Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the UK excluding London 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 21 November 2017 with a comparison to the same period in the previous 2 years.

Apache Hadoop
UK > UK excluding London
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 276 264 386
Rank change year-on-year -12 +122 +130
Permanent jobs citing Hadoop 1160 1349 908
As % of all permanent IT jobs advertised in the UK excluding London 1.15% 1.23% 0.73%
As % of the Database & Business Intelligence category 3.70% 4.13% 2.27%
Number of salaries quoted 854 1061 670
UK excluding London median annual salary £50,000 £52,500 £50,000
Median salary % change year-on-year -4.76% +5.00% -
10th Percentile £31,488 £33,750 £33,750
90th Percentile £75,000 £73,750 £82,500
UK 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 UK excluding London with a requirement for database or business intelligence skills.

All Database and Business Intelligence Skills
UK excluding London
Permanent vacancies with a requirement for database or business intelligence skills 31379 32693 40059
As % of all permanent IT jobs advertised in the UK excluding London 31.04% 29.85% 32.28%
Number of salaries quoted 26410 27752 33746
UK excluding London median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £27,500 £26,750 £26,250
90th Percentile £62,500 £62,500 £60,000
UK median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Hadoop
Job Vacancy Trend in the UK excluding London

Job postings citing Hadoop as a percentage of all IT jobs advertised in the UK excluding London.

Job vacancy trend for Hadoop in the UK excluding London

Hadoop
Salary Trend in the UK excluding London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Hadoop in the UK excluding London.

Salary trend for Hadoop in the UK excluding London

Hadoop
Salary Histogram in the UK excluding London

The salary distribution of IT jobs citing Hadoop in the UK excluding London over the 6 months to 21 November 2017.

Salary histogram for Hadoop in the UK excluding London

Hadoop
Job Locations in the UK excluding London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Hadoop within the UK excluding London region over the 6 months to 21 November 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
South East +3 343 £55,000 +1.85% 25
North of England +25 278 £52,500 +5.00% 36
North West +52 210 £54,000 -1.82% 26
South West -61 181 £41,000 -18.00% 12
East of England +47 145 £55,000 +4.76% 11
Scotland -37 95 £55,000 +10.00% 4
Midlands +33 87 £42,500 -29.17% 8
Yorkshire -17 60 £50,000 - 10
West Midlands -2 45 £47,500 -22.45% 6
East Midlands +54 42 £42,500 -29.17% 2
Wales -1 34 £42,500 -15.00% 1
North East -5 8 £56,500 +25.56%
Northern Ireland -35 1 - - 1
Hadoop
UK

For the 6 months to 21 November 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 UK excluding London region with a requirement for Hadoop.

1 677 (58.36%) Big Data
2 639 (55.09%) Java
3 589 (50.78%) Agile Software Development
4 521 (44.91%) Python
5 509 (43.88%) SQL
6 466 (40.17%) Apache Spark
7 329 (28.36%) Analytics
8 283 (24.40%) Software Engineering
9 257 (22.16%) Amazon AWS
10 252 (21.72%) Business Intelligence
11 238 (20.52%) Spring
12 226 (19.48%) JavaScript
13 225 (19.40%) NoSQL
14 212 (18.28%) Finance
15 211 (18.19%) Apache Hive
16 210 (18.10%) Scala
17 208 (17.93%) Linux
18 207 (17.84%) Machine Learning
19 204 (17.59%) MongoDB
20 189 (16.29%) R
21 187 (16.12%) Degree
22 185 (15.95%) Scrum
23 179 (15.43%) Continuous Integration
24 176 (15.17%) DevOps
25 175 (15.09%) Test Automation
26 174 (15.00%) SQL Server
27 170 (14.66%) Analytical Skills
28 169 (14.57%) Security Cleared
29 165 (14.22%) Visualisation
29 165 (14.22%) Microsoft Azure

Hadoop
Co-occurring IT Skills in the UK excluding London 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
1 466 (40.17%) Apache Spark
2 107 (9.22%) Elasticsearch
3 92 (7.93%) SAS
4 87 (7.50%) Apache
5 76 (6.55%) Apache Pig
6 75 (6.47%) Tomcat
7 65 (5.60%) JBoss
8 56 (4.83%) WebLogic
9 53 (4.57%) Apache Solr
10 46 (3.97%) Jetty
11 30 (2.59%) WebSphere
12 26 (2.24%) SharePoint
13 12 (1.03%) Confluence
13 12 (1.03%) IIS
14 9 (0.78%) Tornado
15 8 (0.69%) OpenStack
16 7 (0.60%) Zimbra
17 6 (0.52%) Oracle SOA Suite
18 4 (0.34%) GlassFish
19 3 (0.26%) MediaWiki
Applications
1 26 (2.24%) Microsoft Excel
2 17 (1.47%) SPSS
3 16 (1.38%) Microsoft Office
4 15 (1.29%) Microsoft PowerPoint
5 9 (0.78%) MS Visio
6 6 (0.52%) Spreadsheet
7 5 (0.43%) Mathematica
7 5 (0.43%) Microsoft Project
8 3 (0.26%) Pipeline Pilot
8 3 (0.26%) S-PLUS
8 3 (0.26%) Stata
9 2 (0.17%) GNU Octave
10 1 (0.086%) Weka
Business Applications
1 4 (0.34%) Dynamics CRM
2 2 (0.17%) BusinessWorks
2 2 (0.17%) SAP HR
3 1 (0.086%) Adobe Campaign
3 1 (0.086%) Dynamics AX
Cloud Services
1 257 (22.16%) Amazon AWS
2 165 (14.22%) Microsoft Azure
3 66 (5.69%) Google Cloud Platform
4 44 (3.79%) SaaS
5 40 (3.45%) GitHub
6 38 (3.28%) Cloud Computing
7 35 (3.02%) Amazon EMR
8 28 (2.41%) PaaS
9 26 (2.24%) AWS CloudFormation
10 25 (2.16%) Amazon S3
11 23 (1.98%) Amazon CloudWatch
12 15 (1.29%) Amazon Kinesis
13 11 (0.95%) Amazon EC2
14 7 (0.60%) Azure Data Factory
15 6 (0.52%) Azure Machine Learning
16 5 (0.43%) Cortana Intelligence Suite
17 4 (0.34%) IaaS
17 4 (0.34%) Serverless
18 3 (0.26%) Amazon SQS
18 3 (0.26%) Google Analytics
Communications & Networking
1 28 (2.41%) AMQP
2 22 (1.90%) SAN
3 20 (1.72%) Firewall
4 15 (1.29%) Internet
4 15 (1.29%) SSL
4 15 (1.29%) TCP/IP
5 11 (0.95%) Network Security
6 8 (0.69%) NAS
6 8 (0.69%) VPN
7 7 (0.60%) HTTP
7 7 (0.60%) IPsec
7 7 (0.60%) Kerberos
7 7 (0.60%) LDAP
8 5 (0.43%) Ethernet
9 4 (0.34%) WebEx
10 3 (0.26%) DNS
11 2 (0.17%) GSM
11 2 (0.17%) LTE
11 2 (0.17%) UMTS
12 1 (0.086%) SMS
Database & Business Intelligence
1 677 (58.36%) Big Data
2 225 (19.40%) NoSQL
3 211 (18.19%) Apache Hive
4 204 (17.59%) MongoDB
5 174 (15.00%) SQL Server
6 128 (11.03%) Apache Cassandra
7 120 (10.34%) Data Warehouse
8 113 (9.74%) Relational Database
9 93 (8.02%) MySQL
10 88 (7.59%) HBase
11 77 (6.64%) Impala
12 70 (6.03%) QlikView
13 69 (5.95%) PostgreSQL
14 66 (5.69%) Redis
15 65 (5.60%) Data Mining
16 55 (4.74%) SQL Server Integration Services
17 51 (4.40%) Couchbase
17 51 (4.40%) Power BI
18 46 (3.97%) Data Lake
19 45 (3.88%) SQL Server Reporting Services
Development Applications
1 98 (8.45%) Jenkins
2 95 (8.19%) Git (software)
3 67 (5.78%) JIRA
4 66 (5.69%) Maven
5 59 (5.09%) Selenium
6 42 (3.62%) JUnit
7 39 (3.36%) Bitbucket
8 37 (3.19%) Cucumber
9 36 (3.10%) Eclipse
10 30 (2.59%) FitNesse
10 30 (2.59%) Talend Open Studio
10 30 (2.59%) Vagrant
11 18 (1.55%) Subversion
12 16 (1.38%) Gradle
13 13 (1.12%) Mercurial
14 12 (1.03%) JBehave
15 11 (0.95%) Atlassian Bamboo
15 11 (0.95%) JMeter
15 11 (0.95%) Team Foundation Server
15 11 (0.95%) TeamCity
General
1 212 (18.28%) Finance
2 97 (8.36%) Marketing
3 67 (5.78%) Manufacturing
4 59 (5.09%) Telecoms
5 58 (5.00%) Electronics
6 57 (4.91%) Banking
7 51 (4.40%) Retail
8 29 (2.50%) Games
9 15 (1.29%) Law
10 13 (1.12%) Advertising
11 11 (0.95%) Military
12 9 (0.78%) Spanish Language
13 8 (0.69%) Publishing
14 6 (0.52%) Aerospace
15 5 (0.43%) Financial Institution
15 5 (0.43%) Retail Banking
16 4 (0.34%) Dutch Language
16 4 (0.34%) French Language
16 4 (0.34%) German Language
16 4 (0.34%) Italian Language
Job Titles
1 394 (33.97%) Developer
2 254 (21.90%) Java Developer
3 120 (10.34%) Data Scientist
4 110 (9.48%) Software Engineer
5 95 (8.19%) Data Engineer
6 80 (6.90%) Senior Developer
7 76 (6.55%) Architect
8 69 (5.95%) Analyst
9 63 (5.43%) Big Data Engineer
10 56 (4.83%) Java Engineer
11 53 (4.57%) Consultant
12 51 (4.40%) Senior Java Developer
13 46 (3.97%) Software Developer
14 43 (3.71%) Data Analyst
15 41 (3.53%) Data Architect
15 41 (3.53%) Lead Developer
16 40 (3.45%) DevOps Engineer
17 39 (3.36%) Big Data Developer
18 36 (3.10%) Full Stack Developer
19 35 (3.02%) Data Manager
Libraries, Frameworks & Software Standards
1 238 (20.52%) Spring
2 147 (12.67%) AngularJS
3 140 (12.07%) Hibernate
4 135 (11.64%) HTML
5 130 (11.21%) CSS
6 129 (11.12%) Kafka
7 119 (10.26%) Node.js
8 112 (9.66%) Web Services
9 91 (7.84%) RabbitMQ
10 72 (6.21%) .NET
11 62 (5.34%) RESTful
12 60 (5.17%) HTML5
13 53 (4.57%) React
14 47 (4.05%) Apache Camel
15 46 (3.97%) jQuery
16 45 (3.88%) CSS3
16 45 (3.88%) XML
17 44 (3.79%) J2EE
18 41 (3.53%) Java EE
18 41 (3.53%) REST
Miscellaneous
1 170 (14.66%) Analytical Skills
2 91 (7.84%) Computer Science
3 70 (6.03%) Greenfield Project
4 48 (4.14%) Algorithms
5 38 (3.28%) Data Structures
6 35 (3.02%) Public Cloud
7 33 (2.84%) Mobile App
7 33 (2.84%) User Experience
8 27 (2.33%) Management Information System
9 25 (2.16%) Fintech
10 19 (1.64%) Life Science
11 18 (1.55%) Foreign Exchange (FX)
12 15 (1.29%) Blog
12 15 (1.29%) Data Centre
13 11 (0.95%) Virtual Team
14 10 (0.86%) PKI
15 8 (0.69%) Client/Server
15 8 (0.69%) Enterprise Software
15 8 (0.69%) Social Media
16 7 (0.60%) Mainframe
Operating Systems
1 208 (17.93%) Linux
2 125 (10.78%) Windows
3 78 (6.72%) Unix
4 33 (2.84%) CentOS
5 22 (1.90%) Ubuntu
6 18 (1.55%) Red Hat Enterprise Linux
7 14 (1.21%) Windows Server
8 13 (1.12%) Android
8 13 (1.12%) Apple iOS
9 10 (0.86%) Mac OS
10 4 (0.34%) Mac OS X
11 3 (0.26%) Kali Linux
12 2 (0.17%) Windows Server 2008
12 2 (0.17%) Windows Server 2012
13 1 (0.086%) Solaris
13 1 (0.086%) SUSE Linux Enterprise Server
Processes & Methodologies
1 589 (50.78%) Agile Software Development
2 329 (28.36%) Analytics
3 283 (24.40%) Software Engineering
4 252 (21.72%) Business Intelligence
5 207 (17.84%) Machine Learning
6 185 (15.95%) Scrum
7 179 (15.43%) Continuous Integration
8 176 (15.17%) DevOps
9 175 (15.09%) Test Automation
10 165 (14.22%) Visualisation
11 156 (13.45%) ETL
12 151 (13.02%) TDD
13 142 (12.24%) Open Source
14 122 (10.52%) Data Modelling
15 121 (10.43%) MapReduce
16 102 (8.79%) Data Visualisation
16 102 (8.79%) Mathematics
17 100 (8.62%) Data Analytics
18 90 (7.76%) BDD
19 76 (6.55%) Statistics
Programming Languages
1 639 (55.09%) Java
2 521 (44.91%) Python
3 509 (43.88%) SQL
4 226 (19.48%) JavaScript
5 210 (18.10%) Scala
6 189 (16.29%) R
7 116 (10.00%) C++
8 106 (9.14%) Ruby
9 84 (7.24%) C#
10 78 (6.72%) Bash Shell
11 67 (5.78%) C
12 65 (5.60%) Go
13 59 (5.09%) Shell Script
14 56 (4.83%) Perl
15 41 (3.53%) MATLAB
16 27 (2.33%) Groovy
17 22 (1.90%) T-SQL
18 21 (1.81%) PowerShell
19 20 (1.72%) Haskell
20 18 (1.55%) Clojure
Qualifications
1 187 (16.12%) Degree
2 169 (14.57%) Security Cleared
3 70 (6.03%) SC Cleared
4 45 (3.88%) DV Cleared
5 44 (3.79%) PhD
6 35 (3.02%) Computer Science Degree
7 31 (2.67%) Numerate Degree
8 13 (1.12%) Microsoft Certification
9 12 (1.03%) Master's Degree
10 9 (0.78%) CISSP
11 7 (0.60%) Postgraduate
12 6 (0.52%) MCITP
13 5 (0.43%) Cisco Certification
13 5 (0.43%) ISSEP
13 5 (0.43%) MBA
14 4 (0.34%) CCNA
14 4 (0.34%) GIAC
14 4 (0.34%) Linux+ Certification
14 4 (0.34%) Network+ Certification
14 4 (0.34%) SSCP
Quality Assurance & Compliance
1 56 (4.83%) Data Quality
2 48 (4.14%) QA
3 9 (0.78%) ISO/IEC 27001
4 7 (0.60%) SLA
5 5 (0.43%) NIST 800
6 4 (0.34%) Government Security Classifications
6 4 (0.34%) PCI DSS
7 3 (0.26%) GCP
7 3 (0.26%) GDPR
8 2 (0.17%) Actionable Recommendations
9 1 (0.086%) GPG13
9 1 (0.086%) HMG Security Policy Framework
9 1 (0.086%) ISO 22301
9 1 (0.086%) ISO 9001
9 1 (0.086%) PMO
System Software
1 113 (9.74%) Docker
2 51 (4.40%) Apache Flume
3 47 (4.05%) HDFS
4 26 (2.24%) VMware Infrastructure
5 15 (1.29%) Apache ZooKeeper
6 12 (1.03%) vSphere
7 10 (0.86%) Active Directory
8 9 (0.78%) Hyper-V
8 9 (0.78%) VMware ESXi
9 7 (0.60%) vCloud
9 7 (0.60%) Virtual Machines
10 1 (0.086%) Oracle RAC
Systems Management
1 128 (11.03%) Puppet
2 111 (9.57%) Opscode Chef
3 84 (7.24%) Ansible
4 33 (2.84%) Mesos
5 32 (2.76%) Cobbler
6 31 (2.67%) Oozie
7 22 (1.90%) Hadoop YARN
8 21 (1.81%) ZABBIX
9 18 (1.55%) Ambari
10 16 (1.38%) Kibana
11 15 (1.29%) Kubernetes
12 8 (0.69%) Salt
13 6 (0.52%) HP Fortify
13 6 (0.52%) logstash
13 6 (0.52%) Nagios
13 6 (0.52%) Nessus
14 3 (0.26%) Marathon
14 3 (0.26%) rkt
15 2 (0.17%) Oracle ZFS
15 2 (0.17%) Rancher
Vendors
1 146 (12.59%) Oracle
2 141 (12.16%) Tableau
3 92 (7.93%) SAP
4 89 (7.67%) Microsoft
5 82 (7.07%) Google
6 80 (6.90%) Cloudera
7 70 (6.03%) IBM
8 44 (3.79%) Hortonworks
9 41 (3.53%) Teradata
10 34 (2.93%) Cognos
11 31 (2.67%) Informatica
12 30 (2.59%) Talend
13 26 (2.24%) VMware
14 24 (2.07%) HP
14 24 (2.07%) TIBCO
15 22 (1.90%) MicroStrategy
16 19 (1.64%) Jaspersoft
17 18 (1.55%) ArcSight
18 14 (1.21%) Splunk
19 13 (1.12%) Birst