Period
to 19 January 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 19 January 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North West
6 months to
19 Jan 2018
Same period 2017 Same period 2016
Rank 191 193 276
Rank change year-on-year +2 +83 +10
Permanent jobs citing Hadoop 189 182 74
As % of all permanent IT jobs advertised in the North West 1.49% 1.48% 0.61%
As % of the Database & Business Intelligence category 4.59% 4.20% 1.83%
Number of salaries quoted 131 153 47
North West median annual salary £53,750 £55,000 £50,000
Median salary % change year-on-year -2.27% +10.00% -4.76%
10th Percentile £32,500 £35,250 £35,750
90th Percentile £85,000 £74,750 £71,500
England median annual salary £65,000 £62,500 £65,000
% change year-on-year +4.00% -3.85% +8.33%

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 4,122 4,336 4,034
As % of all permanent IT jobs advertised in the North West 32.42% 35.17% 33.29%
Number of salaries quoted 3,458 3,776 3,511
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +5.26%
10th Percentile £27,500 £26,250 £26,500
90th Percentile £62,500 £59,500 £55,000
England median annual salary £50,000 £47,500 £46,000
% change year-on-year +5.26% +3.26% +2.22%

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 19 January 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 19 January 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 -27 114 £55,000 -3.51% 19
Cheshire -5 36 £50,000 -6.98% 4
Merseyside +48 26 £50,500 -29.86% 3
Lancashire -3 9 £35,000 -22.22%
Hadoop
England

For the 6 months to 19 January 2018, IT jobs citing Hadoop also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for Hadoop.

1 121 (64.02%) Big Data
2 85 (44.97%) Python
3 81 (42.86%) Agile Software Development
4 80 (42.33%) Java
5 79 (41.80%) Amazon AWS
6 74 (39.15%) DevOps
6 74 (39.15%) Apache Spark
7 67 (35.45%) Analytics
7 67 (35.45%) SQL
8 59 (31.22%) SQL Server
9 53 (28.04%) Linux
10 52 (27.51%) Finance
11 50 (26.46%) Machine Learning
12 49 (25.93%) Hibernate
12 49 (25.93%) JavaScript
13 48 (25.40%) MongoDB
14 46 (24.34%) Software Engineering
15 43 (22.75%) Spring
15 43 (22.75%) Business Intelligence
16 41 (21.69%) Analytical Skills
17 40 (21.16%) Windows
18 37 (19.58%) Manufacturing
18 37 (19.58%) Test Automation
19 36 (19.05%) Microsoft Azure
19 36 (19.05%) Apache Cassandra
19 36 (19.05%) Puppet
19 36 (19.05%) Jenkins
20 35 (18.52%) Oracle
20 35 (18.52%) Opscode Chef
21 34 (17.99%) Scala

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 (39.15%) Apache Spark
2 19 (10.05%) Elasticsearch
3 17 (8.99%) Apache
4 16 (8.47%) Apache Pig
5 15 (7.94%) SAS
6 12 (6.35%) Apache Solr
7 7 (3.70%) WebSphere
8 4 (2.12%) SharePoint
8 4 (2.12%) Tomcat
9 3 (1.59%) Jupyter
10 2 (1.06%) IIS
10 2 (1.06%) Jetty
10 2 (1.06%) WebLogic
11 1 (0.53%) Anypoint
11 1 (0.53%) Apache Airflow
Applications
1 4 (2.12%) Microsoft Office
2 2 (1.06%) S-PLUS
2 2 (1.06%) SPSS
2 2 (1.06%) Stata
Business Applications
1 1 (0.53%) Dynamics AX
Cloud Services
1 79 (41.80%) Amazon AWS
2 36 (19.05%) Microsoft Azure
3 27 (14.29%) AWS CloudFormation
4 24 (12.70%) Amazon CloudWatch
5 21 (11.11%) GitHub
6 15 (7.94%) Google Cloud Platform
7 12 (6.35%) SaaS
8 5 (2.65%) Amazon S3
9 3 (1.59%) Amazon SQS
9 3 (1.59%) AWS Lambda
9 3 (1.59%) Serverless
10 1 (0.53%) Azure Machine Learning
10 1 (0.53%) Dynamics 365
Communications & Networking
1 4 (2.12%) SSL
2 2 (1.06%) AMQP
3 1 (0.53%) VPN
Database & Business Intelligence
1 121 (64.02%) Big Data
2 59 (31.22%) SQL Server
3 48 (25.40%) MongoDB
4 36 (19.05%) Apache Cassandra
5 29 (15.34%) NoSQL
6 22 (11.64%) Apache Hive
7 18 (9.52%) MySQL
8 15 (7.94%) Relational Database
9 14 (7.41%) Data Warehouse
10 13 (6.88%) RDBMS
11 11 (5.82%) SQL Server Integration Services
12 10 (5.29%) Data Lake
12 10 (5.29%) Data Mining
12 10 (5.29%) SQL Server Reporting Services
13 9 (4.76%) HBase
13 9 (4.76%) QlikView
14 8 (4.23%) MariaDB
15 7 (3.70%) PostgreSQL
16 6 (3.17%) IBM InfoSphere
17 5 (2.65%) Redis
Development Applications
1 36 (19.05%) Jenkins
2 27 (14.29%) JIRA
3 24 (12.70%) Bitbucket
4 17 (8.99%) Selenium
5 12 (6.35%) Git (software)
6 11 (5.82%) Cucumber
7 9 (4.76%) JUnit
7 9 (4.76%) Maven
7 9 (4.76%) SonarQube
8 8 (4.23%) TeamCity
9 6 (3.17%) Ant
9 6 (3.17%) Apache Ivy
9 6 (3.17%) Gradle
10 5 (2.65%) GitLab
11 4 (2.12%) FitNesse
12 3 (1.59%) Atlassian Bamboo
12 3 (1.59%) JHipster
12 3 (1.59%) SpecFlow
12 3 (1.59%) Team Foundation Server
13 2 (1.06%) NuGet
General
1 52 (27.51%) Finance
2 37 (19.58%) Manufacturing
3 32 (16.93%) Marketing
4 21 (11.11%) Electronics
4 21 (11.11%) Telecoms
5 15 (7.94%) Banking
6 14 (7.41%) Law
7 13 (6.88%) Investment Banking
7 13 (6.88%) Retail
8 5 (2.65%) Advertising
8 5 (2.65%) Retail Banking
9 3 (1.59%) Corporate Banking
10 2 (1.06%) Games
10 2 (1.06%) General Ledger
10 2 (1.06%) Military
11 1 (0.53%) Automotive
Job Titles
1 36 (19.05%) Developer
2 30 (15.87%) Software Engineer
3 26 (13.76%) Architect
4 18 (9.52%) Data Scientist
5 17 (8.99%) Lead Software Engineer
6 16 (8.47%) Java Developer
6 16 (8.47%) Java Engineer
7 15 (7.94%) Analyst
8 13 (6.88%) Java Software Engineer
9 12 (6.35%) Database Engineer
10 11 (5.82%) Data Architect
11 9 (4.76%) Data Engineer
11 9 (4.76%) DBA
12 8 (4.23%) Cloud Architect
12 8 (4.23%) Database Architect
13 7 (3.70%) Senior Data Scientist
13 7 (3.70%) Solutions Architect
14 6 (3.17%) Automation Engineer
14 6 (3.17%) Senior Developer
14 6 (3.17%) Software Manager
Libraries, Frameworks & Software Standards
1 49 (25.93%) Hibernate
2 43 (22.75%) Spring
3 29 (15.34%) CSS
4 28 (14.81%) HTML
5 27 (14.29%) jQuery
6 26 (13.76%) AngularJS
7 24 (12.70%) Node.js
7 24 (12.70%) RabbitMQ
8 21 (11.11%) .NET
9 18 (9.52%) Apache Camel
10 15 (7.94%) JAX-RS
10 15 (7.94%) Web Services
11 14 (7.41%) React
12 13 (6.88%) Middleware
13 12 (6.35%) HTML5
14 10 (5.29%) ASP.NET
14 10 (5.29%) CSS3
14 10 (5.29%) Java EE
14 10 (5.29%) Kafka
14 10 (5.29%) LAMP
Miscellaneous
1 41 (21.69%) Analytical Skills
2 15 (7.94%) Life Science
3 10 (5.29%) PKI
3 10 (5.29%) Public Cloud
4 9 (4.76%) Computer Science
5 7 (3.70%) Algorithms
6 6 (3.17%) Greenfield Project
7 5 (2.65%) Mainframe
7 5 (2.65%) Mobile App
8 4 (2.12%) Social Media
9 3 (1.59%) Analytical Mindset
9 3 (1.59%) Robotics
9 3 (1.59%) VSAM
10 2 (1.06%) Data Centre
10 2 (1.06%) FMCG
10 2 (1.06%) Mobile Payment
11 1 (0.53%) Clustering
11 1 (0.53%) Enterprise Software
11 1 (0.53%) Management Information System
11 1 (0.53%) Social Gaming
Operating Systems
1 53 (28.04%) Linux
2 40 (21.16%) Windows
3 18 (9.52%) Unix
4 5 (2.65%) CentOS
4 5 (2.65%) Ubuntu
5 2 (1.06%) Android
5 2 (1.06%) Apple iOS
Processes & Methodologies
1 81 (42.86%) Agile Software Development
2 74 (39.15%) DevOps
3 67 (35.45%) Analytics
4 50 (26.46%) Machine Learning
5 46 (24.34%) Software Engineering
6 43 (22.75%) Business Intelligence
7 37 (19.58%) Test Automation
8 33 (17.46%) Continuous Integration
9 31 (16.40%) ETL
9 31 (16.40%) Scrum
10 30 (15.87%) TDD
11 26 (13.76%) Mentoring
12 24 (12.70%) SDLC
13 21 (11.11%) Collaborative Working
13 21 (11.11%) Data Integration
13 21 (11.11%) Digital Marketing
13 21 (11.11%) MVC
13 21 (11.11%) Programme Management
13 21 (11.11%) Requirements Management
14 20 (10.58%) Visualisation
Programming Languages
1 85 (44.97%) Python
2 80 (42.33%) Java
3 67 (35.45%) SQL
4 49 (25.93%) JavaScript
5 34 (17.99%) Scala
6 26 (13.76%) R
7 25 (13.23%) Ruby
8 23 (12.17%) C#
9 21 (11.11%) C++
10 15 (7.94%) Bash Shell
11 14 (7.41%) C
11 14 (7.41%) Perl
12 12 (6.35%) Shell Script
13 11 (5.82%) Groovy
14 10 (5.29%) PowerShell
15 9 (4.76%) Go
16 6 (3.17%) T-SQL
17 5 (2.65%) Erlang
17 5 (2.65%) Haskell
18 3 (1.59%) MATLAB
Qualifications
1 21 (11.11%) Degree
2 13 (6.88%) DV Cleared
2 13 (6.88%) Security Cleared
3 10 (5.29%) Numerate Degree
4 8 (4.23%) PhD
5 3 (1.59%) ISTQB
5 3 (1.59%) PMI Certification
5 3 (1.59%) PMP
6 2 (1.06%) Master's Degree
Quality Assurance & Compliance
1 12 (6.35%) QA
2 7 (3.70%) GCP
3 1 (0.53%) Data Quality
System Software
1 26 (13.76%) Docker
2 10 (5.29%) Hyper-V
2 10 (5.29%) VMware Infrastructure
3 4 (2.12%) HDFS
4 3 (1.59%) Apache Flume
Systems Management
1 36 (19.05%) Puppet
2 35 (18.52%) Opscode Chef
3 23 (12.17%) Ansible
4 21 (11.11%) Kubernetes
4 21 (11.11%) ZABBIX
5 15 (7.94%) Ambari
6 10 (5.29%) Mesos
7 8 (4.23%) Simian Army
8 7 (3.70%) Kibana
9 5 (2.65%) Marathon
9 5 (2.65%) rkt
10 4 (2.12%) Cobbler
11 3 (1.59%) HP Quality Center
11 3 (1.59%) Oozie
12 2 (1.06%) HAProxy
13 1 (0.53%) EMC NetWorker
Vendors
1 35 (18.52%) Oracle
2 24 (12.70%) Google
3 23 (12.17%) Hortonworks
4 22 (11.64%) SAP
5 20 (10.58%) Teradata
6 14 (7.41%) Cloudera
7 10 (5.29%) IBM
7 10 (5.29%) Informatica
7 10 (5.29%) Microsoft
7 10 (5.29%) VMware
8 9 (4.76%) Tableau
9 7 (3.70%) HP
10 6 (3.17%) Ab Initio
10 6 (3.17%) Greenplum
10 6 (3.17%) Netezza
11 5 (2.65%) Twitter
12 4 (2.12%) Alteryx
12 4 (2.12%) Facebook
12 4 (2.12%) MuleSoft
13 3 (1.59%) Datameer