Period
to 26 September 2017

The following table provides summary statistics for permanent job vacancies advertised in the North of England 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 26 September 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North of England
6 months to
26 Sep 2017
Same period 2016 Same period 2015
Rank 227 255 331
Rank change year-on-year +28 +76 +70
Permanent jobs citing Hadoop 336 247 203
As % of all permanent IT jobs advertised in the North of England 1.38% 1.00% 0.73%
As % of the Database & Business Intelligence category 4.19% 3.17% 2.10%
Number of salaries quoted 253 207 159
North of England median annual salary £54,000 £50,000 £47,500
Median salary % change year-on-year +8.00% +5.26% -9.52%
10th Percentile £32,500 £34,500 £35,000
90th Percentile £74,850 £68,000 £81,250
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 of England with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
North of England
Permanent vacancies with a requirement for database or business intelligence skills 8027 7787 9644
As % of all permanent IT jobs advertised in the North of England 32.94% 31.58% 34.52%
Number of salaries quoted 6841 6639 8238
North of England median annual salary £41,500 £40,000 £40,000
Median salary % change year-on-year +3.75% - +6.67%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £60,000 £57,500 £55,000
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 of England

Job postings citing Hadoop as a percentage of all IT jobs advertised in the North of England.

Job vacancy trend for Hadoop in the North of England

Hadoop
Salary Trend in the North of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Hadoop in the North of England.

Salary trend for Hadoop in the North of England

Hadoop
Salary Histogram in the North of England

The salary distribution of IT jobs citing Hadoop in the North of England over the 6 months to 26 September 2017.

Salary histogram for Hadoop in the North of England

Hadoop
Job Locations in the North of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the North of England region over the 6 months to 26 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
North West +94 254 £55,000 +10.00% 12
Yorkshire -48 69 £50,000 - 6
North East +11 13 £55,000 -5.55% 1
Hadoop
England

For the 6 months to 26 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 of England region with a requirement for Hadoop.

1 220 (65.48%) Big Data
2 192 (57.14%) Java
3 185 (55.06%) SQL
4 172 (51.19%) Agile Software Development
5 157 (46.73%) Python
6 145 (43.15%) Apache Spark
7 133 (39.58%) Amazon AWS
8 122 (36.31%) Analytics
9 101 (30.06%) DevOps
10 92 (27.38%) Machine Learning
11 89 (26.49%) SQL Server
12 88 (26.19%) Open Source
12 88 (26.19%) Microsoft Azure
13 87 (25.89%) Finance
14 81 (24.11%) Puppet
14 81 (24.11%) Opscode Chef
15 79 (23.51%) Business Intelligence
16 76 (22.62%) JavaScript
17 74 (22.02%) Spring
17 74 (22.02%) Software Engineering
17 74 (22.02%) Test Automation
18 73 (21.73%) Apache Cassandra
19 72 (21.43%) Hibernate
20 71 (21.13%) Continuous Integration
21 69 (20.54%) C++
21 69 (20.54%) Linux
22 68 (20.24%) Web Services
23 66 (19.64%) Ansible
24 64 (19.05%) TDD
25 63 (18.75%) Google

Hadoop
Co-occurring IT Skills in the North of England 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
1 145 (43.15%) Apache Spark
2 44 (13.10%) Apache
3 33 (9.82%) Elasticsearch
4 30 (8.93%) Tomcat
5 29 (8.63%) SAS
6 26 (7.74%) Apache Pig
7 19 (5.65%) Apache Solr
8 15 (4.46%) JBoss
8 15 (4.46%) WebLogic
9 12 (3.57%) Jetty
10 10 (2.98%) Tornado
11 4 (1.19%) SharePoint
12 3 (0.89%) Apache Airflow
12 3 (0.89%) WebSphere
13 2 (0.60%) IIS
14 1 (0.30%) Drupal
14 1 (0.30%) IBM Notes
Applications
1 4 (1.19%) SPSS
2 3 (0.89%) S-PLUS
2 3 (0.89%) Stata
3 1 (0.30%) Microsoft Excel
3 1 (0.30%) Microsoft PowerPoint
3 1 (0.30%) Microsoft Project
3 1 (0.30%) MS Visio
3 1 (0.30%) Weka
Business Applications
1 2 (0.60%) Dynamics CRM
2 1 (0.30%) Dynamics AX
Cloud Services
1 133 (39.58%) Amazon AWS
2 88 (26.19%) Microsoft Azure
3 57 (16.96%) Google Cloud Platform
4 21 (6.25%) AWS CloudFormation
5 20 (5.95%) Amazon EMR
6 19 (5.65%) Amazon CloudWatch
6 19 (5.65%) GitHub
7 6 (1.79%) SaaS
8 2 (0.60%) Amazon SQS
8 2 (0.60%) Cortana Intelligence Suite
9 1 (0.30%) Amazon S3
9 1 (0.30%) Azure Machine Learning
9 1 (0.30%) Bluemix
9 1 (0.30%) Dynamics 365
9 1 (0.30%) IBM Cloud
9 1 (0.30%) PaaS
Communications & Networking
1 12 (3.57%) AMQP
2 6 (1.79%) HTTP
3 5 (1.49%) Intranet
4 1 (0.30%) Firewall
4 1 (0.30%) Internet
4 1 (0.30%) TCP/IP
Database & Business Intelligence
1 220 (65.48%) Big Data
2 89 (26.49%) SQL Server
3 73 (21.73%) Apache Cassandra
4 61 (18.15%) MongoDB
5 59 (17.56%) Apache Hive
6 58 (17.26%) NoSQL
7 55 (16.37%) Relational Database
8 28 (8.33%) Redis
9 27 (8.04%) Couchbase
10 25 (7.44%) Riak
11 24 (7.14%) Data Mining
12 23 (6.85%) MySQL
13 20 (5.95%) Amazon Redshift
13 20 (5.95%) PostgreSQL
14 19 (5.65%) Data Warehouse
15 16 (4.76%) SQL Server Integration Services
16 14 (4.17%) HBase
16 14 (4.17%) RDBMS
16 14 (4.17%) SQL Server Reporting Services
17 13 (3.87%) QlikView
Development Applications
1 53 (15.77%) Jenkins
2 40 (11.90%) Git (software)
3 26 (7.74%) Maven
4 24 (7.14%) JIRA
5 23 (6.85%) JUnit
6 21 (6.25%) Selenium
7 19 (5.65%) Bitbucket
8 15 (4.46%) Vagrant
9 13 (3.87%) Cucumber
10 12 (3.57%) FitNesse
10 12 (3.57%) Gradle
11 11 (3.27%) Atlassian Bamboo
12 10 (2.98%) Gatling
12 10 (2.98%) JBehave
12 10 (2.98%) JMeter
12 10 (2.98%) LoadRunner
13 9 (2.68%) Subversion
14 8 (2.38%) Eclipse
14 8 (2.38%) SonarQube
14 8 (2.38%) Talend Open Studio
General
1 87 (25.89%) Finance
2 62 (18.45%) Manufacturing
3 59 (17.56%) Marketing
4 56 (16.67%) Electronics
5 51 (15.18%) Telecoms
6 7 (2.08%) Banking
7 6 (1.79%) Aerospace
8 4 (1.19%) Financial Institution
8 4 (1.19%) Investment Banking
9 3 (0.89%) Games
10 2 (0.60%) Legal
10 2 (0.60%) Retail
11 1 (0.30%) Automotive
11 1 (0.30%) Corporate Banking
11 1 (0.30%) Law
11 1 (0.30%) Military
11 1 (0.30%) Private Banking
11 1 (0.30%) Retail Banking
Job Titles
1 96 (28.57%) Developer
2 74 (22.02%) Java Developer
3 54 (16.07%) Software Engineer
4 37 (11.01%) Architect
5 34 (10.12%) Data Scientist
6 29 (8.63%) Data Engineer
7 26 (7.74%) Java Engineer
8 25 (7.44%) Cloud Architect
8 25 (7.44%) DevOps Engineer
8 25 (7.44%) Lead DevOps
9 22 (6.55%) DevOps Architect
10 20 (5.95%) C# Developer
11 19 (5.65%) Java Software Engineer
12 18 (5.36%) Senior Developer
13 16 (4.76%) Apache Spark Developer
13 16 (4.76%) Java Software Developer
13 16 (4.76%) Senior Java Developer
13 16 (4.76%) Software Developer
14 14 (4.17%) Cloud Engineer
14 14 (4.17%) Cloud Software Engineer
Libraries, Frameworks & Software Standards
1 74 (22.02%) Spring
2 72 (21.43%) Hibernate
3 68 (20.24%) Web Services
4 59 (17.56%) HTML
4 59 (17.56%) RabbitMQ
5 56 (16.67%) .NET
6 54 (16.07%) Node.js
7 47 (13.99%) CSS
8 43 (12.80%) AngularJS
9 36 (10.71%) Kafka
10 35 (10.42%) jQuery
11 32 (9.52%) Apache Camel
12 25 (7.44%) HTML5
13 24 (7.14%) MSMQ
14 22 (6.55%) Spring Boot
15 20 (5.95%) React
16 19 (5.65%) JMS
17 16 (4.76%) JSON
17 16 (4.76%) XML
18 15 (4.46%) Java EE
Miscellaneous
1 42 (12.50%) Public Cloud
2 25 (7.44%) Data Structures
3 19 (5.65%) Analytical Skills
4 18 (5.36%) Algorithms
5 15 (4.46%) Mobile App
6 13 (3.87%) Computer Science
7 12 (3.57%) Life Science
8 10 (2.98%) Greenfield Project
9 8 (2.38%) iPad
9 8 (2.38%) User Experience
10 7 (2.08%) PKI
11 6 (1.79%) Cyberthreat
12 4 (1.19%) Linux Command Line
12 4 (1.19%) Management Information System
13 3 (0.89%) Enterprise Software
14 2 (0.60%) FMCG
15 1 (0.30%) Cybercrime
15 1 (0.30%) Industrial Internet of Things
15 1 (0.30%) Internet of Things
15 1 (0.30%) Social Media
Operating Systems
1 69 (20.54%) Linux
2 63 (18.75%) Windows
3 49 (14.58%) Unix
4 6 (1.79%) Ubuntu
5 5 (1.49%) CentOS
6 3 (0.89%) Android
6 3 (0.89%) Apple iOS
6 3 (0.89%) Red Hat Enterprise Linux
Processes & Methodologies
1 172 (51.19%) Agile Software Development
2 122 (36.31%) Analytics
3 101 (30.06%) DevOps
4 92 (27.38%) Machine Learning
5 88 (26.19%) Open Source
6 79 (23.51%) Business Intelligence
7 74 (22.02%) Software Engineering
7 74 (22.02%) Test Automation
8 71 (21.13%) Continuous Integration
9 64 (19.05%) TDD
10 54 (16.07%) Scrum
11 50 (14.88%) BDD
12 49 (14.58%) Data Analytics
12 49 (14.58%) Digital Marketing
12 49 (14.58%) Programme Management
13 47 (13.99%) OO
14 45 (13.39%) Continuous Delivery
15 37 (11.01%) ETL
16 32 (9.52%) Unit Testing
17 31 (9.23%) MVC
Programming Languages
1 192 (57.14%) Java
2 185 (55.06%) SQL
3 157 (46.73%) Python
4 76 (22.62%) JavaScript
5 69 (20.54%) C++
6 49 (14.58%) Shell Script
7 45 (13.39%) R
8 43 (12.80%) Scala
9 42 (12.50%) C#
10 38 (11.31%) Go
11 27 (8.04%) Bash Shell
12 25 (7.44%) Ruby
13 22 (6.55%) Clojure
13 22 (6.55%) Haskell
14 20 (5.95%) MATLAB
15 19 (5.65%) Groovy
16 16 (4.76%) C
16 16 (4.76%) Perl
17 11 (3.27%) T-SQL
18 4 (1.19%) PHP
Qualifications
1 61 (18.15%) Degree
2 17 (5.06%) PhD
3 12 (3.57%) Security Cleared
4 7 (2.08%) DV Cleared
5 5 (1.49%) Numerate Degree
6 4 (1.19%) Microsoft Certification
6 4 (1.19%) SC Cleared
7 3 (0.89%) Master's Degree
8 1 (0.30%) CCNA
8 1 (0.30%) Cisco Certification
8 1 (0.30%) CISSP
8 1 (0.30%) DBS Check
8 1 (0.30%) GIAC
8 1 (0.30%) Linux+ Certification
8 1 (0.30%) MCP
8 1 (0.30%) MCSE
8 1 (0.30%) Network+ Certification
8 1 (0.30%) SANS
8 1 (0.30%) SSCP
8 1 (0.30%) Sun Certification
Quality Assurance & Compliance
1 14 (4.17%) QA
2 3 (0.89%) Data Quality
3 2 (0.60%) Actionable Recommendations
3 2 (0.60%) GCP
3 2 (0.60%) SLA
System Software
1 39 (11.61%) Docker
2 13 (3.87%) HDFS
3 7 (2.08%) Hyper-V
3 7 (2.08%) VMware Infrastructure
4 5 (1.49%) Apache Flume
Systems Management
1 81 (24.11%) Opscode Chef
1 81 (24.11%) Puppet
2 66 (19.64%) Ansible
3 30 (8.93%) Kibana
4 26 (7.74%) Mesos
5 20 (5.95%) ZABBIX
6 16 (4.76%) Kubernetes
7 12 (3.57%) Ambari
8 11 (3.27%) logstash
9 4 (1.19%) Hadoop YARN
10 2 (0.60%) Capistrano
10 2 (0.60%) Cobbler
10 2 (0.60%) HAProxy
10 2 (0.60%) Nagios
11 1 (0.30%) Marathon
11 1 (0.30%) Rancher
11 1 (0.30%) rkt
Vendors
1 63 (18.75%) Google
2 54 (16.07%) SAP
3 29 (8.63%) Oracle
4 17 (5.06%) Tableau
5 13 (3.87%) Cloudera
6 12 (3.57%) Hortonworks
7 11 (3.27%) Microsoft
8 10 (2.98%) Rackspace
8 10 (2.98%) Teradata
9 9 (2.68%) Apple
10 8 (2.38%) Talend
11 7 (2.08%) VMware
12 6 (1.79%) Splunk
13 5 (1.49%) Atlassian
14 4 (1.19%) IBM
14 4 (1.19%) MuleSoft
15 3 (0.89%) Informatica
15 3 (0.89%) Red Hat
15 3 (0.89%) TIBCO
15 3 (0.89%) Xamarin