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

Apache Hadoop
England > North of England
6 months to
19 Feb 2018
Same period 2017 Same period 2016
Rank 272 236 329
Rank change year-on-year -36 +93 +71
Permanent jobs citing Hadoop 244 300 168
As % of all permanent IT jobs advertised in the North of England 1.00% 1.24% 0.64%
As % of the Database & Business Intelligence category 3.27% 3.82% 1.89%
Number of salaries quoted 172 259 119
North of England median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -9.09%
10th Percentile £32,050 £33,750 £36,250
90th Percentile £81,125 £70,000 £75,250
England median annual salary £65,000 £65,000 £65,000

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 7,458 7,851 8,895
As % of all permanent IT jobs advertised in the North of England 30.47% 32.54% 33.90%
Number of salaries quoted 6,383 6,807 7,508
North of England median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £60,000 £58,750 £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 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 19 February 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 19 February 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 -19 180 £52,500 -5.41% 27
Yorkshire -3 50 £50,750 +1.50% 35
North East -30 14 £46,500 +3.33% 1
Hadoop
England

For the 6 months to 19 February 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.

1 139 (56.97%) Big Data
2 110 (45.08%) Java
3 102 (41.80%) Apache Spark
4 101 (41.39%) Agile Software Development
5 94 (38.52%) Python
6 92 (37.70%) SQL
7 87 (35.66%) Analytics
8 86 (35.25%) Amazon AWS
9 85 (34.84%) DevOps
10 65 (26.64%) SQL Server
10 65 (26.64%) Software Engineering
11 60 (24.59%) MongoDB
12 58 (23.77%) Linux
13 57 (23.36%) JavaScript
13 57 (23.36%) Machine Learning
14 54 (22.13%) Business Intelligence
14 54 (22.13%) Finance
14 54 (22.13%) Hibernate
15 48 (19.67%) Data Science
16 47 (19.26%) Scrum
16 47 (19.26%) Oracle
16 47 (19.26%) Test Automation
17 46 (18.85%) Puppet
17 46 (18.85%) Scala
17 46 (18.85%) Spring
18 43 (17.62%) ETL
19 42 (17.21%) TDD
19 42 (17.21%) Continuous Integration
20 41 (16.80%) Opscode Chef
21 40 (16.39%) Analytical Skills

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
1 102 (41.80%) Apache Spark
2 21 (8.61%) Apache
3 20 (8.20%) SAS
4 18 (7.38%) Elasticsearch
5 17 (6.97%) Apache Solr
6 14 (5.74%) Tomcat
7 13 (5.33%) Apache Pig
7 13 (5.33%) WebLogic
8 11 (4.51%) JBoss
9 9 (3.69%) Jetty
10 8 (3.28%) SharePoint
11 6 (2.46%) WebSphere
12 3 (1.23%) Confluence
12 3 (1.23%) Jupyter
12 3 (1.23%) Tornado
13 1 (0.41%) Anypoint
13 1 (0.41%) Apache Airflow
13 1 (0.41%) IIS
Applications
1 6 (2.46%) Microsoft Office
2 2 (0.82%) Microsoft Project
3 1 (0.41%) GNU Octave
3 1 (0.41%) S-PLUS
3 1 (0.41%) SPSS
3 1 (0.41%) Stata
Business Applications
1 2 (0.82%) Dynamics CRM
Cloud Services
1 86 (35.25%) Amazon AWS
2 34 (13.93%) Microsoft Azure
3 29 (11.89%) AWS CloudFormation
4 24 (9.84%) Amazon CloudWatch
5 21 (8.61%) GitHub
6 13 (5.33%) Google Cloud Platform
6 13 (5.33%) SaaS
7 5 (2.05%) Amazon S3
8 3 (1.23%) Amazon SQS
8 3 (1.23%) AWS Lambda
8 3 (1.23%) Serverless
9 1 (0.41%) Cloud Computing
9 1 (0.41%) Cortana Intelligence Suite
Communications & Networking
1 4 (1.64%) AMQP
1 4 (1.64%) SSL
2 1 (0.41%) DSL
2 1 (0.41%) Internet
2 1 (0.41%) VPN
Database & Business Intelligence
1 139 (56.97%) Big Data
2 65 (26.64%) SQL Server
3 60 (24.59%) MongoDB
4 38 (15.57%) NoSQL
5 33 (13.52%) Apache Cassandra
6 26 (10.66%) Apache Hive
7 21 (8.61%) Data Warehouse
7 21 (8.61%) MySQL
8 18 (7.38%) Data Lake
9 14 (5.74%) Couchbase
9 14 (5.74%) HBase
9 14 (5.74%) Relational Database
9 14 (5.74%) SQL Server Reporting Services
10 13 (5.33%) QlikView
10 13 (5.33%) SQL Server Integration Services
11 12 (4.92%) RDBMS
12 10 (4.10%) Data Mining
12 10 (4.10%) Redis
13 8 (3.28%) Riak
14 7 (2.87%) MariaDB
Development Applications
1 36 (14.75%) Jenkins
2 27 (11.07%) JIRA
3 24 (9.84%) Bitbucket
4 22 (9.02%) Git (software)
4 22 (9.02%) Selenium
5 16 (6.56%) Cucumber
6 12 (4.92%) SonarQube
7 10 (4.10%) JUnit
7 10 (4.10%) Maven
8 8 (3.28%) Mercurial
9 7 (2.87%) TeamCity
10 6 (2.46%) Ant
10 6 (2.46%) Apache Ivy
10 6 (2.46%) FitNesse
10 6 (2.46%) Gradle
11 5 (2.05%) GitLab
12 4 (1.64%) Octopus Deploy
12 4 (1.64%) Subversion
12 4 (1.64%) Vagrant
13 3 (1.23%) SpecFlow
General
1 54 (22.13%) Finance
2 36 (14.75%) Manufacturing
3 33 (13.52%) Marketing
4 21 (8.61%) Electronics
4 21 (8.61%) Telecoms
5 19 (7.79%) Banking
6 15 (6.15%) Law
6 15 (6.15%) Retail
7 14 (5.74%) Investment Banking
8 6 (2.46%) Advertising
9 5 (2.05%) Retail Banking
10 4 (1.64%) Corporate Banking
11 3 (1.23%) Games
12 2 (0.82%) General Ledger
12 2 (0.82%) Military
13 1 (0.41%) Automotive
Job Titles
1 56 (22.95%) Developer
2 39 (15.98%) Architect
3 29 (11.89%) Java Developer
4 28 (11.48%) Software Engineer
5 24 (9.84%) Data Scientist
6 20 (8.20%) Analyst
6 20 (8.20%) Data Engineer
7 17 (6.97%) Data Architect
7 17 (6.97%) Java Engineer
7 17 (6.97%) Lead Software Engineer
8 13 (5.33%) Java Software Engineer
9 11 (4.51%) Database Engineer
10 10 (4.10%) Senior Developer
11 9 (3.69%) Solutions Architect
12 8 (3.28%) Cloud Architect
12 8 (3.28%) Database Architect
12 8 (3.28%) DBA
12 8 (3.28%) Senior Data Scientist
12 8 (3.28%) Software Developer
12 8 (3.28%) Software Manager
Libraries, Frameworks & Software Standards
1 54 (22.13%) Hibernate
2 46 (18.85%) Spring
3 36 (14.75%) AngularJS
4 31 (12.70%) HTML
4 31 (12.70%) Node.js
5 28 (11.48%) CSS
6 25 (10.25%) .NET
6 25 (10.25%) jQuery
7 22 (9.02%) Kafka
7 22 (9.02%) Web Services
8 21 (8.61%) RabbitMQ
9 20 (8.20%) React
10 18 (7.38%) Apache Camel
11 16 (6.56%) HTML5
12 14 (5.74%) JAX-RS
13 13 (5.33%) Middleware
14 12 (4.92%) ASP.NET
15 11 (4.51%) Gherkin
15 11 (4.51%) Java EE
16 10 (4.10%) CSS3
Miscellaneous
1 40 (16.39%) Analytical Skills
2 15 (6.15%) Life Science
3 10 (4.10%) PKI
4 9 (3.69%) Algorithms
4 9 (3.69%) Greenfield Project
5 8 (3.28%) Social Media
6 6 (2.46%) Data Structures
6 6 (2.46%) Mainframe
6 6 (2.46%) Public Cloud
7 5 (2.05%) Mobile App
8 4 (1.64%) Enterprise Software
9 3 (1.23%) Analytical Mindset
9 3 (1.23%) Computer Science
9 3 (1.23%) Robotics
9 3 (1.23%) VSAM
10 2 (0.82%) Data Centre
10 2 (0.82%) e-Learning
10 2 (0.82%) Management Information System
10 2 (0.82%) Replication
10 2 (0.82%) Taxonomies
Operating Systems
1 58 (23.77%) Linux
2 39 (15.98%) Windows
3 18 (7.38%) Unix
4 8 (3.28%) Red Hat Enterprise Linux
5 7 (2.87%) Ubuntu
6 5 (2.05%) CentOS
7 2 (0.82%) Android
7 2 (0.82%) Apple iOS
Processes & Methodologies
1 101 (41.39%) Agile Software Development
2 87 (35.66%) Analytics
3 85 (34.84%) DevOps
4 65 (26.64%) Software Engineering
5 57 (23.36%) Machine Learning
6 54 (22.13%) Business Intelligence
7 48 (19.67%) Data Science
8 47 (19.26%) Scrum
8 47 (19.26%) Test Automation
9 43 (17.62%) ETL
10 42 (17.21%) Continuous Integration
10 42 (17.21%) TDD
11 34 (13.93%) SDLC
12 30 (12.30%) Data Integration
12 30 (12.30%) Mentoring
13 27 (11.07%) Data Analytics
13 27 (11.07%) Visualisation
14 24 (9.84%) BDD
14 24 (9.84%) Microservices
14 24 (9.84%) OO
Programming Languages
1 110 (45.08%) Java
2 94 (38.52%) Python
3 92 (37.70%) SQL
4 57 (23.36%) JavaScript
5 46 (18.85%) Scala
6 34 (13.93%) C#
7 32 (13.11%) R
8 29 (11.89%) Ruby
9 22 (9.02%) C++
10 14 (5.74%) C
11 12 (4.92%) Bash Shell
11 12 (4.92%) Perl
12 8 (3.28%) Go
12 8 (3.28%) Groovy
13 7 (2.87%) PowerShell
14 6 (2.46%) Shell Script
15 4 (1.64%) Erlang
15 4 (1.64%) Haskell
15 4 (1.64%) PHP
15 4 (1.64%) T-SQL
Qualifications
1 28 (11.48%) Degree
2 14 (5.74%) Security Cleared
3 13 (5.33%) DV Cleared
4 10 (4.10%) Numerate Degree
4 10 (4.10%) PhD
5 4 (1.64%) AWS Certification
6 3 (1.23%) ISTQB
6 3 (1.23%) PMI Certification
6 3 (1.23%) PMP
6 3 (1.23%) Sun Certification
7 2 (0.82%) Microsoft Certification
8 1 (0.41%) SC Cleared
Quality Assurance & Compliance
1 17 (6.97%) QA
2 9 (3.69%) GCP
3 2 (0.82%) Data Quality
3 2 (0.82%) SLA
System Software
1 38 (15.57%) Docker
2 11 (4.51%) HDFS
3 10 (4.10%) Hyper-V
3 10 (4.10%) VMware Infrastructure
4 5 (2.05%) Apache Flume
Systems Management
1 46 (18.85%) Puppet
2 41 (16.80%) Opscode Chef
3 28 (11.48%) Ansible
4 21 (8.61%) Kubernetes
4 21 (8.61%) ZABBIX
5 15 (6.15%) Ambari
6 8 (3.28%) Mesos
6 8 (3.28%) Simian Army
7 5 (2.05%) Marathon
7 5 (2.05%) Oozie
7 5 (2.05%) rkt
8 3 (1.23%) Cobbler
8 3 (1.23%) HP Quality Center
8 3 (1.23%) Kibana
9 2 (0.82%) Rancher
10 1 (0.41%) EMC NetWorker
10 1 (0.41%) HAProxy
10 1 (0.41%) Systems Management Server (SMS)
Vendors
1 47 (19.26%) Oracle
2 26 (10.66%) SAP
3 25 (10.25%) Microsoft
4 23 (9.43%) Hortonworks
5 22 (9.02%) Google
6 20 (8.20%) Teradata
7 13 (5.33%) Cloudera
7 13 (5.33%) Informatica
7 13 (5.33%) Tableau
8 11 (4.51%) IBM
9 10 (4.10%) Twitter
9 10 (4.10%) VMware
10 8 (3.28%) Facebook
10 8 (3.28%) Red Hat
11 7 (2.87%) HP
11 7 (2.87%) Talend
12 6 (2.46%) Ab Initio
12 6 (2.46%) Greenplum
12 6 (2.46%) Netezza
13 4 (1.64%) Alteryx