Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the North West 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 24 November 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North West
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 186 227 274
Rank change year-on-year +41 +47 0
Permanent jobs citing Hadoop 210 136 92
As % of all permanent IT jobs advertised in the North West 1.58% 1.09% 0.70%
As % of the Database & Business Intelligence category 4.91% 3.16% 2.05%
Number of salaries quoted 152 122 57
North West median annual salary £54,000 £55,250 £50,000
Median salary % change year-on-year -2.26% +10.50% -4.76%
10th Percentile £28,000 £37,500 £35,000
90th Percentile £72,500 £75,900 £71,500
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 West with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North West
Permanent vacancies with a requirement for database or business intelligence skills 4279 4310 4479
As % of all permanent IT jobs advertised in the North West 32.29% 34.52% 34.30%
Number of salaries quoted 3625 3736 3851
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +5.26%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £61,250 £58,750 £55,000
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 West

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

Job vacancy trend for Hadoop in the North West

Hadoop
Salary Trend in the North West

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

Salary trend for Hadoop in the North West

Hadoop
Salary Histogram in the North West

The salary distribution of IT jobs citing Hadoop in the North West over the 6 months to 24 November 2017.

Salary histogram for Hadoop in the North West

Hadoop
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the North West region over the 6 months to 24 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
Manchester +15 141 £55,000 -3.51% 15
Cheshire -12 26 £50,000 -13.04%
Merseyside +43 25 £50,500 -37.65% 2
Lancashire +6 14 £35,000 -22.22%
Hadoop
England

For the 6 months to 24 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 West region with a requirement for Hadoop.

1 150 (71.43%) Big Data
2 106 (50.48%) SQL
3 103 (49.05%) Agile Software Development
4 101 (48.10%) Amazon AWS
5 100 (47.62%) Java
6 99 (47.14%) Python
7 92 (43.81%) Analytics
8 83 (39.52%) Apache Spark
9 78 (37.14%) SQL Server
10 77 (36.67%) DevOps
11 60 (28.57%) Windows
12 58 (27.62%) Finance
12 58 (27.62%) Machine Learning
13 57 (27.14%) Puppet
14 56 (26.67%) Opscode Chef
15 55 (26.19%) Microsoft Azure
16 54 (25.71%) Hibernate
17 53 (25.24%) Software Engineering
17 53 (25.24%) Open Source
18 51 (24.29%) Business Intelligence
19 50 (23.81%) Linux
20 48 (22.86%) Manufacturing
21 45 (21.43%) Continuous Integration
22 44 (20.95%) Spring
22 44 (20.95%) Marketing
22 44 (20.95%) MongoDB
23 42 (20.00%) JavaScript
24 41 (19.52%) Google
25 40 (19.05%) RabbitMQ
25 40 (19.05%) Relational Database

Hadoop
Co-occurring IT Skills in the North West 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 (39.52%) Apache Spark
2 34 (16.19%) Apache
3 21 (10.00%) SAS
4 18 (8.57%) Apache Pig
5 16 (7.62%) Elasticsearch
6 10 (4.76%) Tomcat
7 8 (3.81%) Apache Solr
8 4 (1.90%) SharePoint
8 4 (1.90%) WebSphere
9 3 (1.43%) Jetty
9 3 (1.43%) WebLogic
10 2 (0.95%) IIS
11 1 (0.48%) Anypoint
11 1 (0.48%) JBoss
11 1 (0.48%) Jupyter
11 1 (0.48%) Tornado
Applications
1 4 (1.90%) Microsoft Office
2 3 (1.43%) S-PLUS
2 3 (1.43%) SPSS
2 3 (1.43%) Stata
3 1 (0.48%) Weka
Business Applications
1 1 (0.48%) Dynamics AX
Cloud Services
1 101 (48.10%) Amazon AWS
2 55 (26.19%) Microsoft Azure
3 32 (15.24%) Google Cloud Platform
4 27 (12.86%) AWS CloudFormation
5 24 (11.43%) Amazon CloudWatch
6 21 (10.00%) GitHub
7 15 (7.14%) Amazon EMR
8 8 (3.81%) SaaS
9 3 (1.43%) Amazon SQS
10 2 (0.95%) AWS Lambda
10 2 (0.95%) Serverless
11 1 (0.48%) Amazon S3
11 1 (0.48%) Azure Machine Learning
11 1 (0.48%) Dynamics 365
Communications & Networking
1 4 (1.90%) SSL
2 3 (1.43%) AMQP
3 1 (0.48%) Intranet
Database & Business Intelligence
1 150 (71.43%) Big Data
2 78 (37.14%) SQL Server
3 44 (20.95%) MongoDB
4 40 (19.05%) Relational Database
5 36 (17.14%) Apache Cassandra
6 32 (15.24%) Apache Hive
7 26 (12.38%) NoSQL
8 18 (8.57%) PostgreSQL
9 16 (7.62%) Data Mining
9 16 (7.62%) MySQL
10 15 (7.14%) Amazon Redshift
11 14 (6.67%) QlikView
12 13 (6.19%) RDBMS
13 12 (5.71%) Data Warehouse
13 12 (5.71%) SQL Server Integration Services
14 10 (4.76%) SQL Server Reporting Services
15 9 (4.29%) Data Lake
15 9 (4.29%) HBase
16 6 (2.86%) IBM InfoSphere
16 6 (2.86%) Redis
Development Applications
1 32 (15.24%) Jenkins
2 25 (11.90%) JIRA
3 24 (11.43%) Bitbucket
4 14 (6.67%) Selenium
5 12 (5.71%) Git (software)
6 10 (4.76%) JUnit
6 10 (4.76%) Maven
7 9 (4.29%) SonarQube
8 7 (3.33%) Cucumber
9 6 (2.86%) Ant
9 6 (2.86%) Apache Ivy
9 6 (2.86%) Gradle
10 5 (2.38%) FitNesse
11 4 (1.90%) TeamCity
12 3 (1.43%) Atlassian Bamboo
12 3 (1.43%) GitLab
12 3 (1.43%) JHipster
12 3 (1.43%) Vagrant
13 2 (0.95%) MSI
13 2 (0.95%) Talend Open Studio
General
1 58 (27.62%) Finance
2 48 (22.86%) Manufacturing
3 44 (20.95%) Marketing
4 32 (15.24%) Electronics
4 32 (15.24%) Telecoms
5 9 (4.29%) Retail
6 6 (2.86%) Banking
7 5 (2.38%) Law
8 4 (1.90%) Advertising
8 4 (1.90%) Games
8 4 (1.90%) Investment Banking
9 2 (0.95%) Corporate Banking
9 2 (0.95%) Financial Institution
9 2 (0.95%) Military
9 2 (0.95%) Retail Banking
10 1 (0.48%) Aerospace
10 1 (0.48%) Legal
Job Titles
1 45 (21.43%) Software Engineer
2 43 (20.48%) Developer
3 36 (17.14%) Architect
4 34 (16.19%) Java Developer
5 24 (11.43%) Data Scientist
6 17 (8.10%) Cloud Architect
7 16 (7.62%) DevOps Engineer
8 15 (7.14%) Lead DevOps
9 13 (6.19%) Java Engineer
9 13 (6.19%) Junior
9 13 (6.19%) Lead Software Engineer
10 12 (5.71%) Apache Spark Developer
10 12 (5.71%) Cloud Engineer
10 12 (5.71%) Cloud Software Engineer
10 12 (5.71%) Data Architect
10 12 (5.71%) Data Engineer
10 12 (5.71%) DevOps Architect
11 11 (5.24%) Analyst
11 11 (5.24%) Java Scala Developer
11 11 (5.24%) Scala Developer
Libraries, Frameworks & Software Standards
1 54 (25.71%) Hibernate
2 44 (20.95%) Spring
3 40 (19.05%) RabbitMQ
4 39 (18.57%) .NET
5 33 (15.71%) CSS
6 32 (15.24%) HTML
7 31 (14.76%) jQuery
8 29 (13.81%) Web Services
9 23 (10.95%) Apache Camel
9 23 (10.95%) Node.js
10 19 (9.05%) AngularJS
11 16 (7.62%) MSMQ
12 12 (5.71%) Kafka
13 11 (5.24%) HTML5
13 11 (5.24%) JAX-RS
13 11 (5.24%) Middleware
14 10 (4.76%) Java EE
15 9 (4.29%) CSS3
15 9 (4.29%) LAMP
15 9 (4.29%) React
Miscellaneous
1 31 (14.76%) Public Cloud
2 29 (13.81%) Analytical Skills
3 19 (9.05%) Data Structures
4 15 (7.14%) Life Science
5 11 (5.24%) Computer Science
6 9 (4.29%) PKI
7 7 (3.33%) Algorithms
7 7 (3.33%) Mobile App
8 3 (1.43%) Management Information System
9 2 (0.95%) Data Centre
9 2 (0.95%) FMCG
9 2 (0.95%) Greenfield Project
9 2 (0.95%) Robotics
9 2 (0.95%) Social Media
10 1 (0.48%) Analytical Mindset
10 1 (0.48%) Cyberthreat
10 1 (0.48%) Enterprise Software
10 1 (0.48%) iPad
10 1 (0.48%) Linux Command Line
10 1 (0.48%) Marketing Technology
Operating Systems
1 60 (28.57%) Windows
2 50 (23.81%) Linux
3 35 (16.67%) Unix
4 5 (2.38%) CentOS
4 5 (2.38%) Ubuntu
5 2 (0.95%) Android
5 2 (0.95%) Apple iOS
Processes & Methodologies
1 103 (49.05%) Agile Software Development
2 92 (43.81%) Analytics
3 77 (36.67%) DevOps
4 58 (27.62%) Machine Learning
5 53 (25.24%) Open Source
5 53 (25.24%) Software Engineering
6 51 (24.29%) Business Intelligence
7 45 (21.43%) Continuous Integration
8 39 (18.57%) Test Automation
9 32 (15.24%) Digital Marketing
9 32 (15.24%) Programme Management
10 30 (14.29%) Data Analytics
10 30 (14.29%) OO
11 26 (12.38%) ETL
12 25 (11.90%) TDD
12 25 (11.90%) Unit Testing
13 24 (11.43%) Continuous Delivery
14 23 (10.95%) Scrum
15 22 (10.48%) SDLC
16 21 (10.00%) MVC
Programming Languages
1 106 (50.48%) SQL
2 100 (47.62%) Java
3 99 (47.14%) Python
4 42 (20.00%) JavaScript
5 38 (18.10%) C++
6 34 (16.19%) Scala
6 34 (16.19%) Shell Script
7 30 (14.29%) Go
8 26 (12.38%) C#
9 25 (11.90%) R
10 21 (10.00%) Ruby
11 20 (9.52%) Haskell
12 17 (8.10%) Clojure
13 16 (7.62%) Bash Shell
13 16 (7.62%) Groovy
14 15 (7.14%) C
15 13 (6.19%) Perl
16 10 (4.76%) MATLAB
17 7 (3.33%) PowerShell
18 5 (2.38%) Erlang
Qualifications
1 31 (14.76%) Degree
2 14 (6.67%) DV Cleared
2 14 (6.67%) Security Cleared
3 9 (4.29%) Numerate Degree
4 7 (3.33%) PhD
5 3 (1.43%) Master's Degree
6 1 (0.48%) MCSA
6 1 (0.48%) Microsoft Certification
Quality Assurance & Compliance
1 7 (3.33%) QA
2 2 (0.95%) Data Quality
3 1 (0.48%) Actionable Recommendations
System Software
1 16 (7.62%) Docker
2 9 (4.29%) Hyper-V
2 9 (4.29%) VMware Infrastructure
3 7 (3.33%) HDFS
4 5 (2.38%) Apache Flume
Systems Management
1 57 (27.14%) Puppet
2 56 (26.67%) Opscode Chef
3 36 (17.14%) Ansible
4 21 (10.00%) ZABBIX
5 19 (9.05%) Mesos
6 16 (7.62%) Ambari
7 10 (4.76%) Kubernetes
8 8 (3.81%) Kibana
9 4 (1.90%) Cobbler
10 3 (1.43%) Marathon
10 3 (1.43%) rkt
11 2 (0.95%) HAProxy
12 1 (0.48%) EMC NetWorker
12 1 (0.48%) Hadoop YARN
12 1 (0.48%) Oozie
Vendors
1 41 (19.52%) Google
2 33 (15.71%) SAP
3 29 (13.81%) Oracle
4 22 (10.48%) Hortonworks
5 18 (8.57%) Teradata
6 13 (6.19%) Cloudera
7 10 (4.76%) IBM
7 10 (4.76%) Microsoft
7 10 (4.76%) Tableau
8 9 (4.29%) VMware
9 7 (3.33%) Informatica
10 6 (2.86%) Greenplum
10 6 (2.86%) Netezza
11 5 (2.38%) Atlassian
12 4 (1.90%) Cognos
12 4 (1.90%) MuleSoft
12 4 (1.90%) Splunk
13 3 (1.43%) Actuate
14 2 (0.95%) Ab Initio
14 2 (0.95%) TIBCO