Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the North 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 November 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North of England
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 251 276 324
Rank change year-on-year +25 +48 +69
Permanent jobs citing Hadoop 278 252 205
As % of all permanent IT jobs advertised in the North of England 1.13% 1.01% 0.74%
As % of the Database & Business Intelligence category 3.62% 3.14% 2.17%
Number of salaries quoted 216 240 149
North of England median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -9.52%
10th Percentile £31,250 £36,250 £35,000
90th Percentile £72,500 £70,000 £76,100
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 North of England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North of England
Permanent vacancies with a requirement for database or business intelligence skills 7679 8031 9431
As % of all permanent IT jobs advertised in the North of England 31.22% 32.05% 34.16%
Number of salaries quoted 6590 6966 7995
North of England median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £60,000 £57,500 £56,250
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Hadoop
Job Vacancy Trend in the North of England

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

Job vacancy trend for Hadoop in the North of England

Hadoop
Salary Trend in the North of England

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

Salary trend for Hadoop in the North of England

Hadoop
Salary Histogram in the North of England

The salary distribution of IT jobs citing Hadoop in the North of England over the 6 months to 21 November 2017.

Salary histogram for Hadoop in the North of England

Hadoop
Job Locations in the North 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 North of England region over the 6 months to 21 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
North West +52 210 £54,000 -1.82% 25
Yorkshire -17 60 £50,000 - 9
North East -5 8 £56,500 +25.56%
Hadoop
England

For the 6 months to 21 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 North of England region with a requirement for Hadoop.

1 172 (61.87%) Big Data
2 144 (51.80%) SQL
3 139 (50.00%) Agile Software Development
4 136 (48.92%) Java
5 121 (43.53%) Python
6 115 (41.37%) Amazon AWS
7 110 (39.57%) Analytics
8 103 (37.05%) Apache Spark
9 94 (33.81%) DevOps
10 90 (32.37%) SQL Server
11 72 (25.90%) Opscode Chef
11 72 (25.90%) Puppet
12 70 (25.18%) Business Intelligence
12 70 (25.18%) Hibernate
13 69 (24.82%) Microsoft Azure
13 69 (24.82%) Machine Learning
14 67 (24.10%) Finance
14 67 (24.10%) Software Engineering
15 64 (23.02%) MongoDB
16 61 (21.94%) Windows
17 60 (21.58%) Linux
17 60 (21.58%) Test Automation
18 58 (20.86%) Continuous Integration
18 58 (20.86%) Spring
19 57 (20.50%) Open Source
20 53 (19.06%) Ansible
20 53 (19.06%) JavaScript
21 50 (17.99%) Manufacturing
21 50 (17.99%) RabbitMQ
22 49 (17.63%) Google

Hadoop
Co-occurring IT Skills in the North 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
1 103 (37.05%) Apache Spark
2 34 (12.23%) Apache
3 31 (11.15%) SAS
4 30 (10.79%) Tomcat
5 21 (7.55%) Apache Pig
5 21 (7.55%) WebLogic
6 19 (6.83%) Elasticsearch
6 19 (6.83%) JBoss
7 16 (5.76%) Jetty
8 9 (3.24%) Tornado
9 8 (2.88%) SharePoint
10 7 (2.52%) Apache Solr
11 5 (1.80%) WebSphere
12 2 (0.72%) IIS
13 1 (0.36%) Anypoint
13 1 (0.36%) IBM Notes
Applications
1 4 (1.44%) Microsoft Office
1 4 (1.44%) SPSS
2 3 (1.08%) Microsoft Project
2 3 (1.08%) S-PLUS
2 3 (1.08%) Stata
3 1 (0.36%) Microsoft Excel
3 1 (0.36%) Microsoft PowerPoint
3 1 (0.36%) MS Visio
3 1 (0.36%) Weka
Business Applications
1 2 (0.72%) Dynamics CRM
2 1 (0.36%) Dynamics AX
Cloud Services
1 115 (41.37%) Amazon AWS
2 69 (24.82%) Microsoft Azure
3 40 (14.39%) Google Cloud Platform
4 26 (9.35%) AWS CloudFormation
5 23 (8.27%) Amazon CloudWatch
6 21 (7.55%) GitHub
7 15 (5.40%) Amazon EMR
8 7 (2.52%) SaaS
9 3 (1.08%) Amazon SQS
10 2 (0.72%) AWS Lambda
10 2 (0.72%) Cortana Intelligence Suite
10 2 (0.72%) Serverless
11 1 (0.36%) Amazon S3
11 1 (0.36%) Azure Machine Learning
11 1 (0.36%) Bluemix
11 1 (0.36%) Dynamics 365
11 1 (0.36%) IBM Cloud
Communications & Networking
1 11 (3.96%) AMQP
2 4 (1.44%) SSL
3 1 (0.36%) Intranet
Database & Business Intelligence
1 172 (61.87%) Big Data
2 90 (32.37%) SQL Server
3 64 (23.02%) MongoDB
4 48 (17.27%) Apache Cassandra
5 47 (16.91%) NoSQL
6 46 (16.55%) Relational Database
7 38 (13.67%) Apache Hive
8 23 (8.27%) Data Warehouse
9 22 (7.91%) Couchbase
10 20 (7.19%) PostgreSQL
11 19 (6.83%) Data Mining
11 19 (6.83%) QlikView
11 19 (6.83%) Redis
12 18 (6.47%) SQL Server Reporting Services
13 17 (6.12%) MySQL
13 17 (6.12%) SQL Server Integration Services
14 16 (5.76%) Amazon Redshift
14 16 (5.76%) Riak
15 15 (5.40%) RDBMS
16 11 (3.96%) SQL Server Analysis Services
Development Applications
1 46 (16.55%) Jenkins
2 36 (12.95%) Git (software)
3 25 (8.99%) JIRA
4 23 (8.27%) Bitbucket
4 23 (8.27%) Maven
4 23 (8.27%) Selenium
5 16 (5.76%) Cucumber
6 14 (5.04%) JUnit
7 13 (4.68%) FitNesse
8 12 (4.32%) Vagrant
9 9 (3.24%) Gradle
9 9 (3.24%) JBehave
9 9 (3.24%) SonarQube
10 8 (2.88%) Mercurial
11 7 (2.52%) Subversion
12 6 (2.16%) Ant
12 6 (2.16%) Apache Ivy
12 6 (2.16%) JMeter
12 6 (2.16%) LoadRunner
12 6 (2.16%) Talend Open Studio
General
1 67 (24.10%) Finance
2 50 (17.99%) Manufacturing
3 47 (16.91%) Marketing
4 38 (13.67%) Electronics
5 35 (12.59%) Telecoms
6 7 (2.52%) Retail
7 5 (1.80%) Banking
8 4 (1.44%) Advertising
8 4 (1.44%) Games
9 3 (1.08%) Financial Institution
9 3 (1.08%) Law
9 3 (1.08%) Retail Banking
10 2 (0.72%) Corporate Banking
10 2 (0.72%) Investment Banking
10 2 (0.72%) Military
11 1 (0.36%) Aerospace
11 1 (0.36%) Legal
11 1 (0.36%) Private Banking
Job Titles
1 64 (23.02%) Developer
2 51 (18.35%) Java Developer
3 48 (17.27%) Software Engineer
4 36 (12.95%) Architect
5 26 (9.35%) Data Scientist
6 22 (7.91%) DevOps Engineer
7 18 (6.47%) Cloud Architect
7 18 (6.47%) Java Engineer
8 16 (5.76%) Analyst
8 16 (5.76%) Data Engineer
8 16 (5.76%) Lead DevOps
9 14 (5.04%) Cloud Engineer
9 14 (5.04%) Cloud Software Engineer
9 14 (5.04%) Lead Software Engineer
9 14 (5.04%) Software Developer
10 13 (4.68%) DevOps Architect
10 13 (4.68%) Junior
11 12 (4.32%) C# Developer
11 12 (4.32%) Data Architect
11 12 (4.32%) Java Software Developer
Libraries, Frameworks & Software Standards
1 70 (25.18%) Hibernate
2 58 (20.86%) Spring
3 50 (17.99%) RabbitMQ
4 42 (15.11%) .NET
4 42 (15.11%) Web Services
5 38 (13.67%) Node.js
6 37 (13.31%) CSS
7 36 (12.95%) HTML
8 32 (11.51%) Apache Camel
8 32 (11.51%) jQuery
9 31 (11.15%) AngularJS
9 31 (11.15%) Kafka
10 18 (6.47%) Spring Boot
11 17 (6.12%) MSMQ
12 16 (5.76%) JMS
13 14 (5.04%) HTML5
14 12 (4.32%) ActiveMQ
15 11 (3.96%) Gherkin
15 11 (3.96%) Java EE
15 11 (3.96%) Middleware
Miscellaneous
1 34 (12.23%) Public Cloud
2 30 (10.79%) Analytical Skills
3 21 (7.55%) Data Structures
4 14 (5.04%) Life Science
5 11 (3.96%) Computer Science
6 9 (3.24%) Algorithms
6 9 (3.24%) PKI
7 7 (2.52%) Mobile App
8 4 (1.44%) Management Information System
9 3 (1.08%) Greenfield Project
9 3 (1.08%) Social Media
9 3 (1.08%) User Experience
10 2 (0.72%) Data Centre
10 2 (0.72%) Enterprise Software
10 2 (0.72%) FMCG
10 2 (0.72%) Robotics
11 1 (0.36%) Clustering
11 1 (0.36%) Cyberthreat
11 1 (0.36%) iPad
11 1 (0.36%) Mainframe
Operating Systems
1 61 (21.94%) Windows
2 60 (21.58%) Linux
3 38 (13.67%) Unix
4 7 (2.52%) Ubuntu
5 5 (1.80%) CentOS
6 4 (1.44%) Android
6 4 (1.44%) Apple iOS
7 3 (1.08%) Red Hat Enterprise Linux
Processes & Methodologies
1 139 (50.00%) Agile Software Development
2 110 (39.57%) Analytics
3 94 (33.81%) DevOps
4 70 (25.18%) Business Intelligence
5 69 (24.82%) Machine Learning
6 67 (24.10%) Software Engineering
7 60 (21.58%) Test Automation
8 58 (20.86%) Continuous Integration
9 57 (20.50%) Open Source
10 42 (15.11%) Scrum
10 42 (15.11%) TDD
11 39 (14.03%) ETL
12 37 (13.31%) OO
13 35 (12.59%) Digital Marketing
13 35 (12.59%) Programme Management
13 35 (12.59%) Visualisation
14 33 (11.87%) Data Analytics
15 32 (11.51%) Continuous Delivery
16 29 (10.43%) SDLC
16 29 (10.43%) Unit Testing
Programming Languages
1 144 (51.80%) SQL
2 136 (48.92%) Java
3 121 (43.53%) Python
4 53 (19.06%) JavaScript
5 45 (16.19%) Scala
6 41 (14.75%) C++
7 38 (13.67%) Shell Script
8 33 (11.87%) Go
9 30 (10.79%) R
10 29 (10.43%) Ruby
11 27 (9.71%) Bash Shell
12 26 (9.35%) C#
13 20 (7.19%) Haskell
14 17 (6.12%) Clojure
14 17 (6.12%) Groovy
15 15 (5.40%) C
16 13 (4.68%) Perl
17 11 (3.96%) MATLAB
18 6 (2.16%) PowerShell
18 6 (2.16%) T-SQL
Qualifications
1 40 (14.39%) Degree
2 18 (6.47%) Security Cleared
3 14 (5.04%) DV Cleared
4 9 (3.24%) Numerate Degree
4 9 (3.24%) PhD
5 4 (1.44%) SC Cleared
6 3 (1.08%) Master's Degree
6 3 (1.08%) Microsoft Certification
7 1 (0.36%) MCSA
Quality Assurance & Compliance
1 10 (3.60%) QA
2 3 (1.08%) Data Quality
3 2 (0.72%) Actionable Recommendations
3 2 (0.72%) SLA
System Software
1 36 (12.95%) Docker
2 9 (3.24%) Hyper-V
2 9 (3.24%) VMware Infrastructure
3 7 (2.52%) HDFS
4 6 (2.16%) Apache Flume
Systems Management
1 72 (25.90%) Opscode Chef
1 72 (25.90%) Puppet
2 53 (19.06%) Ansible
3 21 (7.55%) Mesos
4 20 (7.19%) ZABBIX
5 15 (5.40%) Ambari
6 13 (4.68%) Kubernetes
7 8 (2.88%) Kibana
8 4 (1.44%) Cobbler
9 3 (1.08%) Marathon
9 3 (1.08%) rkt
10 2 (0.72%) HAProxy
10 2 (0.72%) Rancher
11 1 (0.36%) EMC NetWorker
11 1 (0.36%) Hadoop YARN
Vendors
1 49 (17.63%) Google
2 43 (15.47%) SAP
3 42 (15.11%) Oracle
4 21 (7.55%) Hortonworks
5 20 (7.19%) Tableau
6 18 (6.47%) Teradata
7 16 (5.76%) Microsoft
8 12 (4.32%) Cloudera
9 11 (3.96%) IBM
10 9 (3.24%) VMware
11 8 (2.88%) Informatica
12 6 (2.16%) Greenplum
12 6 (2.16%) Netezza
12 6 (2.16%) Rackspace
12 6 (2.16%) Talend
13 5 (1.80%) Atlassian
13 5 (1.80%) MuleSoft
13 5 (1.80%) Splunk
14 4 (1.44%) Cognos
15 3 (1.08%) Actuate