Period
to 21 July 2018

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

Apache Hadoop
England > North West
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 188 147 293
Rank change year-on-year -41 +146 0
Permanent jobs citing Hadoop 186 272 61
As % of all permanent IT jobs advertised in the North West 1.49% 2.06% 0.53%
As % of the Database & Business Intelligence category 4.53% 5.94% 1.67%
Number of salaries quoted 154 208 43
North West median annual salary £55,000 £60,000 £45,000
Median salary % change year-on-year -8.33% +33.33% -10.00%
10th Percentile £32,500 £32,500 £30,901
90th Percentile £81,250 £77,500 £66,250
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 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 4,105 4,576 3,657
As % of all permanent IT jobs advertised in the North West 32.85% 34.64% 31.68%
Number of salaries quoted 3,543 3,902 3,149
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £27,500 £27,500 £26,250
90th Percentile £65,000 £61,250 £57,500
England median annual salary £50,000 £47,500 £47,500
% 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 21 July 2018.

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 21 July 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
Manchester -33 126 £55,000 -8.33% 34
Cheshire -7 43 £60,000 +9.09% 7
Lancashire -2 10 £35,000 -41.67% 1
Merseyside +15 5 £50,000 -23.08%
Hadoop
England

For the 6 months to 21 July 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 North West region with a requirement for Hadoop.

1 116 (62.37%) Java
2 104 (55.91%) Big Data
3 95 (51.08%) Python
4 93 (50.00%) Apache Spark
5 90 (48.39%) Agile Software Development
6 71 (38.17%) JavaScript
6 71 (38.17%) SQL
7 63 (33.87%) Software Engineering
8 61 (32.80%) Amazon AWS
9 57 (30.65%) TDD
10 50 (26.88%) Scrum
11 49 (26.34%) Scala
11 49 (26.34%) Continuous Integration
12 48 (25.81%) DevOps
13 46 (24.73%) Machine Learning
14 45 (24.19%) Data Science
15 43 (23.12%) Linux
16 41 (22.04%) C++
16 41 (22.04%) Docker
17 38 (20.43%) Microservices
18 37 (19.89%) Analytical Skills
18 37 (19.89%) Test Automation
18 37 (19.89%) Business Intelligence
18 37 (19.89%) Finance
18 37 (19.89%) Retail
19 36 (19.35%) HTML
20 35 (18.82%) C#
20 35 (18.82%) Problem-Solving
21 34 (18.28%) CSS
22 33 (17.74%) Spring

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 93 (50.00%) Apache Spark
2 32 (17.20%) Apache Pig
3 18 (9.68%) SAS
4 13 (6.99%) Apache Solr
5 11 (5.91%) Apache
6 8 (4.30%) Elasticsearch
7 7 (3.76%) Tomcat
8 5 (2.69%) Cloud Foundry
9 4 (2.15%) Confluence
10 2 (1.08%) JBoss
10 2 (1.08%) Jetty
10 2 (1.08%) WebLogic
11 1 (0.54%) Jupyter
11 1 (0.54%) WebSphere
11 1 (0.54%) WildFly
Applications
1 6 (3.23%) MS Visio
Business Applications
1 1 (0.54%) Exstream
Cloud Services
1 61 (32.80%) Amazon AWS
2 20 (10.75%) Microsoft Azure
2 20 (10.75%) SaaS
3 18 (9.68%) Google Cloud Platform
4 12 (6.45%) Amazon S3
5 9 (4.84%) AWS CloudFormation
6 8 (4.30%) PaaS
7 5 (2.69%) Amazon EMR
7 5 (2.69%) Cloud Computing
8 4 (2.15%) Amazon EC2
9 2 (1.08%) AWS Lambda
9 2 (1.08%) IaaS
9 2 (1.08%) Serverless
10 1 (0.54%) Amazon Kinesis
10 1 (0.54%) Amazon SageMaker
10 1 (0.54%) Amazon SQS
10 1 (0.54%) AWS OpsWorks
10 1 (0.54%) Google Analytics
Communications & Networking
1 9 (4.84%) TCP/IP
2 8 (4.30%) Firewall
2 8 (4.30%) HTTP
2 8 (4.30%) SSL
3 4 (2.15%) Internet
4 1 (0.54%) AMQP
4 1 (0.54%) SMS
Database & Business Intelligence
1 104 (55.91%) Big Data
2 33 (17.74%) Apache Hive
3 28 (15.05%) Apache Cassandra
3 28 (15.05%) MongoDB
3 28 (15.05%) NoSQL
4 23 (12.37%) SQL Server
5 18 (9.68%) MySQL
6 11 (5.91%) Data Warehouse
7 10 (5.38%) HBase
8 8 (4.30%) Amazon Redshift
8 8 (4.30%) PostgreSQL
9 7 (3.76%) SQL Server Integration Services
10 4 (2.15%) Data Mining
10 4 (2.15%) Enterprise Data Warehouse
11 3 (1.61%) Amazon Athena
11 3 (1.61%) DB2
11 3 (1.61%) Flink
11 3 (1.61%) MariaDB
11 3 (1.61%) Relational Database
12 2 (1.08%) RDBMS
Development Applications
1 19 (10.22%) Selenium
2 18 (9.68%) JIRA
3 16 (8.60%) Git (software)
4 10 (5.38%) Cucumber
4 10 (5.38%) Jenkins
5 8 (4.30%) Atlassian Bamboo
5 8 (4.30%) Bitbucket
5 8 (4.30%) CodeSonar
5 8 (4.30%) git-flow
5 8 (4.30%) JUnit
5 8 (4.30%) Robot Framework
6 7 (3.76%) gulp
7 6 (3.23%) CA Release Automation
7 6 (3.23%) TeamCity
8 5 (2.69%) Ant
8 5 (2.69%) Gradle
8 5 (2.69%) IntelliJ
8 5 (2.69%) Maven
8 5 (2.69%) Visual Studio
9 4 (2.15%) SonarQube
General
1 37 (19.89%) Finance
1 37 (19.89%) Retail
2 25 (13.44%) Banking
3 24 (12.90%) Marketing
4 20 (10.75%) Electronics
4 20 (10.75%) Manufacturing
4 20 (10.75%) Telecoms
5 9 (4.84%) Investment Banking
5 9 (4.84%) Law
6 5 (2.69%) Advertising
6 5 (2.69%) Military
7 1 (0.54%) Automotive
7 1 (0.54%) Billing
7 1 (0.54%) Corporate Banking
7 1 (0.54%) Games
7 1 (0.54%) Legal
7 1 (0.54%) Thai Language
Job Titles
1 37 (19.89%) Developer
2 32 (17.20%) Data Scientist
3 27 (14.52%) Java Engineer
4 25 (13.44%) Architect
4 25 (13.44%) Java Developer
5 24 (12.90%) Software Engineer
6 20 (10.75%) Java Software Engineer
7 15 (8.06%) Data Engineer
8 14 (7.53%) Solutions Architect
9 13 (6.99%) Lead Developer
10 12 (6.45%) Software Manager
11 11 (5.91%) Engineering Manager
11 11 (5.91%) Software Engineering Manager
12 10 (5.38%) Analyst
13 9 (4.84%) Big Data Engineer
14 8 (4.30%) C# Software Engineer
14 8 (4.30%) C++ Software Engineer
14 8 (4.30%) Cloud Architect
14 8 (4.30%) Lead Software Engineer
14 8 (4.30%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 36 (19.35%) HTML
2 34 (18.28%) CSS
3 33 (17.74%) Spring
4 30 (16.13%) AngularJS
5 29 (15.59%) Java EE
6 24 (12.90%) Web Services
7 23 (12.37%) Kafka
7 23 (12.37%) REST
8 20 (10.75%) .NET
8 20 (10.75%) HTML5
8 20 (10.75%) RabbitMQ
9 14 (7.53%) Hibernate
9 14 (7.53%) JAX-RS
9 14 (7.53%) Node.js
10 13 (6.99%) CSS3
11 12 (6.45%) React
12 10 (5.38%) Apache Camel
12 10 (5.38%) LAMP
13 9 (4.84%) JSON
13 9 (4.84%) SOAP
Miscellaneous
1 37 (19.89%) Analytical Skills
2 25 (13.44%) Computer Science
3 20 (10.75%) Algorithms
4 16 (8.60%) Data Structures
5 12 (6.45%) Virtual Team
6 9 (4.84%) Internet of Things
7 8 (4.30%) N-Tier
8 7 (3.76%) Cloud Native
9 6 (3.23%) Enterprise Software
9 6 (3.23%) Management Information System
10 5 (2.69%) Cyber Defence
10 5 (2.69%) Industrial Internet of Things
10 5 (2.69%) Self-Motivation
11 2 (1.08%) e-Learning
11 2 (1.08%) Greenfield Project
11 2 (1.08%) Mainframe
11 2 (1.08%) Mobile App
11 2 (1.08%) Public Cloud
11 2 (1.08%) Video\Live Streaming
12 1 (0.54%) Replication
Operating Systems
1 43 (23.12%) Linux
2 28 (15.05%) Windows
3 9 (4.84%) Unix
4 8 (4.30%) Android
4 8 (4.30%) Apple iOS
4 8 (4.30%) Mac OS X
5 4 (2.15%) Red Hat Enterprise Linux
6 3 (1.61%) Windows 10
7 2 (1.08%) AIX
8 1 (0.54%) CentOS
8 1 (0.54%) HPUX
8 1 (0.54%) Solaris
8 1 (0.54%) Windows Server
8 1 (0.54%) Windows Server 2008
Processes & Methodologies
1 90 (48.39%) Agile Software Development
2 63 (33.87%) Software Engineering
3 57 (30.65%) TDD
4 50 (26.88%) Scrum
5 49 (26.34%) Continuous Integration
6 48 (25.81%) DevOps
7 46 (24.73%) Machine Learning
8 45 (24.19%) Data Science
9 38 (20.43%) Microservices
10 37 (19.89%) Business Intelligence
10 37 (19.89%) Test Automation
11 35 (18.82%) Problem-Solving
12 30 (16.13%) Analytics
12 30 (16.13%) Mentoring
13 27 (14.52%) Mathematics
14 26 (13.98%) BDD
15 24 (12.90%) Digital Marketing
16 22 (11.83%) Kanban
17 21 (11.29%) Web Development
18 20 (10.75%) Programme Management
Programming Languages
1 116 (62.37%) Java
2 95 (51.08%) Python
3 71 (38.17%) JavaScript
3 71 (38.17%) SQL
4 49 (26.34%) Scala
5 41 (22.04%) C++
6 35 (18.82%) C#
7 32 (17.20%) R
8 19 (10.22%) Java 8
8 19 (10.22%) Ruby
9 18 (9.68%) Bash Shell
10 16 (8.60%) HiveQL
11 14 (7.53%) C
11 14 (7.53%) Perl
12 8 (4.30%) Groovy
12 8 (4.30%) Objective-C
12 8 (4.30%) PHP
12 8 (4.30%) PowerShell
13 4 (2.15%) Shell Script
14 3 (1.61%) Go
Qualifications
1 29 (15.59%) Degree
2 16 (8.60%) Security Cleared
3 9 (4.84%) CISSP
3 9 (4.84%) Computer Science Degree
3 9 (4.84%) DV Cleared
3 9 (4.84%) SANS
4 8 (4.30%) CCNA
4 8 (4.30%) Cisco Certification
4 8 (4.30%) CompTIA Security+
4 8 (4.30%) GIAC
4 8 (4.30%) Linux+ Certification
4 8 (4.30%) MCSE
4 8 (4.30%) Microsoft Certification
4 8 (4.30%) Network+ Certification
4 8 (4.30%) SSCP
5 5 (2.69%) ITIL Certification
6 4 (2.15%) Numerate Degree
6 4 (2.15%) Sun Certification
7 3 (1.61%) Postgraduate
8 1 (0.54%) PhD
Quality Assurance & Compliance
1 16 (8.60%) QA
2 11 (5.91%) GCP
3 1 (0.54%) Data Quality
System Software
1 41 (22.04%) Docker
2 20 (10.75%) HDFS
3 8 (4.30%) vSphere
4 5 (2.69%) Active Directory
5 1 (0.54%) Apache Flume
Systems Management
1 27 (14.52%) Ansible
2 25 (13.44%) Kubernetes
3 23 (12.37%) Puppet
4 11 (5.91%) Opscode Chef
5 8 (4.30%) Salt
6 5 (2.69%) Single Sign-On
7 3 (1.61%) Kibana
8 2 (1.08%) Cobbler
8 2 (1.08%) Grafana
8 2 (1.08%) Marathon
8 2 (1.08%) Mesos
8 2 (1.08%) rkt
9 1 (0.54%) CA Endevor
9 1 (0.54%) Oozie
9 1 (0.54%) Terraform
Vendors
1 21 (11.29%) Cloudera
1 21 (11.29%) SAP
2 20 (10.75%) Oracle
3 18 (9.68%) Microsoft
4 14 (7.53%) Google
5 8 (4.30%) Talend
5 8 (4.30%) Teradata
6 7 (3.76%) Informatica
6 7 (3.76%) Splunk
6 7 (3.76%) Tableau
7 5 (2.69%) Ab Initio
7 5 (2.69%) Siemens
8 4 (2.15%) Red Hat
8 4 (2.15%) Sun
9 2 (1.08%) Atlassian
9 2 (1.08%) CA Agile Central
10 1 (0.54%) ArcSight
10 1 (0.54%) LogRhythm
10 1 (0.54%) RainStor
10 1 (0.54%) Syncsort