Period
to 23 September 2017

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 September 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North West
6 months to
23 Sep 2017
Same period 2016 Same period 2015
Rank 154 248 267
Rank change year-on-year +94 +19 +24
Permanent jobs citing Hadoop 254 102 102
As % of all permanent IT jobs advertised in the North West 1.95% 0.85% 0.78%
As % of the Database & Business Intelligence category 5.72% 2.60% 2.20%
Number of salaries quoted 188 83 72
North West median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - -4.76%
10th Percentile £30,525 £33,000 £35,000
90th Percentile £77,500 £68,750 £74,750
England median annual salary £62,500 £62,500 £65,000
% change year-on-year - -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 4444 3927 4631
As % of all permanent IT jobs advertised in the North West 34.12% 32.88% 35.20%
Number of salaries quoted 3760 3386 3953
North West median annual salary £40,500 £40,000 £40,000
Median salary % change year-on-year +1.25% - +6.67%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £62,500 £57,500 £53,750
England median annual salary £49,000 £47,500 £45,000
% change year-on-year +3.16% +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 September 2017.

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 September 2017. 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 +48 183 £60,000 +20.00% 9
Cheshire -3 29 £56,500 +13.00% 2
Lancashire +14 18 £35,000 -22.22% 1
Merseyside +17 17 £37,000 -48.61% 2
Hadoop
England

For the 6 months to 23 September 2017, 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.

1 185 (72.83%) Big Data
2 148 (58.27%) Java
3 135 (53.15%) SQL
3 135 (53.15%) Python
4 118 (46.46%) Agile Software Development
5 112 (44.09%) Amazon AWS
6 109 (42.91%) Apache Spark
7 102 (40.16%) Analytics
8 84 (33.07%) DevOps
9 81 (31.89%) Open Source
10 75 (29.53%) Machine Learning
10 75 (29.53%) SQL Server
11 74 (29.13%) Finance
12 69 (27.17%) C++
13 67 (26.38%) Puppet
13 67 (26.38%) Opscode Chef
14 65 (25.59%) Microsoft Azure
15 64 (25.20%) Business Intelligence
15 64 (25.20%) Software Engineering
16 63 (24.80%) Manufacturing
17 62 (24.41%) Windows
18 59 (23.23%) Marketing
19 58 (22.83%) JavaScript
20 57 (22.44%) Continuous Integration
21 56 (22.05%) Google
22 55 (21.65%) Spring
23 54 (21.26%) Apache Hive
24 52 (20.47%) Hibernate
24 52 (20.47%) Telecoms
25 51 (20.08%) Linux

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
1 109 (42.91%) Apache Spark
2 40 (15.75%) Apache
3 24 (9.45%) Apache Pig
4 21 (8.27%) Elasticsearch
5 20 (7.87%) SAS
6 16 (6.30%) Tomcat
7 9 (3.54%) Apache Solr
8 3 (1.18%) Apache Airflow
9 2 (0.79%) IIS
9 2 (0.79%) JBoss
9 2 (0.79%) Jetty
9 2 (0.79%) Tornado
9 2 (0.79%) WebLogic
9 2 (0.79%) WebSphere
10 1 (0.39%) Drupal
Applications
1 3 (1.18%) S-PLUS
1 3 (1.18%) SPSS
1 3 (1.18%) Stata
2 1 (0.39%) Weka
Business Applications
1 1 (0.39%) Dynamics AX
Cloud Services
1 112 (44.09%) Amazon AWS
2 65 (25.59%) Microsoft Azure
3 51 (20.08%) Google Cloud Platform
4 20 (7.87%) Amazon EMR
4 20 (7.87%) AWS CloudFormation
5 18 (7.09%) Amazon CloudWatch
6 17 (6.69%) GitHub
7 6 (2.36%) SaaS
8 2 (0.79%) Amazon SQS
8 2 (0.79%) PaaS
9 1 (0.39%) Amazon S3
9 1 (0.39%) Azure Machine Learning
9 1 (0.39%) Dynamics 365
Communications & Networking
1 6 (2.36%) HTTP
2 5 (1.97%) Intranet
3 4 (1.57%) AMQP
4 1 (0.39%) Firewall
4 1 (0.39%) TCP/IP
Database & Business Intelligence
1 185 (72.83%) Big Data
2 75 (29.53%) SQL Server
3 54 (21.26%) Apache Hive
4 51 (20.08%) Relational Database
5 44 (17.32%) Apache Cassandra
6 34 (13.39%) MongoDB
7 25 (9.84%) NoSQL
8 21 (8.27%) Data Mining
9 20 (7.87%) Amazon Redshift
10 19 (7.48%) PostgreSQL
11 16 (6.30%) MySQL
12 11 (4.33%) Impala
12 11 (4.33%) RDBMS
13 10 (3.94%) HBase
14 9 (3.54%) Data Warehouse
14 9 (3.54%) QlikView
14 9 (3.54%) Redis
14 9 (3.54%) SQL Server Integration Services
15 7 (2.76%) SQL Server Reporting Services
16 6 (2.36%) Text Mining
Development Applications
1 33 (12.99%) Jenkins
2 22 (8.66%) JIRA
3 18 (7.09%) Bitbucket
4 15 (5.91%) Git (software)
5 14 (5.51%) JUnit
6 12 (4.72%) Selenium
7 11 (4.33%) Atlassian Bamboo
8 10 (3.94%) Maven
9 8 (3.15%) SonarQube
10 6 (2.36%) EasyMock
10 6 (2.36%) Talend Open Studio
11 5 (1.97%) Ant
11 5 (1.97%) Apache Ivy
11 5 (1.97%) Gradle
11 5 (1.97%) TeamCity
12 4 (1.57%) Cucumber
12 4 (1.57%) FitNesse
12 4 (1.57%) GitLab
12 4 (1.57%) Vagrant
13 3 (1.18%) PyCharm
General
1 74 (29.13%) Finance
2 63 (24.80%) Manufacturing
3 59 (23.23%) Marketing
4 52 (20.47%) Telecoms
5 50 (19.69%) Electronics
6 6 (2.36%) Aerospace
6 6 (2.36%) Banking
7 4 (1.57%) Financial Institution
7 4 (1.57%) Investment Banking
8 3 (1.18%) Games
9 2 (0.79%) Legal
10 1 (0.39%) Automotive
10 1 (0.39%) Corporate Banking
10 1 (0.39%) Law
10 1 (0.39%) Military
10 1 (0.39%) Retail
Job Titles
1 63 (24.80%) Developer
2 54 (21.26%) Java Developer
3 52 (20.47%) Software Engineer
4 37 (14.57%) Architect
5 31 (12.20%) Data Scientist
6 26 (10.24%) Cloud Architect
6 26 (10.24%) Data Engineer
7 25 (9.84%) Lead DevOps
8 22 (8.66%) DevOps Architect
9 21 (8.27%) DevOps Engineer
10 19 (7.48%) Java Engineer
11 18 (7.09%) Java Software Engineer
12 17 (6.69%) Apache Spark Developer
13 16 (6.30%) Java Software Developer
13 16 (6.30%) Software Developer
14 14 (5.51%) Cloud Engineer
14 14 (5.51%) Cloud Software Engineer
15 13 (5.12%) Java Scala Developer
15 13 (5.12%) Junior
15 13 (5.12%) Scala Developer
Libraries, Frameworks & Software Standards
1 55 (21.65%) Spring
2 52 (20.47%) Hibernate
3 50 (19.69%) RabbitMQ
4 49 (19.29%) .NET
5 47 (18.50%) Web Services
6 43 (16.93%) HTML
7 38 (14.96%) CSS
8 34 (13.39%) jQuery
9 30 (11.81%) Node.js
10 24 (9.45%) Apache Camel
10 24 (9.45%) MSMQ
11 20 (7.87%) AngularJS
12 17 (6.69%) HTML5
12 17 (6.69%) React
13 16 (6.30%) Kafka
14 14 (5.51%) Java EE
15 12 (4.72%) REST
16 9 (3.54%) CSS3
17 8 (3.15%) JAX-RS
17 8 (3.15%) JSON
Miscellaneous
1 42 (16.54%) Public Cloud
2 23 (9.06%) Data Structures
3 18 (7.09%) Analytical Skills
4 15 (5.91%) Algorithms
4 15 (5.91%) Mobile App
5 13 (5.12%) Computer Science
6 12 (4.72%) Life Science
7 8 (3.15%) iPad
8 7 (2.76%) PKI
9 6 (2.36%) Cyberthreat
10 4 (1.57%) Linux Command Line
11 3 (1.18%) Greenfield Project
11 3 (1.18%) Management Information System
12 2 (0.79%) Enterprise Software
12 2 (0.79%) FMCG
13 1 (0.39%) Clustering
13 1 (0.39%) Cybercrime
13 1 (0.39%) Social Media
13 1 (0.39%) User Experience
Operating Systems
1 62 (24.41%) Windows
2 51 (20.08%) Linux
3 48 (18.90%) Unix
4 5 (1.97%) CentOS
4 5 (1.97%) Ubuntu
5 1 (0.39%) Android
5 1 (0.39%) Apple iOS
Processes & Methodologies
1 118 (46.46%) Agile Software Development
2 102 (40.16%) Analytics
3 84 (33.07%) DevOps
4 81 (31.89%) Open Source
5 75 (29.53%) Machine Learning
6 64 (25.20%) Business Intelligence
6 64 (25.20%) Software Engineering
7 57 (22.44%) Continuous Integration
8 50 (19.69%) Digital Marketing
8 50 (19.69%) Programme Management
8 50 (19.69%) Test Automation
9 46 (18.11%) TDD
10 44 (17.32%) Data Analytics
11 40 (15.75%) Continuous Delivery
12 38 (14.96%) OO
13 33 (12.99%) BDD
14 31 (12.20%) Unit Testing
15 29 (11.42%) MapReduce
15 29 (11.42%) MVC
16 28 (11.02%) Scrum
Programming Languages
1 148 (58.27%) Java
2 135 (53.15%) Python
2 135 (53.15%) SQL
3 69 (27.17%) C++
4 58 (22.83%) JavaScript
5 49 (19.29%) Shell Script
6 38 (14.96%) Go
7 33 (12.99%) C#
8 32 (12.60%) R
9 31 (12.20%) Scala
10 22 (8.66%) Clojure
10 22 (8.66%) Haskell
11 19 (7.48%) Groovy
12 18 (7.09%) MATLAB
13 17 (6.69%) C
13 17 (6.69%) Ruby
14 16 (6.30%) Bash Shell
14 16 (6.30%) Perl
15 9 (3.54%) T-SQL
16 3 (1.18%) PowerShell
Qualifications
1 40 (15.75%) Degree
2 15 (5.91%) PhD
3 8 (3.15%) Security Cleared
4 7 (2.76%) DV Cleared
5 5 (1.97%) Numerate Degree
6 3 (1.18%) Master's Degree
7 2 (0.79%) Microsoft Certification
8 1 (0.39%) CCNA
8 1 (0.39%) Cisco Certification
8 1 (0.39%) CISSP
8 1 (0.39%) DBS Check
8 1 (0.39%) GIAC
8 1 (0.39%) Linux+ Certification
8 1 (0.39%) MCP
8 1 (0.39%) MCSA
8 1 (0.39%) MCSE
8 1 (0.39%) Network+ Certification
8 1 (0.39%) SANS
8 1 (0.39%) SSCP
8 1 (0.39%) Sun Certification
Quality Assurance & Compliance
1 8 (3.15%) QA
2 2 (0.79%) GCP
3 1 (0.39%) Actionable Recommendations
3 1 (0.39%) Data Quality
System Software
1 24 (9.45%) Docker
2 13 (5.12%) HDFS
3 7 (2.76%) Hyper-V
3 7 (2.76%) VMware Infrastructure
4 3 (1.18%) Apache Flume
Systems Management
1 67 (26.38%) Opscode Chef
1 67 (26.38%) Puppet
2 51 (20.08%) Ansible
3 25 (9.84%) Mesos
4 21 (8.27%) Kibana
5 17 (6.69%) ZABBIX
6 14 (5.51%) Kubernetes
7 11 (4.33%) Ambari
8 4 (1.57%) Hadoop YARN
9 2 (0.79%) Cobbler
9 2 (0.79%) HAProxy
9 2 (0.79%) logstash
10 1 (0.39%) Marathon
10 1 (0.39%) rkt
Vendors
1 56 (22.05%) Google
2 50 (19.69%) SAP
3 17 (6.69%) Oracle
4 13 (5.12%) Cloudera
5 11 (4.33%) Hortonworks
6 10 (3.94%) Teradata
7 8 (3.15%) Tableau
8 7 (2.76%) VMware
9 6 (2.36%) Talend
10 5 (1.97%) Atlassian
11 4 (1.57%) Microsoft
11 4 (1.57%) Splunk
12 3 (1.18%) IBM
12 3 (1.18%) MuleSoft
13 2 (0.79%) Apple
13 2 (0.79%) Cognos
13 2 (0.79%) Informatica
13 2 (0.79%) Rackspace
13 2 (0.79%) TIBCO
13 2 (0.79%) Xamarin