Period
to 13 December 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 13 December 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North West
6 months to
13 Dec 2018
Same period 2017 Same period 2016
Rank 202 180 228
Rank change year-on-year -22 +48 +39
Permanent jobs citing Hadoop 160 206 145
As % of all permanent IT jobs advertised in the North West 1.41% 1.56% 1.17%
As % of the Database & Business Intelligence category 4.76% 4.82% 3.39%
Number of salaries quoted 134 150 128
North West median annual salary £65,000 £54,750 £55,000
Median salary % change year-on-year +18.72% -0.45% +10.00%
10th Percentile £32,500 £31,200 £36,250
90th Percentile £91,250 £76,250 £75,000
England median annual salary £70,000 £62,500 £62,500
% change year-on-year +12.00% - -3.85%

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 3,360 4,272 4,283
As % of all permanent IT jobs advertised in the North West 29.69% 32.37% 34.61%
Number of salaries quoted 2,907 3,627 3,710
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £29,000 £27,500 £26,250
90th Percentile £70,000 £62,500 £58,750
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +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 13 December 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 13 December 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 +11 130 £65,000 +13.04% 8
Cheshire +14 18 £67,500 +35.00%
Lancashire +8 11 £35,000 - 2
Hadoop
England

For the 6 months to 13 December 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.

1 129 (80.63%) Java
2 103 (64.38%) Big Data
3 95 (59.38%) Agile Software Development
4 94 (58.75%) Amazon AWS
5 93 (58.13%) Apache Spark
6 91 (56.88%) DevOps
7 85 (53.13%) Python
8 74 (46.25%) Web Services
9 73 (45.63%) Open Source
10 67 (41.88%) Kafka
11 63 (39.38%) Scala
12 62 (38.75%) Degree
13 61 (38.13%) NoSQL
14 60 (37.50%) TDD
15 57 (35.63%) Apache
16 54 (33.75%) MongoDB
17 53 (33.13%) Data Engineering
17 53 (33.13%) Data Modelling
17 53 (33.13%) JIRA
18 46 (28.75%) Mathematics
18 46 (28.75%) Computer Science
19 44 (27.50%) Cloud Computing
20 43 (26.88%) CA Agile Central
21 42 (26.25%) Apache Cassandra
21 42 (26.25%) Software Engineering
21 42 (26.25%) Change Management
22 41 (25.63%) Amazon Redshift
23 40 (25.00%) Amazon EMR
24 39 (24.38%) Flink
24 39 (24.38%) Computer Science Degree

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 (58.13%) Apache Spark
2 57 (35.63%) Apache
3 22 (13.75%) Apache Solr
4 14 (8.75%) Apache Pig
5 5 (3.13%) Cloud Foundry
6 4 (2.50%) Elasticsearch
7 3 (1.88%) SAS
7 3 (1.88%) WebSphere
8 1 (0.63%) Apache Airflow
8 1 (0.63%) CICS
8 1 (0.63%) Jupyter
Applications
1 2 (1.25%) Microsoft Excel
1 2 (1.25%) MS Visio
2 1 (0.63%) Microsoft Office
2 1 (0.63%) Microsoft PowerPoint
2 1 (0.63%) SPSS
Business Applications
1 1 (0.63%) Exstream
Cloud Services
1 94 (58.75%) Amazon AWS
2 44 (27.50%) Cloud Computing
3 40 (25.00%) Amazon EMR
4 39 (24.38%) Amazon EC2
5 23 (14.38%) AWS CloudFormation
6 18 (11.25%) Google Cloud Platform
7 16 (10.00%) Microsoft Azure
8 14 (8.75%) SaaS
9 13 (8.13%) PaaS
10 8 (5.00%) IaaS
11 2 (1.25%) Amazon S3
11 2 (1.25%) AWS Lambda
11 2 (1.25%) Serverless
12 1 (0.63%) Amazon Kinesis
12 1 (0.63%) Amazon SageMaker
12 1 (0.63%) Google Analytics
Communications & Networking
1 19 (11.88%) Internet
2 8 (5.00%) TCP/IP
3 6 (3.75%) HTTP
4 5 (3.13%) Firewall
4 5 (3.13%) SSL
5 2 (1.25%) AMQP
6 1 (0.63%) SMS
Database & Business Intelligence
1 103 (64.38%) Big Data
2 61 (38.13%) NoSQL
3 54 (33.75%) MongoDB
4 42 (26.25%) Apache Cassandra
5 41 (25.63%) Amazon Redshift
6 39 (24.38%) Amazon Athena
6 39 (24.38%) Flink
7 35 (21.88%) Apache Hive
8 16 (10.00%) MySQL
9 12 (7.50%) SQL Server
10 8 (5.00%) HBase
11 7 (4.38%) DB2
11 7 (4.38%) Relational Database
12 4 (2.50%) Data Lake
12 4 (2.50%) Data Mining
12 4 (2.50%) Data Warehouse
13 3 (1.88%) PostgreSQL
13 3 (1.88%) RDBMS
14 2 (1.25%) Impala
14 2 (1.25%) Redis
Development Applications
1 53 (33.13%) JIRA
2 22 (13.75%) gulp
3 19 (11.88%) Selenium
4 10 (6.25%) JMeter
5 8 (5.00%) Atlassian Bamboo
5 8 (5.00%) Bitbucket
6 7 (4.38%) Git (software)
7 6 (3.75%) Grunt
7 6 (3.75%) SoapUI
8 5 (3.13%) CodeSonar
8 5 (3.13%) Cucumber
8 5 (3.13%) git-flow
8 5 (3.13%) LoadRunner
8 5 (3.13%) Robot Framework
9 4 (2.50%) EasyMock
9 4 (2.50%) Redmine
9 4 (2.50%) WATIR
10 2 (1.25%) TeamCity
11 1 (0.63%) SpecFlow
11 1 (0.63%) Team Foundation Server
General
1 27 (16.88%) Marketing
2 26 (16.25%) Finance
3 20 (12.50%) Retail
4 15 (9.38%) Banking
4 15 (9.38%) Law
5 9 (5.63%) Electronics
6 8 (5.00%) Manufacturing
6 8 (5.00%) Telecoms
7 5 (3.13%) Military
8 4 (2.50%) Investment Banking
9 3 (1.88%) Games
10 1 (0.63%) Billing
10 1 (0.63%) Legal
10 1 (0.63%) Retail Banking
Job Titles
1 38 (23.75%) Data Engineer
2 31 (19.38%) Architect
3 27 (16.88%) Big Data Engineer
4 25 (15.63%) Software Engineer
5 24 (15.00%) Java Engineer
5 24 (15.00%) Senior Data Engineer
6 19 (11.88%) Data Architect
6 19 (11.88%) Java Software Engineer
7 16 (10.00%) Senior Architect
7 16 (10.00%) Senior Data Architect
8 14 (8.75%) Developer
9 10 (6.25%) Java Developer
10 7 (4.38%) Junior
10 7 (4.38%) Junior Developer
10 7 (4.38%) Junior Java Developer
10 7 (4.38%) Principal Developer
10 7 (4.38%) Principal Java Developer
11 6 (3.75%) Data Scientist
11 6 (3.75%) Graduate Consultant
11 6 (3.75%) Graduate Software Consultant
Libraries, Frameworks & Software Standards
1 74 (46.25%) Web Services
2 67 (41.88%) Kafka
3 38 (23.75%) Spark Streaming
4 36 (22.50%) Spring
5 27 (16.88%) AngularJS
6 23 (14.38%) JAX-RS
7 18 (11.25%) Java EE
7 18 (11.25%) REST
8 16 (10.00%) Apache Camel
8 16 (10.00%) RabbitMQ
9 15 (9.38%) LAMP
9 15 (9.38%) Node.js
10 13 (8.13%) Hibernate
10 13 (8.13%) HTML
11 11 (6.88%) CSS
11 11 (6.88%) J2EE
11 11 (6.88%) SOAP
12 10 (6.25%) Sass
13 9 (5.63%) .NET
14 8 (5.00%) JSON
Miscellaneous
1 24 (15.00%) Internet of Things
2 21 (13.13%) Cloud Native
3 18 (11.25%) Analytical Skills
4 7 (4.38%) Algorithms
5 5 (3.13%) Industrial Internet of Things
6 4 (2.50%) N-Tier
7 2 (1.25%) Mainframe
7 2 (1.25%) VSAM
8 1 (0.63%) Blog
8 1 (0.63%) Data Structures
8 1 (0.63%) Enterprise Software
8 1 (0.63%) Greenfield Project
8 1 (0.63%) Infotainment
8 1 (0.63%) IVR
8 1 (0.63%) Marketing Technology
8 1 (0.63%) Mobile App
8 1 (0.63%) Virtual Team
Operating Systems
1 28 (17.50%) Linux
2 9 (5.63%) Windows
3 6 (3.75%) Android
3 6 (3.75%) Apple iOS
4 5 (3.13%) Mac OS X
5 4 (2.50%) Unix
6 1 (0.63%) AIX
Processes & Methodologies
1 95 (59.38%) Agile Software Development
2 91 (56.88%) DevOps
3 73 (45.63%) Open Source
4 60 (37.50%) TDD
5 53 (33.13%) Data Engineering
5 53 (33.13%) Data Modelling
6 46 (28.75%) Computer Science
6 46 (28.75%) Mathematics
7 42 (26.25%) Change Management
7 42 (26.25%) Software Engineering
8 37 (23.13%) Configuration Management
8 37 (23.13%) Data Ingestion
9 35 (21.88%) Scrum
10 28 (17.50%) Data Science
11 27 (16.88%) Microservices
11 27 (16.88%) Test Automation
12 26 (16.25%) Data Analysis
12 26 (16.25%) Mentoring
13 24 (15.00%) Analytics
14 23 (14.38%) Digital Marketing
Programming Languages
1 129 (80.63%) Java
2 85 (53.13%) Python
3 63 (39.38%) Scala
4 33 (20.63%) JavaScript
4 33 (20.63%) SQL
5 25 (15.63%) C++
6 14 (8.75%) C
7 11 (6.88%) C#
7 11 (6.88%) Perl
7 11 (6.88%) Ruby
8 9 (5.63%) Groovy
8 9 (5.63%) Java 8
8 9 (5.63%) R
9 8 (5.00%) Bash Shell
10 6 (3.75%) Objective-C
10 6 (3.75%) PHP
10 6 (3.75%) PowerShell
11 5 (3.13%) Go
11 5 (3.13%) Shell Script
12 2 (1.25%) JCL
Qualifications
1 62 (38.75%) Degree
2 39 (24.38%) Computer Science Degree
3 38 (23.75%) Numerate Degree
4 9 (5.63%) Security Cleared
5 8 (5.00%) DV Cleared
6 5 (3.13%) CCNA
6 5 (3.13%) Cisco Certification
6 5 (3.13%) CISSP
6 5 (3.13%) CompTIA Security+
6 5 (3.13%) GIAC
6 5 (3.13%) ITIL Certification
6 5 (3.13%) Linux+ Certification
6 5 (3.13%) MCSE
6 5 (3.13%) Microsoft Certification
6 5 (3.13%) Network+ Certification
6 5 (3.13%) SANS
6 5 (3.13%) SSCP
7 3 (1.88%) Master's Degree
7 3 (1.88%) PhD
8 1 (0.63%) TOGAF Certification
Quality Assurance & Compliance
1 13 (8.13%) QA
2 3 (1.88%) GDPR
3 1 (0.63%) Data Quality
System Software
1 18 (11.25%) Docker
2 5 (3.13%) vSphere
3 4 (2.50%) HDFS
Systems Management
1 31 (19.38%) Puppet
2 12 (7.50%) Ansible
2 12 (7.50%) Kibana
3 11 (6.88%) Kubernetes
4 8 (5.00%) Grafana
5 5 (3.13%) Salt
6 3 (1.88%) Opscode Chef
7 1 (0.63%) CA Endevor
7 1 (0.63%) HP Quality Center
7 1 (0.63%) Istio
7 1 (0.63%) Oozie
Vendors
1 43 (26.88%) CA Agile Central
2 20 (12.50%) Oracle
3 18 (11.25%) Google
4 12 (7.50%) Microsoft
5 11 (6.88%) Cloudera
6 8 (5.00%) SAP
6 8 (5.00%) Tableau
6 8 (5.00%) Teradata
7 5 (3.13%) Siemens
7 5 (3.13%) Talend
8 4 (2.50%) Hortonworks
8 4 (2.50%) MapR
9 3 (1.88%) Ab Initio
10 2 (1.25%) IBM
10 2 (1.25%) Informatica
10 2 (1.25%) Splunk
10 2 (1.25%) TIBCO
11 1 (0.63%) HP
11 1 (0.63%) Red Hat
11 1 (0.63%) Syncsort