Period
to 24 June 2018

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 24 June 2018 with a comparison to the same period in the previous 2 years.

Apache Hadoop
England > North of England
6 months to
24 Jun 2018
Same period 2017 Same period 2016
Rank 239 211 272
Rank change year-on-year -28 +61 +94
Permanent jobs citing Hadoop 278 368 242
As % of all permanent IT jobs advertised in the North of England 1.17% 1.48% 0.98%
As % of the Database & Business Intelligence category 3.74% 4.40% 3.02%
Number of salaries quoted 222 274 159
North of England median annual salary £52,500 £55,000 £47,500
Median salary % change year-on-year -4.55% +15.79% -
10th Percentile £32,500 £33,750 £31,507
90th Percentile £81,250 £77,500 £73,750
England median annual salary £67,500 £65,000 £62,500
% 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 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 7,429 8,364 8,015
As % of all permanent IT jobs advertised in the North of England 31.21% 33.72% 32.29%
Number of salaries quoted 6,350 7,223 6,770
North of England median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +3.90%
10th Percentile £27,500 £26,750 £26,250
90th Percentile £62,500 £60,000 £57,500
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 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 24 June 2018.

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 24 June 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
North West -47 176 £55,000 -8.33% 30
Yorkshire +46 89 £51,500 -1.90% 15
North East -24 13 £35,000 -22.22% 2
Hadoop
England

For the 6 months to 24 June 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 of England region with a requirement for Hadoop.

1 143 (51.44%) Big Data
2 142 (51.08%) Java
2 142 (51.08%) Apache Spark
3 130 (46.76%) Python
4 127 (45.68%) Agile Software Development
5 113 (40.65%) SQL
6 84 (30.22%) JavaScript
7 80 (28.78%) Software Engineering
8 79 (28.42%) Data Science
9 74 (26.62%) Amazon AWS
10 62 (22.30%) Scala
10 62 (22.30%) Finance
11 61 (21.94%) Linux
12 60 (21.58%) Business Intelligence
12 60 (21.58%) Analytics
13 59 (21.22%) DevOps
14 58 (20.86%) Machine Learning
15 54 (19.42%) Apache Hive
15 54 (19.42%) R
15 54 (19.42%) TDD
16 52 (18.71%) Scrum
16 52 (18.71%) Analytical Skills
16 52 (18.71%) Problem-Solving
17 49 (17.63%) C#
18 48 (17.27%) Continuous Integration
19 47 (16.91%) Docker
20 43 (15.47%) Test Automation
21 42 (15.11%) MongoDB
21 42 (15.11%) Microsoft
22 41 (14.75%) Retail

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
1 142 (51.08%) Apache Spark
2 28 (10.07%) Apache Pig
3 23 (8.27%) SAS
4 14 (5.04%) Apache
4 14 (5.04%) Apache Solr
4 14 (5.04%) Elasticsearch
5 9 (3.24%) Tomcat
6 5 (1.80%) Confluence
7 3 (1.08%) Jupyter
8 2 (0.72%) JBoss
8 2 (0.72%) Jetty
8 2 (0.72%) Oracle SOA Suite
8 2 (0.72%) WebLogic
8 2 (0.72%) WebSphere
9 1 (0.36%) Cloud Foundry
9 1 (0.36%) SharePoint
9 1 (0.36%) WildFly
Applications
1 5 (1.80%) MS Visio
2 2 (0.72%) Microsoft Office
3 1 (0.36%) Microsoft Excel
3 1 (0.36%) Microsoft PowerPoint
Cloud Services
1 74 (26.62%) Amazon AWS
2 34 (12.23%) Microsoft Azure
3 24 (8.63%) SaaS
4 18 (6.47%) Google Cloud Platform
5 11 (3.96%) Amazon S3
6 10 (3.60%) PaaS
7 8 (2.88%) IaaS
8 3 (1.08%) AWS CloudFormation
8 3 (1.08%) Cloud Computing
9 1 (0.36%) Amazon EC2
9 1 (0.36%) Amazon EMR
9 1 (0.36%) Amazon SQS
9 1 (0.36%) AWS OpsWorks
9 1 (0.36%) GitHub
9 1 (0.36%) Google Analytics
Communications & Networking
1 7 (2.52%) Firewall
2 6 (2.16%) TCP/IP
3 5 (1.80%) HTTP
3 5 (1.80%) SSL
4 2 (0.72%) Internet
5 1 (0.36%) AMQP
5 1 (0.36%) DSL
5 1 (0.36%) VPN
Database & Business Intelligence
1 143 (51.44%) Big Data
2 54 (19.42%) Apache Hive
3 42 (15.11%) MongoDB
4 39 (14.03%) SQL Server
5 33 (11.87%) HBase
6 32 (11.51%) Apache Cassandra
7 31 (11.15%) NoSQL
8 21 (7.55%) MySQL
9 18 (6.47%) Data Warehouse
10 15 (5.40%) Data Lake
11 11 (3.96%) Pentaho
12 9 (3.24%) Data Mining
12 9 (3.24%) DB2
12 9 (3.24%) PostgreSQL
12 9 (3.24%) SQL Server Integration Services
13 8 (2.88%) Redis
14 7 (2.52%) Impala
14 7 (2.52%) Sqoop
15 6 (2.16%) Azure SQL Database
15 6 (2.16%) Relational Database
Development Applications
1 21 (7.55%) JIRA
2 19 (6.83%) Jenkins
3 17 (6.12%) Selenium
4 16 (5.76%) Git (software)
5 12 (4.32%) Atlassian Bamboo
5 12 (4.32%) Bitbucket
5 12 (4.32%) Cucumber
6 9 (3.24%) Maven
7 8 (2.88%) JUnit
7 8 (2.88%) TeamCity
8 6 (2.16%) CA Release Automation
8 6 (2.16%) Visual Studio
9 5 (1.80%) Ant
9 5 (1.80%) CodeSonar
9 5 (1.80%) git-flow
9 5 (1.80%) Gradle
9 5 (1.80%) IntelliJ
9 5 (1.80%) Robot Framework
10 4 (1.44%) Octopus Deploy
10 4 (1.44%) SonarQube
General
1 62 (22.30%) Finance
2 41 (14.75%) Retail
3 34 (12.23%) Marketing
4 32 (11.51%) Banking
5 25 (8.99%) Telecoms
6 23 (8.27%) Electronics
6 23 (8.27%) Manufacturing
7 13 (4.68%) Investment Banking
8 10 (3.60%) Law
9 6 (2.16%) Financial Institution
10 5 (1.80%) Advertising
11 4 (1.44%) Games
12 1 (0.36%) Automotive
12 1 (0.36%) Billing
12 1 (0.36%) Corporate Banking
12 1 (0.36%) General Ledger
12 1 (0.36%) Legal
12 1 (0.36%) Military
12 1 (0.36%) Retail Banking
12 1 (0.36%) Thai Language
Job Titles
1 53 (19.06%) Architect
2 47 (16.91%) Data Scientist
3 42 (15.11%) Developer
4 33 (11.87%) Data Engineer
5 26 (9.35%) Java Engineer
6 24 (8.63%) Data Architect
6 24 (8.63%) Java Developer
7 23 (8.27%) Software Engineer
8 21 (7.55%) Analyst
9 20 (7.19%) Java Software Engineer
10 16 (5.76%) Big Data Engineer
11 14 (5.04%) Software Manager
11 14 (5.04%) Solutions Architect
12 13 (4.68%) Engineering Manager
12 13 (4.68%) Lead Developer
12 13 (4.68%) Senior Data Scientist
12 13 (4.68%) Software Engineering Manager
13 11 (3.96%) Lead Software Engineer
14 10 (3.60%) QA Analyst
14 10 (3.60%) Technical Architect
Libraries, Frameworks & Software Standards
1 40 (14.39%) HTML
1 40 (14.39%) Kafka
2 34 (12.23%) AngularJS
2 34 (12.23%) CSS
3 31 (11.15%) Spring
4 29 (10.43%) .NET
5 26 (9.35%) REST
6 24 (8.63%) Node.js
7 22 (7.91%) HTML5
8 20 (7.19%) Java EE
8 20 (7.19%) React
8 20 (7.19%) Web Services
9 17 (6.12%) RabbitMQ
10 16 (5.76%) JSON
11 14 (5.04%) SOAP
12 13 (4.68%) Hibernate
12 13 (4.68%) XML
13 11 (3.96%) CSS3
13 11 (3.96%) jQuery
14 10 (3.60%) Gherkin
Miscellaneous
1 52 (18.71%) Analytical Skills
2 23 (8.27%) Algorithms
3 22 (7.91%) Computer Science
4 16 (5.76%) Data Structures
5 13 (4.68%) Management Information System
6 12 (4.32%) Virtual Team
7 9 (3.24%) Enterprise Software
8 7 (2.52%) Replication
9 6 (2.16%) N-Tier
9 6 (2.16%) Self-Motivation
9 6 (2.16%) Taxonomies
10 5 (1.80%) Analytical Mindset
10 5 (1.80%) Cyber Defence
10 5 (1.80%) Hybrid Cloud
10 5 (1.80%) Mobile App
11 3 (1.08%) Fintech
11 3 (1.08%) Greenfield Project
11 3 (1.08%) Internet of Things
11 3 (1.08%) Mainframe
12 2 (0.72%) Public Cloud
Operating Systems
1 61 (21.94%) Linux
2 26 (9.35%) Red Hat Enterprise Linux
3 24 (8.63%) Windows
4 16 (5.76%) Unix
5 5 (1.80%) Android
5 5 (1.80%) Apple iOS
5 5 (1.80%) Mac OS X
6 4 (1.44%) Debian
6 4 (1.44%) Fedora
6 4 (1.44%) SUSE
6 4 (1.44%) Ubuntu
7 3 (1.08%) Windows 10
8 2 (0.72%) AIX
9 1 (0.36%) CentOS
9 1 (0.36%) HPUX
9 1 (0.36%) Solaris
9 1 (0.36%) Windows Server
9 1 (0.36%) Windows Server 2008
Processes & Methodologies
1 127 (45.68%) Agile Software Development
2 80 (28.78%) Software Engineering
3 79 (28.42%) Data Science
4 60 (21.58%) Analytics
4 60 (21.58%) Business Intelligence
5 59 (21.22%) DevOps
6 58 (20.86%) Machine Learning
7 54 (19.42%) TDD
8 52 (18.71%) Problem-Solving
8 52 (18.71%) Scrum
9 48 (17.27%) Continuous Integration
10 43 (15.47%) Test Automation
11 38 (13.67%) Microservices
12 36 (12.95%) ETL
13 35 (12.59%) SDLC
14 31 (11.15%) Mentoring
15 29 (10.43%) BDD
15 29 (10.43%) Mathematics
16 28 (10.07%) Data Analytics
17 26 (9.35%) Kanban
Programming Languages
1 142 (51.08%) Java
2 130 (46.76%) Python
3 113 (40.65%) SQL
4 84 (30.22%) JavaScript
5 62 (22.30%) Scala
6 54 (19.42%) R
7 49 (17.63%) C#
8 38 (13.67%) C++
9 24 (8.63%) Bash Shell
10 23 (8.27%) Ruby
11 21 (7.55%) Java 8
12 19 (6.83%) Perl
13 17 (6.12%) HiveQL
14 12 (4.32%) PowerShell
15 8 (2.88%) C
15 8 (2.88%) Groovy
16 6 (2.16%) PHP
17 5 (1.80%) MATLAB
17 5 (1.80%) Objective-C
17 5 (1.80%) Shell Script
Qualifications
1 29 (10.43%) Degree
2 14 (5.04%) Security Cleared
3 7 (2.52%) AWS Certification
3 7 (2.52%) Computer Science Degree
4 6 (2.16%) CISSP
4 6 (2.16%) DV Cleared
4 6 (2.16%) SANS
5 5 (1.80%) CCNA
5 5 (1.80%) Cisco Certification
5 5 (1.80%) CompTIA Security+
5 5 (1.80%) GIAC
5 5 (1.80%) Linux+ Certification
5 5 (1.80%) MCSE
5 5 (1.80%) Microsoft Certification
5 5 (1.80%) Network+ Certification
5 5 (1.80%) SSCP
6 4 (1.44%) Sun Certification
7 3 (1.08%) Postgraduate
8 2 (0.72%) Numerate Degree
8 2 (0.72%) PhD
Quality Assurance & Compliance
1 19 (6.83%) QA
2 14 (5.04%) GCP
3 4 (1.44%) Data Quality
4 1 (0.36%) GDPR
System Software
1 47 (16.91%) Docker
2 31 (11.15%) HDFS
3 7 (2.52%) Apache Flume
4 5 (1.80%) Active Directory
4 5 (1.80%) vSphere
5 3 (1.08%) VMware Infrastructure
Systems Management
1 40 (14.39%) Ansible
2 28 (10.07%) Kubernetes
3 27 (9.71%) Puppet
4 21 (7.55%) Opscode Chef
5 8 (2.88%) Oozie
6 5 (1.80%) Salt
6 5 (1.80%) Single Sign-On
7 2 (0.72%) Cobbler
7 2 (0.72%) Marathon
7 2 (0.72%) Mesos
7 2 (0.72%) rkt
7 2 (0.72%) Terraform
8 1 (0.36%) Ambari
8 1 (0.36%) CA Endevor
8 1 (0.36%) Data Guard
8 1 (0.36%) Hadoop YARN
8 1 (0.36%) HP Quality Center
8 1 (0.36%) Kibana
8 1 (0.36%) Oracle RMAN
8 1 (0.36%) Systems Management Server (SMS)
Vendors
1 42 (15.11%) Microsoft
2 33 (11.87%) Oracle
3 29 (10.43%) Cloudera
4 26 (9.35%) Red Hat
5 24 (8.63%) SAP
6 17 (6.12%) Google
6 17 (6.12%) Informatica
6 17 (6.12%) Talend
7 10 (3.60%) Tableau
8 8 (2.88%) Teradata
9 7 (2.52%) IBM
9 7 (2.52%) Splunk
10 6 (2.16%) Ab Initio
10 6 (2.16%) Sybase
11 5 (1.80%) Capita
12 4 (1.44%) CA Agile Central
12 4 (1.44%) Sun
13 3 (1.08%) Hortonworks
13 3 (1.08%) HP
13 3 (1.08%) VMware