Period
to 20 April 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 20 April 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North West
6 months to
20 Apr 2018
Same period 2017 Same period 2016
Rank 189 170 287
Rank change year-on-year -19 +117 +38
Permanent jobs citing Hadoop 193 216 61
As % of all permanent IT jobs advertised in the North West 1.49% 1.74% 0.54%
As % of the Database & Business Intelligence category 4.39% 5.01% 1.70%
Number of salaries quoted 153 161 39
North West median annual salary £55,000 £57,500 £42,500
Median salary % change year-on-year -4.35% +35.29% -17.07%
10th Percentile £32,500 £36,250 £29,600
90th Percentile £81,250 £77,500 £70,000
England median annual salary £67,500 £65,000 £65,000
% 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 4,398 4,311 3,587
As % of all permanent IT jobs advertised in the North West 33.95% 34.78% 31.63%
Number of salaries quoted 3,745 3,719 3,114
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +3.90%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £63,750 £60,000 £56,250
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 20 April 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 20 April 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 -33 128 £55,000 -4.35% 23
Cheshire -3 45 £55,000 - 3
Merseyside +28 11 £60,000 - 1
Lancashire -11 8 £35,000 -41.67% 1
Hadoop
England

For the 6 months to 20 April 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.

1 112 (58.03%) Big Data
2 107 (55.44%) Python
3 105 (54.40%) Apache Spark
4 100 (51.81%) Java
5 81 (41.97%) Agile Software Development
6 72 (37.31%) SQL
7 63 (32.64%) JavaScript
7 63 (32.64%) Machine Learning
8 62 (32.12%) Amazon AWS
9 60 (31.09%) Software Engineering
10 56 (29.02%) DevOps
11 55 (28.50%) Finance
12 53 (27.46%) Analytical Skills
13 52 (26.94%) Scala
14 51 (26.42%) Analytics
15 46 (23.83%) Business Intelligence
16 43 (22.28%) MongoDB
17 42 (21.76%) TDD
18 41 (21.24%) C#
18 41 (21.24%) Data Science
19 40 (20.73%) Spring
19 40 (20.73%) Test Automation
20 38 (19.69%) Scrum
20 38 (19.69%) Problem-Solving
21 36 (18.65%) Oracle
21 36 (18.65%) Docker
22 34 (17.62%) R
22 34 (17.62%) Continuous Integration
23 33 (17.10%) SQL Server
23 33 (17.10%) HTML

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
1 105 (54.40%) Apache Spark
2 18 (9.33%) Apache Pig
2 18 (9.33%) SAS
3 15 (7.77%) Elasticsearch
4 12 (6.22%) Apache Solr
5 11 (5.70%) Apache
6 7 (3.63%) Tomcat
7 5 (2.59%) WebSphere
8 4 (2.07%) Confluence
9 3 (1.55%) Jetty
9 3 (1.55%) Jupyter
9 3 (1.55%) WebLogic
10 1 (0.52%) Anypoint
10 1 (0.52%) Apache Airflow
10 1 (0.52%) JBoss
10 1 (0.52%) SharePoint
Applications
1 4 (2.07%) MS Visio
2 1 (0.52%) Microsoft Office
Cloud Services
1 62 (32.12%) Amazon AWS
2 18 (9.33%) SaaS
3 17 (8.81%) Google Cloud Platform
4 14 (7.25%) Microsoft Azure
5 13 (6.74%) Amazon S3
6 6 (3.11%) AWS CloudFormation
7 5 (2.59%) Amazon CloudWatch
8 3 (1.55%) AWS Lambda
8 3 (1.55%) GitHub
8 3 (1.55%) Serverless
9 1 (0.52%) Amazon EC2
9 1 (0.52%) Amazon EMR
9 1 (0.52%) Amazon SQS
9 1 (0.52%) AWS OpsWorks
9 1 (0.52%) PaaS
Communications & Networking
1 1 (0.52%) Internet
1 1 (0.52%) SSL
1 1 (0.52%) VPN
Database & Business Intelligence
1 112 (58.03%) Big Data
2 43 (22.28%) MongoDB
3 33 (17.10%) SQL Server
4 26 (13.47%) Apache Cassandra
4 26 (13.47%) NoSQL
5 21 (10.88%) Apache Hive
6 17 (8.81%) Data Warehouse
7 14 (7.25%) HBase
8 13 (6.74%) MySQL
9 10 (5.18%) SQL Server Integration Services
10 8 (4.15%) Data Mining
11 7 (3.63%) Data Lake
11 7 (3.63%) MariaDB
11 7 (3.63%) PostgreSQL
11 7 (3.63%) Relational Database
12 6 (3.11%) RDBMS
13 5 (2.59%) SQL Server Reporting Services
14 4 (2.07%) IBM InfoSphere
14 4 (2.07%) QlikView
14 4 (2.07%) Sqoop
Development Applications
1 18 (9.33%) Jenkins
2 13 (6.74%) Cucumber
3 12 (6.22%) JIRA
3 12 (6.22%) Selenium
4 9 (4.66%) Git (software)
4 9 (4.66%) TeamCity
5 7 (3.63%) JUnit
6 5 (2.59%) Ant
6 5 (2.59%) Bitbucket
6 5 (2.59%) Gradle
6 5 (2.59%) Maven
6 5 (2.59%) SonarQube
6 5 (2.59%) Visual Studio
7 4 (2.07%) CA Release Automation
7 4 (2.07%) GitLab
7 4 (2.07%) IntelliJ
8 3 (1.55%) SOAtest
9 2 (1.04%) FitNesse
9 2 (1.04%) Mockito
9 2 (1.04%) SpecFlow
General
1 55 (28.50%) Finance
2 31 (16.06%) Manufacturing
3 29 (15.03%) Marketing
4 28 (14.51%) Electronics
4 28 (14.51%) Retail
4 28 (14.51%) Telecoms
5 26 (13.47%) Banking
6 19 (9.84%) Investment Banking
7 16 (8.29%) Law
8 6 (3.11%) Advertising
9 5 (2.59%) Retail Banking
10 4 (2.07%) Corporate Banking
11 2 (1.04%) Games
11 2 (1.04%) General Ledger
11 2 (1.04%) Military
12 1 (0.52%) Automotive
Job Titles
1 45 (23.32%) Developer
2 33 (17.10%) Data Scientist
3 25 (12.95%) Software Engineer
4 23 (11.92%) Java Developer
4 23 (11.92%) Java Engineer
5 20 (10.36%) Architect
6 16 (8.29%) Java Software Engineer
7 15 (7.77%) Analyst
7 15 (7.77%) Software Manager
8 14 (7.25%) Data Engineer
8 14 (7.25%) Lead Software Engineer
9 13 (6.74%) Engineering Manager
9 13 (6.74%) Software Engineering Manager
10 12 (6.22%) Lead Developer
11 11 (5.70%) Senior Data Scientist
12 9 (4.66%) DBA
12 9 (4.66%) Python Engineer
12 9 (4.66%) QA Analyst
13 8 (4.15%) Data Architect
13 8 (4.15%) Solutions Architect
Libraries, Frameworks & Software Standards
1 40 (20.73%) Spring
2 33 (17.10%) CSS
2 33 (17.10%) HTML
3 30 (15.54%) AngularJS
4 25 (12.95%) Hibernate
5 24 (12.44%) .NET
6 21 (10.88%) React
7 19 (9.84%) jQuery
8 18 (9.33%) Kafka
9 16 (8.29%) HTML5
10 15 (7.77%) CSS3
10 15 (7.77%) Node.js
11 14 (7.25%) Java EE
12 13 (6.74%) JAX-RS
12 13 (6.74%) RabbitMQ
13 12 (6.22%) Web Services
14 11 (5.70%) Apache Camel
14 11 (5.70%) Gherkin
15 10 (5.18%) Twitter Bootstrap
16 8 (4.15%) ASP.NET
Miscellaneous
1 53 (27.46%) Analytical Skills
2 16 (8.29%) Algorithms
2 16 (8.29%) Computer Science
3 10 (5.18%) Data Structures
4 8 (4.15%) Virtual Team
5 6 (3.11%) Enterprise Software
5 6 (3.11%) Greenfield Project
6 5 (2.59%) Mainframe
6 5 (2.59%) Management Information System
6 5 (2.59%) PKI
7 4 (2.07%) Cyber Defence
7 4 (2.07%) Public Cloud
7 4 (2.07%) Self-Motivation
7 4 (2.07%) Social Media
8 3 (1.55%) Analytical Mindset
8 3 (1.55%) Life Science
8 3 (1.55%) Mobile App
8 3 (1.55%) Robotics
8 3 (1.55%) VSAM
9 2 (1.04%) Data Centre
Operating Systems
1 29 (15.03%) Linux
2 23 (11.92%) Windows
3 19 (9.84%) Unix
4 3 (1.55%) Windows 10
5 2 (1.04%) Android
5 2 (1.04%) Apple iOS
Processes & Methodologies
1 81 (41.97%) Agile Software Development
2 63 (32.64%) Machine Learning
3 60 (31.09%) Software Engineering
4 56 (29.02%) DevOps
5 51 (26.42%) Analytics
6 46 (23.83%) Business Intelligence
7 42 (21.76%) TDD
8 41 (21.24%) Data Science
9 40 (20.73%) Test Automation
10 38 (19.69%) Problem-Solving
10 38 (19.69%) Scrum
11 34 (17.62%) Continuous Integration
12 31 (16.06%) Mentoring
13 28 (14.51%) Digital Marketing
13 28 (14.51%) Programme Management
14 27 (13.99%) ETL
15 24 (12.44%) Mathematics
15 24 (12.44%) Microservices
16 20 (10.36%) BDD
17 19 (9.84%) SDLC
Programming Languages
1 107 (55.44%) Python
2 100 (51.81%) Java
3 72 (37.31%) SQL
4 63 (32.64%) JavaScript
5 52 (26.94%) Scala
6 41 (21.24%) C#
7 34 (17.62%) R
8 31 (16.06%) C++
9 26 (13.47%) Ruby
10 15 (7.77%) Perl
11 14 (7.25%) Java 8
12 11 (5.70%) C
13 10 (5.18%) Bash Shell
13 10 (5.18%) HiveQL
14 7 (3.63%) Groovy
14 7 (3.63%) PowerShell
15 6 (3.11%) Go
16 5 (2.59%) Shell Script
17 4 (2.07%) T-SQL
18 3 (1.55%) REXX
Qualifications
1 22 (11.40%) Degree
2 15 (7.77%) Security Cleared
3 8 (4.15%) DV Cleared
4 7 (3.63%) Numerate Degree
5 6 (3.11%) Computer Science Degree
5 6 (3.11%) PhD
6 4 (2.07%) Sun Certification
7 3 (1.55%) ISTQB
7 3 (1.55%) PMI Certification
7 3 (1.55%) PMP
7 3 (1.55%) Postgraduate
8 1 (0.52%) Master's Degree
8 1 (0.52%) TOGAF Certification
Quality Assurance & Compliance
1 17 (8.81%) GCP
1 17 (8.81%) QA
2 1 (0.52%) Data Quality
System Software
1 36 (18.65%) Docker
2 15 (7.77%) HDFS
3 5 (2.59%) Hyper-V
3 5 (2.59%) VMware Infrastructure
4 4 (2.07%) Active Directory
5 3 (1.55%) Apache Flume
Systems Management
1 32 (16.58%) Kubernetes
2 30 (15.54%) Ansible
3 18 (9.33%) Opscode Chef
4 14 (7.25%) Puppet
5 6 (3.11%) Mesos
6 4 (2.07%) Ambari
6 4 (2.07%) Marathon
6 4 (2.07%) rkt
6 4 (2.07%) Single Sign-On
7 3 (1.55%) Cobbler
7 3 (1.55%) HP Quality Center
7 3 (1.55%) Oozie
7 3 (1.55%) ZABBIX
8 1 (0.52%) EMC NetWorker
Vendors
1 36 (18.65%) Oracle
2 29 (15.03%) SAP
3 19 (9.84%) Teradata
4 17 (8.81%) Cloudera
5 16 (8.29%) Google
6 13 (6.74%) Informatica
7 12 (6.22%) Microsoft
8 11 (5.70%) Hortonworks
9 9 (4.66%) Ab Initio
10 7 (3.63%) HP
10 7 (3.63%) Tableau
11 6 (3.11%) IBM
12 5 (2.59%) Splunk
12 5 (2.59%) Twitter
12 5 (2.59%) VMware
13 4 (2.07%) Alteryx
13 4 (2.07%) Facebook
13 4 (2.07%) Greenplum
13 4 (2.07%) Netezza
13 4 (2.07%) Sun