Period
to 23 October 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 23 October 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North West
6 months to
23 Oct 2018
Same period 2017 Same period 2016
Rank 205 167 246
Rank change year-on-year -38 +79 +36
Permanent jobs citing Hadoop 162 236 123
As % of all permanent IT jobs advertised in the North West 1.38% 1.83% 1.01%
As % of the Database & Business Intelligence category 4.57% 5.42% 3.00%
Number of salaries quoted 134 176 108
North West median annual salary £56,850 £55,000 £51,250
Median salary % change year-on-year +3.36% +7.32% +2.50%
10th Percentile £37,500 £28,000 £34,250
90th Percentile £86,750 £75,625 £76,000
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 3,547 4,351 4,098
As % of all permanent IT jobs advertised in the North West 30.11% 33.75% 33.76%
Number of salaries quoted 3,076 3,673 3,547
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £28,500 £27,500 £26,250
90th Percentile £67,500 £61,250 £58,750
England median annual salary £50,000 £50,000 £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 23 October 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 23 October 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 -30 119 £55,000 -4.35% 14
Cheshire +13 30 £67,500 +19.47% 1
Lancashire +5 9 £35,000 - 2
Merseyside 0 2 £50,000 +35.14% 2
Hadoop
England

For the 6 months to 23 October 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.

1 125 (77.16%) Java
2 91 (56.17%) Big Data
3 80 (49.38%) Python
3 80 (49.38%) Agile Software Development
4 79 (48.77%) Apache Spark
5 75 (46.30%) Amazon AWS
6 63 (38.89%) DevOps
7 52 (32.10%) Open Source
7 52 (32.10%) Web Services
8 51 (31.48%) TDD
9 49 (30.25%) SQL
9 49 (30.25%) Scala
10 47 (29.01%) Software Engineering
11 46 (28.40%) Scrum
12 45 (27.78%) JavaScript
13 43 (26.54%) Linux
14 42 (25.93%) NoSQL
15 41 (25.31%) Puppet
16 40 (24.69%) Apache Cassandra
17 39 (24.07%) MongoDB
17 39 (24.07%) Test Automation
18 38 (23.46%) Kafka
19 37 (22.84%) Apache Hive
19 37 (22.84%) JIRA
20 36 (22.22%) Spring
20 36 (22.22%) Microservices
21 35 (21.60%) Degree
22 33 (20.37%) Mentoring
22 33 (20.37%) Data Engineering
22 33 (20.37%) AngularJS

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 79 (48.77%) Apache Spark
2 27 (16.67%) Apache
3 25 (15.43%) Apache Solr
4 22 (13.58%) Apache Pig
5 6 (3.70%) SAS
6 5 (3.09%) Cloud Foundry
7 4 (2.47%) WebSphere
8 2 (1.23%) Elasticsearch
8 2 (1.23%) Tomcat
9 1 (0.62%) CICS
9 1 (0.62%) JBoss
9 1 (0.62%) Jetty
9 1 (0.62%) Jupyter
9 1 (0.62%) WebLogic
9 1 (0.62%) WildFly
Applications
1 3 (1.85%) MS Visio
2 2 (1.23%) Microsoft Excel
3 1 (0.62%) Microsoft Office
3 1 (0.62%) Microsoft PowerPoint
3 1 (0.62%) SPSS
Business Applications
1 1 (0.62%) Exstream
Cloud Services
1 75 (46.30%) Amazon AWS
2 25 (15.43%) AWS CloudFormation
3 21 (12.96%) Cloud Computing
4 20 (12.35%) Amazon EMR
5 19 (11.73%) Amazon EC2
6 17 (10.49%) Microsoft Azure
6 17 (10.49%) SaaS
7 12 (7.41%) Google Cloud Platform
8 11 (6.79%) PaaS
9 6 (3.70%) IaaS
10 3 (1.85%) Amazon S3
11 2 (1.23%) AWS Lambda
11 2 (1.23%) Serverless
12 1 (0.62%) Amazon Kinesis
12 1 (0.62%) Amazon SageMaker
12 1 (0.62%) Amazon SQS
12 1 (0.62%) Google Analytics
Communications & Networking
1 14 (8.64%) TCP/IP
2 12 (7.41%) Internet
3 10 (6.17%) Firewall
3 10 (6.17%) HTTP
3 10 (6.17%) SSL
4 3 (1.85%) AMQP
5 1 (0.62%) SMS
Database & Business Intelligence
1 91 (56.17%) Big Data
2 42 (25.93%) NoSQL
3 40 (24.69%) Apache Cassandra
4 39 (24.07%) MongoDB
5 37 (22.84%) Apache Hive
6 22 (13.58%) MySQL
7 21 (12.96%) Amazon Redshift
8 19 (11.73%) Amazon Athena
8 19 (11.73%) Flink
9 18 (11.11%) SQL Server
10 7 (4.32%) DB2
10 7 (4.32%) HBase
11 5 (3.09%) Data Mining
11 5 (3.09%) Relational Database
12 4 (2.47%) Data Lake
12 4 (2.47%) Data Warehouse
12 4 (2.47%) PostgreSQL
13 3 (1.85%) Couchbase
13 3 (1.85%) Redis
13 3 (1.85%) Riak
Development Applications
1 37 (22.84%) JIRA
2 23 (14.20%) gulp
3 20 (12.35%) Selenium
4 15 (9.26%) Git (software)
5 10 (6.17%) Atlassian Bamboo
5 10 (6.17%) Bitbucket
5 10 (6.17%) CodeSonar
5 10 (6.17%) git-flow
5 10 (6.17%) Robot Framework
6 8 (4.94%) Cucumber
7 6 (3.70%) Grunt
8 5 (3.09%) LoadRunner
9 4 (2.47%) Jenkins
9 4 (2.47%) JMeter
9 4 (2.47%) Redmine
9 4 (2.47%) TeamCity
9 4 (2.47%) WATIR
10 2 (1.23%) CA Release Automation
10 2 (1.23%) JUnit
11 1 (0.62%) Visual Studio
General
1 31 (19.14%) Finance
2 29 (17.90%) Marketing
2 29 (17.90%) Retail
3 19 (11.73%) Banking
4 10 (6.17%) Electronics
4 10 (6.17%) Manufacturing
4 10 (6.17%) Telecoms
5 8 (4.94%) Law
6 5 (3.09%) Military
7 4 (2.47%) Games
7 4 (2.47%) Investment Banking
8 3 (1.85%) Advertising
9 1 (0.62%) Automotive
9 1 (0.62%) Billing
9 1 (0.62%) Legal
9 1 (0.62%) Retail Banking
9 1 (0.62%) Thai Language
Job Titles
1 33 (20.37%) Architect
2 29 (17.90%) Java Engineer
3 26 (16.05%) Software Engineer
4 23 (14.20%) Data Engineer
4 23 (14.20%) Java Software Engineer
5 20 (12.35%) Developer
6 16 (9.88%) Data Scientist
7 15 (9.26%) Big Data Engineer
8 14 (8.64%) Data Architect
9 13 (8.02%) Java Developer
10 11 (6.79%) Senior Data Engineer
10 11 (6.79%) Solutions Architect
11 10 (6.17%) C# Software Engineer
11 10 (6.17%) C++ Software Engineer
12 9 (5.56%) Senior Architect
12 9 (5.56%) Senior Data Architect
13 7 (4.32%) Cloud Architect
13 7 (4.32%) Junior Developer
13 7 (4.32%) Junior Java Developer
13 7 (4.32%) Principal Developer
Libraries, Frameworks & Software Standards
1 52 (32.10%) Web Services
2 38 (23.46%) Kafka
3 36 (22.22%) Spring
4 33 (20.37%) AngularJS
5 28 (17.28%) Java EE
5 28 (17.28%) REST
6 26 (16.05%) JAX-RS
7 21 (12.96%) RabbitMQ
8 20 (12.35%) LAMP
8 20 (12.35%) Node.js
9 18 (11.11%) HTML
9 18 (11.11%) Spark Streaming
10 15 (9.26%) CSS
11 14 (8.64%) Apache Camel
11 14 (8.64%) J2EE
12 13 (8.02%) .NET
12 13 (8.02%) Hibernate
13 12 (7.41%) JSON
14 11 (6.79%) HTML5
14 11 (6.79%) SOAP
Miscellaneous
1 29 (17.90%) Computer Science
2 22 (13.58%) Cloud Native
3 21 (12.96%) Analytical Skills
4 17 (10.49%) Internet of Things
5 11 (6.79%) Algorithms
6 8 (4.94%) N-Tier
7 6 (3.70%) Data Structures
8 5 (3.09%) Industrial Internet of Things
9 2 (1.23%) Enterprise Software
9 2 (1.23%) Mainframe
9 2 (1.23%) Mobile App
9 2 (1.23%) Virtual Team
9 2 (1.23%) VSAM
10 1 (0.62%) Blog
10 1 (0.62%) Cyber Defence
10 1 (0.62%) Infotainment
10 1 (0.62%) IVR
10 1 (0.62%) Management Information System
10 1 (0.62%) Replication
10 1 (0.62%) Social Gaming
Operating Systems
1 43 (26.54%) Linux
2 21 (12.96%) Windows
3 10 (6.17%) Android
3 10 (6.17%) Apple iOS
3 10 (6.17%) Mac OS X
4 4 (2.47%) Unix
5 3 (1.85%) Red Hat Enterprise Linux
6 2 (1.23%) AIX
7 1 (0.62%) CentOS
7 1 (0.62%) HPUX
7 1 (0.62%) Solaris
7 1 (0.62%) Windows Server
7 1 (0.62%) Windows Server 2008
Processes & Methodologies
1 80 (49.38%) Agile Software Development
2 63 (38.89%) DevOps
3 52 (32.10%) Open Source
4 51 (31.48%) TDD
5 47 (29.01%) Software Engineering
6 46 (28.40%) Scrum
7 39 (24.07%) Test Automation
8 36 (22.22%) Microservices
9 33 (20.37%) Data Engineering
9 33 (20.37%) Mentoring
10 32 (19.75%) Continuous Integration
10 32 (19.75%) Data Modelling
11 31 (19.14%) Mathematics
12 30 (18.52%) Data Science
13 26 (16.05%) Analytics
14 25 (15.43%) Digital Marketing
15 24 (14.81%) BDD
16 23 (14.20%) Business Intelligence
17 19 (11.73%) Change Management
17 19 (11.73%) Machine Learning
Programming Languages
1 125 (77.16%) Java
2 80 (49.38%) Python
3 49 (30.25%) Scala
3 49 (30.25%) SQL
4 45 (27.78%) JavaScript
5 29 (17.90%) C++
6 18 (11.11%) C
6 18 (11.11%) C#
7 17 (10.49%) R
8 15 (9.26%) Bash Shell
9 14 (8.64%) Ruby
10 13 (8.02%) Perl
11 11 (6.79%) PowerShell
12 10 (6.17%) Java 8
12 10 (6.17%) Objective-C
12 10 (6.17%) PHP
13 7 (4.32%) Groovy
14 6 (3.70%) HiveQL
15 4 (2.47%) Shell Script
16 3 (1.85%) Go
Qualifications
1 35 (21.60%) Degree
2 20 (12.35%) Computer Science Degree
3 18 (11.11%) Numerate Degree
4 11 (6.79%) CISSP
4 11 (6.79%) SANS
5 10 (6.17%) CCNA
5 10 (6.17%) Cisco Certification
5 10 (6.17%) CompTIA Security+
5 10 (6.17%) DV Cleared
5 10 (6.17%) GIAC
5 10 (6.17%) Linux+ Certification
5 10 (6.17%) MCSE
5 10 (6.17%) Microsoft Certification
5 10 (6.17%) Network+ Certification
5 10 (6.17%) Security Cleared
5 10 (6.17%) SSCP
6 5 (3.09%) ITIL Certification
7 1 (0.62%) GCIA
7 1 (0.62%) GCIH
7 1 (0.62%) PhD
Quality Assurance & Compliance
1 10 (6.17%) QA
2 3 (1.85%) GDPR
3 1 (0.62%) Data Quality
System Software
1 28 (17.28%) Docker
2 10 (6.17%) vSphere
3 8 (4.94%) HDFS
4 1 (0.62%) Active Directory
Systems Management
1 41 (25.31%) Puppet
2 16 (9.88%) Ansible
3 12 (7.41%) Kubernetes
4 10 (6.17%) Kibana
4 10 (6.17%) Salt
5 6 (3.70%) Grafana
5 6 (3.70%) Opscode Chef
6 1 (0.62%) CA Endevor
6 1 (0.62%) Cobbler
6 1 (0.62%) HP Quality Center
6 1 (0.62%) Istio
6 1 (0.62%) Oozie
6 1 (0.62%) Single Sign-On
6 1 (0.62%) Terraform
Vendors
1 22 (13.58%) Oracle
2 20 (12.35%) CA Agile Central
2 20 (12.35%) Cloudera
3 15 (9.26%) Microsoft
4 12 (7.41%) Google
5 10 (6.17%) SAP
6 9 (5.56%) Tableau
7 8 (4.94%) Talend
8 7 (4.32%) Teradata
9 5 (3.09%) Siemens
10 4 (2.47%) Hortonworks
10 4 (2.47%) MapR
10 4 (2.47%) Red Hat
11 3 (1.85%) IBM
11 3 (1.85%) TIBCO
12 2 (1.23%) Ab Initio
12 2 (1.23%) Informatica
12 2 (1.23%) Splunk
13 1 (0.62%) ArcSight
13 1 (0.62%) Twitter