3.22%) SMPP
5 6 (1.29%) HTTP
6 5 (1.07%) LDAP
7 3 (0.64%) DNS
8 2 (0.43%) SSL
9 1 (0.21%) Firewall
9 1 (0.21%) GSM
9 1 (0.21%) LTE
9 1 (0.21%) MQTT
9 1 (0.21%) Network Security
9 1 (0.21%) UMTS
Database & Business Intelligence
1 340 (72.96%) Hadoop
2 334 (71.67%) Big Data
3 195 (41.85%) Apache Hive
4 184 (39.48%) NoSQL
5 161 (34.55%) Apache Cassandra
6 160 (34.33%) MongoDB
7 67 (14.38%) Impala
8 63 (13.52%) Sqoop
9 62 (13.30%) MySQL
10 58 (12.45%) Relational Database
11 50 (10.73%) Data Warehouse
12 44 (9.44%) RDBMS
13 37 (7.94%) SQL Server
14 36 (7.73%) Redis
15 34 (7.30%) Power BI
16 27 (5.79%) PostgreSQL
17 22 (4.72%) Amazon DynamoDB
17 22 (4.72%) QlikView
18 20 (4.29%) Flink
19 18 (3.86%) Neo4j
Development Applications
1 104 (22.32%) Git (software)
2 65 (13.95%) Jenkins
3 59 (12.66%) Maven
4 35 (7.51%) JIRA
5 28 (6.01%) JUnit
6 22 (4.72%) TestNG
7 19 (4.08%) Hamcrest
7 19 (4.08%) jMock
8 13 (2.79%) Cucumber
9 12 (2.58%) Gradle
10 11 (2.36%) Atlassian Bamboo
10 11 (2.36%) Talend Open Studio
11 9 (1.93%) Eclipse
11 9 (1.93%) Gerrit
11 9 (1.93%) IntelliJ
11 9 (1.93%) TeamCity
12 7 (1.50%) Mockito
12 7 (1.50%) Vagrant
13 6 (1.29%) Ant
13 6 (1.29%) NetBeans
General
1 88 (18.88%) Finance
2 32 (6.87%) Banking
3 31 (6.65%) Retail
4 17 (3.65%) Games
4 17 (3.65%) Telecoms
5 10 (2.15%) Investment Banking
6 9 (1.93%) Front Office
6 9 (1.93%) Marketing
7 7 (1.50%) Legal
8 6 (1.29%) Electronics
8 6 (1.29%) Manufacturing
9 4 (0.86%) Advertising
10 2 (0.43%) Pharmaceutical
11 1 (0.21%) Automotive
11 1 (0.21%) iGaming
11 1 (0.21%) Law
Job Titles
1 232 (49.79%) Developer
2 148 (31.76%) Java Developer
3 85 (18.24%) Data Engineer
4 74 (15.88%) Big Data Engineer
5 57 (12.23%) Big Data Developer
6 44 (9.44%) Architect
7 42 (9.01%) Data Architect
8 35 (7.51%) Senior Developer
9 31 (6.65%) Big Data Architect
10 27 (5.79%) Hadoop Engineer
11 26 (5.58%) Senior Java Developer
12 23 (4.94%) Data Scientist
12 23 (4.94%) Hadoop Developer
13 22 (4.72%) Java Engineer
13 22 (4.72%) Lead Developer
14 21 (4.51%) NoSQL Developer
15 20 (4.29%) Software Engineer
16 15 (3.22%) Scala Developer
17 14 (3.00%) Java Software Developer
18 13 (2.79%) Linux Developer
Libraries, Frameworks & Software Standards
1 141 (30.26%) Kafka
2 124 (26.61%) Web Services
3 89 (19.10%) REST
4 85 (18.24%) Spring
5 54 (11.59%) JSON
6 53 (11.37%) RESTful
7 51 (10.94%) Hibernate
8 48 (10.30%) RabbitMQ
9 41 (8.80%) AngularJS
10 38 (8.15%) Node.js
11 35 (7.51%) Dropwizard
12 33 (7.08%) HTML
12 33 (7.08%) JMS
13 29 (6.22%) ActiveMQ
14 28 (6.01%) CSS
14 28 (6.01%) Spring Boot
15 26 (5.58%) Spark Streaming
16 24 (5.15%) XML
17 18 (3.86%) LAMP
18 17 (3.65%) Guice
Miscellaneous
1 95 (20.39%) Computer Science
2 83 (17.81%) Analytical Skills
3 38 (8.15%) Algorithms
3 38 (8.15%) Data Structures
4 32 (6.87%) Fintech
5 17 (3.65%) Social Network
6 16 (3.43%) Greenfield Project
7 10 (2.15%) Internet of Things
8 9 (1.93%) Enterprise Software
8 9 (1.93%) Virtual Team
9 8 (1.72%) N-Tier
10 6 (1.29%) Derivative
10 6 (1.29%) Taxonomies
11 5 (1.07%) Data Centre
11 5 (1.07%) User Experience
12 4 (0.86%) Clustering
12 4 (0.86%) Credit Risk
12 4 (0.86%) Foreign Exchange (FX)
12 4 (0.86%) Online Games
12 4 (0.86%) Replication
Operating Systems
1 158 (33.91%) Linux
2 41 (8.80%) Unix
3 25 (5.36%) Windows
4 3 (0.64%) CoreOS
5 2 (0.43%) Mesosphere
6 1 (0.21%) AIX
6 1 (0.21%) Android
6 1 (0.21%) Apple iOS
Processes & Methodologies
1 229 (49.14%) Agile Software Development
2 118 (25.32%) Analytics
3 113 (24.25%) MapReduce
4 79 (16.95%) Software Engineering
5 76 (16.31%) Business Intelligence
6 74 (15.88%) Microservices
6 74 (15.88%) TDD
7 73 (15.67%) Open Source
8 71 (15.24%) Continuous Integration
9 63 (13.52%) Machine Learning
10 62 (13.30%) OO
11 58 (12.45%) ETL
12 51 (10.94%) BDD
13 50 (10.73%) Visualisation
14 47 (10.09%) Scrum
14 47 (10.09%) Unit Testing
15 45 (9.66%) Data Architecture
16 43 (9.23%) Data Analytics
17 40 (8.58%) Data Modelling
17 40 (8.58%) Mentoring
Programming Languages
1 360 (77.25%) Java
2 204 (43.78%) Python
3 157 (33.69%) Scala
4 127 (27.25%) SQL
5 52 (11.16%) JavaScript
5 52 (11.16%) R
6 31 (6.65%) Bash Shell
7 28 (6.01%) Shell Script
8 27 (5.79%) C++
9 21 (4.51%) C#
10 12 (2.58%) Perl
11 11 (2.36%) PHP
12 9 (1.93%) C
13 7 (1.50%) HiveQL
14 6 (1.29%) MATLAB
14 6 (1.29%) Ruby
14 6 (1.29%) T-SQL
15 5 (1.07%) Go
16 3 (0.64%) Clojure
16 3 (0.64%) F#
Qualifications
1 126 (27.04%) Degree
2 72 (15.45%) Computer Science Degree
3 23 (4.94%) Numerate Degree
4 18 (3.86%) Security Cleared
5 9 (1.93%) DV Cleared
6 8 (1.72%) MBA
6 8 (1.72%) PhD
6 8 (1.72%) SC Cleared
7 4 (0.86%) Master's Degree
8 1 (0.21%) CCA
8 1 (0.21%) CTC Cleared
Quality Assurance & Compliance
1 26 (5.58%) Data Quality
2 22 (4.72%) QA
3 6 (1.29%) GDPR
4 3 (0.64%) GCP
5 2 (0.43%) SLA
6 1 (0.21%) Solvency II
System Software
1 110 (23.61%) HDFS
2 92 (19.74%) Apache Flume
3 71 (15.24%) Docker
4 30 (6.44%) Apache ZooKeeper
5 3 (0.64%) VirtualBox
5 3 (0.64%) VMware Infrastructure
6 2 (0.43%) MapR-FS
6 2 (0.43%) Virtual Machines
7 1 (0.21%) Active Directory
7 1 (0.21%) Cronacle
7 1 (0.21%) GridGain
7 1 (0.21%) Oracle RAC
Systems Management
1 44 (9.44%) Oozie
2 36 (7.73%) Hadoop YARN
3 31 (6.65%) Opscode Chef
4 23 (4.94%) Puppet
5 22 (4.72%) Kubernetes
6 17 (3.65%) Ansible
7 11 (2.36%) Terraform
8 7 (1.50%) Nagios
9 5 (1.07%) Ambari
9 5 (1.07%) Salt
10 4 (0.86%) ZABBIX
11 3 (0.64%) logstash
12 2 (0.43%) Docker Swarm
12 2 (0.43%) Kibana
12 2 (0.43%) yum
13 1 (0.21%) Control-M
13 1 (0.21%) Data Guard
13 1 (0.21%) Mesos
13 1 (0.21%) Oracle RMAN
13 1 (0.21%) Prometheus
Vendors
1 75 (16.09%) Cloudera
2 65 (13.95%) Oracle
3 52 (11.16%) Hortonworks
4 43 (9.23%) Google
5 38 (8.15%) Tableau
6 29 (6.22%) MapR
7 17 (3.65%) Microsoft
8 16 (3.43%) SAP
9 13 (2.79%) Informatica
10 12 (2.58%) IBM
11 11 (2.36%) Splunk
11 11 (2.36%) Talend
11 11 (2.36%) Teradata
12 8 (1.72%) Atlassian
13 6 (1.29%) TIBCO
14 5 (1.07%) Alteryx
15 4 (0.86%) Datameer
16 3 (0.64%) Cognos
16 3 (0.64%) Greenplum
16 3 (0.64%) Rackspace