Period
to 23 March 2019

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 March 2019 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North West
6 months to
23 Mar 2019
Same period 2018 Same period 2017
Rank 226 200 177
Rank change year-on-year -26 -23 +110
Permanent jobs citing Hadoop 111 172 212
As % of all permanent IT jobs advertised in the North West 1.09% 1.33% 1.74%
As % of the Database & Business Intelligence category 3.68% 3.96% 4.97%
Number of salaries quoted 99 136 166
North West median annual salary £65,000 £52,500 £57,000
Median salary % change year-on-year +23.81% -7.89% +14.00%
10th Percentile £32,250 £32,500 £36,250
90th Percentile £91,250 £81,250 £76,750
England median annual salary £70,000 £65,000 £65,000
% change year-on-year +7.69% - -

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 3,018 4,339 4,265
As % of all permanent IT jobs advertised in the North West 29.57% 33.51% 34.97%
Number of salaries quoted 2,523 3,681 3,686
North West median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £30,000 £27,750 £26,250
90th Percentile £70,000 £63,750 £60,000
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 March 2019.

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 March 2019. 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 -24 80 £70,000 +27.85% 4
Cheshire +25 14 £52,500 - 2
Lancashire +17 14 £35,000 - 3
Merseyside 0 2 £90,000 +53.19% 3
Hadoop
England

For the 6 months to 23 March 2019, 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 81 (72.97%) Java
2 74 (66.67%) Big Data
2 74 (66.67%) Apache Spark
3 73 (65.77%) Python
4 69 (62.16%) Agile Software Development
5 60 (54.05%) Kafka
6 59 (53.15%) DevOps
7 54 (48.65%) NoSQL
8 52 (46.85%) Data Modelling
9 51 (45.95%) Scala
9 51 (45.95%) Amazon AWS
10 49 (44.14%) Apache
11 48 (43.24%) Degree
12 47 (42.34%) TDD
12 47 (42.34%) Data Engineering
13 45 (40.54%) Web Services
13 45 (40.54%) Open Source
13 45 (40.54%) MongoDB
14 43 (38.74%) Change Management
15 41 (36.94%) Mathematics
16 40 (36.04%) JIRA
16 40 (36.04%) Cloud Computing
16 40 (36.04%) CA Agile Central
17 38 (34.23%) Spark Streaming
17 38 (34.23%) Computer Science
17 38 (34.23%) Configuration Management
18 36 (32.43%) Flink
18 36 (32.43%) Amazon Redshift
18 36 (32.43%) Computer Science Degree
19 35 (31.53%) Numerate 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 74 (66.67%) Apache Spark
2 49 (44.14%) Apache
3 8 (7.21%) SAS
4 6 (5.41%) Elasticsearch
5 4 (3.60%) Apache Pig
6 2 (1.80%) Apache Airflow
6 2 (1.80%) Cloud Foundry
6 2 (1.80%) CloudStack
6 2 (1.80%) IIS
6 2 (1.80%) nginx
6 2 (1.80%) OpenStack
6 2 (1.80%) WebSphere
7 1 (0.90%) Apache Solr
7 1 (0.90%) JBoss
Applications
1 3 (2.70%) SPSS
2 2 (1.80%) S-PLUS
2 2 (1.80%) Stata
3 1 (0.90%) Microsoft Excel
3 1 (0.90%) Microsoft Office
3 1 (0.90%) MS Visio
3 1 (0.90%) Weka
Cloud Services
1 51 (45.95%) Amazon AWS
2 40 (36.04%) Cloud Computing
3 35 (31.53%) Amazon EC2
3 35 (31.53%) Amazon EMR
4 12 (10.81%) Google Cloud Platform
4 12 (10.81%) Microsoft Azure
5 2 (1.80%) Azure Data Factory
5 2 (1.80%) IaaS
5 2 (1.80%) PaaS
5 2 (1.80%) SaaS
6 1 (0.90%) Amazon SageMaker
6 1 (0.90%) AWS CloudFormation
6 1 (0.90%) Google Analytics
6 1 (0.90%) IBM Cloud
6 1 (0.90%) OpenShift
Communications & Networking
1 14 (12.61%) Internet
2 2 (1.80%) AMQP
2 2 (1.80%) Broadband
2 2 (1.80%) Firewall
2 2 (1.80%) TCP/IP
2 2 (1.80%) VLAN
3 1 (0.90%) HTTP
Database & Business Intelligence
1 74 (66.67%) Big Data
2 54 (48.65%) NoSQL
3 45 (40.54%) MongoDB
4 36 (32.43%) Amazon Redshift
4 36 (32.43%) Flink
5 35 (31.53%) Amazon Athena
6 26 (23.42%) Apache Cassandra
6 26 (23.42%) Apache Hive
7 16 (14.41%) SQL Server
8 10 (9.01%) Relational Database
9 8 (7.21%) HBase
10 7 (6.31%) Data Lake
11 5 (4.50%) Data Mining
11 5 (4.50%) MySQL
11 5 (4.50%) QlikView
11 5 (4.50%) SQL Server Analysis Services
11 5 (4.50%) SQL Server Integration Services
11 5 (4.50%) SQL Server Reporting Services
12 4 (3.60%) PostgreSQL
12 4 (3.60%) RDBMS
Development Applications
1 40 (36.04%) JIRA
2 7 (6.31%) Selenium
3 6 (5.41%) Atlassian Bamboo
3 6 (5.41%) JMeter
3 6 (5.41%) SoapUI
4 4 (3.60%) EasyMock
5 3 (2.70%) Bitbucket
5 3 (2.70%) Git (software)
5 3 (2.70%) Jenkins
6 2 (1.80%) Team Foundation Server
6 2 (1.80%) Visual Studio Team System
7 1 (0.90%) Grunt
7 1 (0.90%) gulp
7 1 (0.90%) Protractor
7 1 (0.90%) Vagrant
General
1 14 (12.61%) Banking
1 14 (12.61%) Finance
2 9 (8.11%) Law
3 7 (6.31%) Marketing
4 3 (2.70%) Electronics
4 3 (2.70%) Investment Banking
4 3 (2.70%) Retail
5 2 (1.80%) Back Office
5 2 (1.80%) Manufacturing
5 2 (1.80%) Telecoms
Job Titles
1 36 (32.43%) Data Engineer
2 25 (22.52%) Big Data Engineer
3 24 (21.62%) Senior Data Engineer
4 18 (16.22%) Developer
5 15 (13.51%) Architect
5 15 (13.51%) Data Architect
6 14 (12.61%) Senior Architect
6 14 (12.61%) Senior Data Architect
6 14 (12.61%) Software Engineer
7 11 (9.91%) Java Engineer
7 11 (9.91%) Java Software Engineer
8 10 (9.01%) Java Developer
9 9 (8.11%) Data Scientist
10 6 (5.41%) Consultant
10 6 (5.41%) Development Consultant
10 6 (5.41%) Graduate
10 6 (5.41%) Graduate Consultant
10 6 (5.41%) Graduate Software Consultant
10 6 (5.41%) Software Consultant
10 6 (5.41%) Software Development Consultant
Libraries, Frameworks & Software Standards
1 60 (54.05%) Kafka
2 45 (40.54%) Web Services
3 38 (34.23%) Spark Streaming
4 22 (19.82%) Spring
5 14 (12.61%) Apache Camel
5 14 (12.61%) RabbitMQ
6 11 (9.91%) Hibernate
7 9 (8.11%) HTML
8 7 (6.31%) CSS
8 7 (6.31%) jQuery
9 6 (5.41%) SOAP
10 5 (4.50%) J2EE
10 5 (4.50%) Natural Language Processing
10 5 (4.50%) REST
11 3 (2.70%) HTML5
11 3 (2.70%) LAMP
11 3 (2.70%) Node.js
11 3 (2.70%) NumPy
12 2 (1.80%) JMS
12 2 (1.80%) WebSphere MQ
Miscellaneous
1 14 (12.61%) Internet of Things
2 13 (11.71%) Analytical Skills
3 8 (7.21%) Algorithms
4 3 (2.70%) Credit Risk
4 3 (2.70%) Data Structures
5 2 (1.80%) Data Centre
5 2 (1.80%) Enterprise Software
5 2 (1.80%) Private Cloud
5 2 (1.80%) Virtual Team
6 1 (0.90%) Cloud Native
6 1 (0.90%) FMCG
6 1 (0.90%) Greenfield Project
6 1 (0.90%) Life Science
6 1 (0.90%) Management Information System
6 1 (0.90%) Mobile App
Operating Systems
1 4 (3.60%) Linux
1 4 (3.60%) Unix
2 2 (1.80%) Windows
3 1 (0.90%) Android
3 1 (0.90%) Apple iOS
Processes & Methodologies
1 69 (62.16%) Agile Software Development
2 59 (53.15%) DevOps
3 52 (46.85%) Data Modelling
4 47 (42.34%) Data Engineering
4 47 (42.34%) TDD
5 45 (40.54%) Open Source
6 43 (38.74%) Change Management
7 41 (36.94%) Mathematics
8 38 (34.23%) Computer Science
8 38 (34.23%) Configuration Management
9 35 (31.53%) Data Ingestion
10 30 (27.03%) Software Engineering
11 29 (26.13%) Data Analysis
12 22 (19.82%) SDLC
13 21 (18.92%) Data Science
14 19 (17.12%) Data Architecture
15 16 (14.41%) ETL
15 16 (14.41%) Machine Learning
15 16 (14.41%) Unit Testing
16 15 (13.51%) Artificial Intelligence
Programming Languages
1 81 (72.97%) Java
2 73 (65.77%) Python
3 51 (45.95%) Scala
4 34 (30.63%) SQL
5 13 (11.71%) R
6 12 (10.81%) Groovy
6 12 (10.81%) Java 8
6 12 (10.81%) JavaScript
7 4 (3.60%) C#
7 4 (3.60%) C++
7 4 (3.60%) MATLAB
8 3 (2.70%) C
8 3 (2.70%) Ruby
9 2 (1.80%) Bash Shell
9 2 (1.80%) Go
9 2 (1.80%) PHP
9 2 (1.80%) PowerShell
9 2 (1.80%) Shell Script
9 2 (1.80%) U-SQL
10 1 (0.90%) Apple Swift
Qualifications
1 48 (43.24%) Degree
2 36 (32.43%) Computer Science Degree
3 35 (31.53%) Numerate Degree
4 5 (4.50%) PhD
5 4 (3.60%) Security Cleared
6 3 (2.70%) DV Cleared
7 2 (1.80%) Master's Degree
Quality Assurance & Compliance
1 7 (6.31%) QA
2 4 (3.60%) Data Quality
System Software
1 5 (4.50%) Docker
2 3 (2.70%) HDFS
3 2 (1.80%) Varnish
4 1 (0.90%) VirtualBox
Systems Management
1 6 (5.41%) Kubernetes
2 5 (4.50%) Ansible
3 4 (3.60%) Kibana
4 3 (2.70%) Puppet
5 2 (1.80%) Grafana
5 2 (1.80%) Graphite
5 2 (1.80%) Graylog
5 2 (1.80%) HAProxy
5 2 (1.80%) logstash
5 2 (1.80%) Opscode Chef
5 2 (1.80%) ZABBIX
6 1 (0.90%) Ambari
6 1 (0.90%) Docker Swarm
6 1 (0.90%) Terraform
Vendors
1 40 (36.04%) CA Agile Central
2 11 (9.91%) Google
3 10 (9.01%) Oracle
4 8 (7.21%) Microsoft
4 8 (7.21%) Teradata
5 6 (5.41%) Cloudera
6 5 (4.50%) Hortonworks
7 4 (3.60%) Informatica
7 4 (3.60%) Splunk
7 4 (3.60%) Tableau
7 4 (3.60%) Talend
8 3 (2.70%) Databricks
8 3 (2.70%) IBM
8 3 (2.70%) MapR
9 2 (1.80%) Ab Initio
9 2 (1.80%) Red Hat
9 2 (1.80%) SaltStack
9 2 (1.80%) SAP
9 2 (1.80%) TIBCO
10 1 (0.90%) Alteryx