Period
to 25 February 2018

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

Apache Hadoop
UK > UK excluding London
6 months to
25 Feb 2018
Same period 2017 Same period 2016
Rank 268 257 385
Rank change year-on-year -11 +128 +100
Permanent jobs citing Hadoop 1,183 1,304 917
As % of all permanent IT jobs advertised in the UK excluding London 1.18% 1.28% 0.76%
As % of the Database & Business Intelligence category 3.80% 4.24% 2.37%
Number of salaries quoted 855 1,022 668
UK excluding London median annual salary £52,500 £52,500 £50,000
Median salary % change year-on-year - +5.00% -
10th Percentile £32,500 £33,500 £33,750
90th Percentile £80,000 £78,750 £82,500
UK 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 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 31,103 30,725 38,769
As % of all permanent IT jobs advertised in the UK excluding London 30.90% 30.24% 32.17%
Number of salaries quoted 26,224 25,969 32,589
UK excluding London median annual salary £42,500 £42,500 £41,500
Median salary % change year-on-year - +2.41% +3.75%
10th Percentile £27,500 £27,500 £26,250
90th Percentile £63,500 £62,500 £61,250
UK median annual salary £49,000 £47,500 £45,500
% change year-on-year +3.16% +4.40% +1.11%

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 25 February 2018.

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 25 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
South East -6 333 £60,000 +9.09% 66
North of England -21 248 £52,500 - 61
South West -58 181 £42,000 -16.00% 19
North West -21 178 £52,500 -6.67% 28
East of England +83 175 £60,000 +9.09% 16
Scotland +6 132 £50,000 +5.26% 15
Midlands +1 94 £45,000 -25.00% 22
East Midlands +51 66 £45,000 -14.29% 12
Yorkshire +2 56 £50,750 +1.50% 32
West Midlands -48 28 £60,000 - 10
Wales -16 19 £52,700 +5.40% 4
North East -23 14 £46,500 +3.33% 1
Northern Ireland -27 3 £85,000 +150.00% 1
Hadoop
UK

For the 6 months to 25 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 UK excluding London region with a requirement for Hadoop.

1 663 (56.04%) Big Data
2 608 (51.39%) Java
3 514 (43.45%) Agile Software Development
4 495 (41.84%) Apache Spark
5 487 (41.17%) Python
6 480 (40.57%) SQL
7 376 (31.78%) Analytics
8 254 (21.47%) Software Engineering
9 253 (21.39%) Business Intelligence
10 250 (21.13%) NoSQL
11 246 (20.79%) Amazon AWS
12 237 (20.03%) JavaScript
13 236 (19.95%) Apache Hive
14 231 (19.53%) Finance
14 231 (19.53%) Scala
15 226 (19.10%) Linux
16 216 (18.26%) MongoDB
17 198 (16.74%) Visualisation
17 198 (16.74%) Data Science
18 196 (16.57%) SQL Server
19 194 (16.40%) DevOps
20 192 (16.23%) Oracle
21 191 (16.15%) ETL
22 186 (15.72%) Data Warehouse
22 186 (15.72%) Spring
23 185 (15.64%) Analytical Skills
24 184 (15.55%) Machine Learning
25 183 (15.47%) Degree
26 174 (14.71%) AngularJS
27 173 (14.62%) Kafka

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
1 495 (41.84%) Apache Spark
2 97 (8.20%) Apache Pig
2 97 (8.20%) Elasticsearch
3 83 (7.02%) SAS
4 60 (5.07%) Apache
5 54 (4.56%) JBoss
5 54 (4.56%) Tomcat
6 52 (4.40%) Apache Solr
7 49 (4.14%) WebLogic
8 40 (3.38%) Jetty
9 26 (2.20%) WebSphere
10 22 (1.86%) SharePoint
11 14 (1.18%) Confluence
12 7 (0.59%) BizTalk Server
12 7 (0.59%) OpenStack
12 7 (0.59%) Oracle SOA Suite
13 5 (0.42%) Apache Geronimo
13 5 (0.42%) GlassFish
13 5 (0.42%) Jupyter
14 4 (0.34%) Tornado
Applications
1 16 (1.35%) Microsoft Office
2 14 (1.18%) Microsoft Excel
3 10 (0.85%) Microsoft PowerPoint
4 9 (0.76%) MS Visio
4 9 (0.76%) SPSS
5 6 (0.51%) Weka
6 5 (0.42%) Mathematica
7 4 (0.34%) GNU Octave
8 2 (0.17%) Chatbot
8 2 (0.17%) Microsoft Project
9 1 (0.085%) S-PLUS
9 1 (0.085%) Stata
Business Applications
1 8 (0.68%) Dynamics CRM
2 4 (0.34%) Oracle 11i
2 4 (0.34%) Oracle Assets
2 4 (0.34%) Oracle EBS
2 4 (0.34%) Oracle EBS R12
2 4 (0.34%) Oracle General Ledger
2 4 (0.34%) Oracle iProcurement
2 4 (0.34%) Oracle Payables
2 4 (0.34%) Oracle Receivables
3 1 (0.085%) Adobe Campaign
Cloud Services
1 246 (20.79%) Amazon AWS
2 158 (13.36%) Microsoft Azure
3 57 (4.82%) GitHub
4 42 (3.55%) Amazon EMR
5 36 (3.04%) Google Cloud Platform
6 35 (2.96%) Amazon Kinesis
6 35 (2.96%) SaaS
7 31 (2.62%) Amazon S3
8 30 (2.54%) AWS CloudFormation
9 24 (2.03%) Amazon CloudWatch
10 23 (1.94%) Azure Data Factory
11 17 (1.44%) PaaS
12 9 (0.76%) Serverless
13 8 (0.68%) AWS Lambda
13 8 (0.68%) Cloud Computing
14 7 (0.59%) Google Analytics
15 6 (0.51%) Adobe Analytics
16 5 (0.42%) Azure Machine Learning
16 5 (0.42%) IaaS
17 4 (0.34%) Cortana Intelligence Suite
Communications & Networking
1 25 (2.11%) HTTP
2 20 (1.69%) Internet
3 19 (1.61%) Firewall
4 17 (1.44%) AMQP
5 14 (1.18%) Network Security
6 13 (1.10%) Kerberos
6 13 (1.10%) SSL
7 11 (0.93%) TCP/IP
8 7 (0.59%) SAN
9 5 (0.42%) VPN
10 3 (0.25%) IPsec
11 2 (0.17%) GSM
11 2 (0.17%) LTE
11 2 (0.17%) SMS
11 2 (0.17%) UMTS
12 1 (0.085%) DSL
12 1 (0.085%) Ethernet
12 1 (0.085%) Intrusion Detection
12 1 (0.085%) MPLS
12 1 (0.085%) SSH
Database & Business Intelligence
1 663 (56.04%) Big Data
2 250 (21.13%) NoSQL
3 236 (19.95%) Apache Hive
4 216 (18.26%) MongoDB
5 196 (16.57%) SQL Server
6 186 (15.72%) Data Warehouse
7 141 (11.92%) HBase
7 141 (11.92%) Relational Database
8 131 (11.07%) MySQL
9 129 (10.90%) Apache Cassandra
10 87 (7.35%) Impala
11 84 (7.10%) PostgreSQL
12 74 (6.26%) Power BI
12 74 (6.26%) Sqoop
13 71 (6.00%) Data Mining
14 66 (5.58%) RDBMS
15 63 (5.33%) Data Lake
15 63 (5.33%) Redis
16 57 (4.82%) SQL Server Integration Services
17 52 (4.40%) SQL Server Reporting Services
Development Applications
1 114 (9.64%) Jenkins
2 86 (7.27%) Git (software)
3 83 (7.02%) JIRA
4 70 (5.92%) Selenium
5 63 (5.33%) Maven
6 49 (4.14%) Cucumber
7 43 (3.63%) Bitbucket
8 41 (3.47%) JUnit
9 32 (2.70%) TeamCity
10 29 (2.45%) FitNesse
11 27 (2.28%) Vagrant
12 25 (2.11%) Subversion
13 23 (1.94%) Eclipse
14 16 (1.35%) Atlassian Bamboo
15 13 (1.10%) JMeter
15 13 (1.10%) SonarQube
16 12 (1.01%) Ant
16 12 (1.01%) Team Foundation Server
17 11 (0.93%) Gradle
18 9 (0.76%) git-flow
General
1 231 (19.53%) Finance
2 85 (7.19%) Marketing
3 65 (5.49%) Banking
4 48 (4.06%) Retail
5 42 (3.55%) Manufacturing
6 40 (3.38%) Electronics
7 39 (3.30%) Telecoms
8 27 (2.28%) Law
9 26 (2.20%) Publishing
10 25 (2.11%) Advertising
10 25 (2.11%) Automotive
11 18 (1.52%) Games
11 18 (1.52%) Investment Banking
12 9 (0.76%) Financial Institution
13 8 (0.68%) Retail Banking
14 4 (0.34%) Back Office
14 4 (0.34%) Billing
14 4 (0.34%) Corporate Banking
15 3 (0.25%) Military
16 2 (0.17%) Legal
Job Titles
1 364 (30.77%) Developer
2 232 (19.61%) Java Developer
3 156 (13.19%) Data Engineer
4 138 (11.67%) Architect
5 98 (8.28%) Data Scientist
6 97 (8.20%) Analyst
7 96 (8.11%) Big Data Engineer
8 86 (7.27%) Data Architect
9 76 (6.42%) Software Engineer
10 74 (6.26%) Senior Developer
11 59 (4.99%) Hadoop Engineer
12 56 (4.73%) Consultant
13 48 (4.06%) Senior Java Developer
14 46 (3.89%) Java Engineer
15 39 (3.30%) Big Data Architect
16 37 (3.13%) Lead Developer
17 33 (2.79%) Business Intelligence Analyst
17 33 (2.79%) Senior Data Engineer
18 32 (2.70%) Technical Architect
19 31 (2.62%) Data Analyst
Libraries, Frameworks & Software Standards
1 186 (15.72%) Spring
2 174 (14.71%) AngularJS
3 173 (14.62%) Kafka
4 167 (14.12%) HTML
5 153 (12.93%) Hibernate
6 102 (8.62%) CSS
7 95 (8.03%) Node.js
8 78 (6.59%) Web Services
9 71 (6.00%) HTML5
10 67 (5.66%) .NET
11 66 (5.58%) REST
12 62 (5.24%) RabbitMQ
13 50 (4.23%) J2EE
14 47 (3.97%) React
15 43 (3.63%) Java EE
15 43 (3.63%) XML
16 37 (3.13%) jQuery
16 37 (3.13%) RESTful
16 37 (3.13%) TensorFlow
17 36 (3.04%) CSS3
Miscellaneous
1 185 (15.64%) Analytical Skills
2 89 (7.52%) Computer Science
3 55 (4.65%) Algorithms
4 50 (4.23%) Greenfield Project
5 47 (3.97%) User Experience
6 38 (3.21%) Enterprise Software
7 26 (2.20%) Management Information System
8 24 (2.03%) Fintech
8 24 (2.03%) Mobile App
9 23 (1.94%) Data Structures
10 21 (1.78%) Clustering
11 18 (1.52%) Life Science
12 17 (1.44%) Driving Licence
13 16 (1.35%) Data Centre
14 15 (1.27%) Client/Server
15 13 (1.10%) Mainframe
15 13 (1.10%) Social Media
16 10 (0.85%) Internet of Things
16 10 (0.85%) PKI
17 9 (0.76%) Public Cloud
Operating Systems
1 226 (19.10%) Linux
2 101 (8.54%) Windows
3 63 (5.33%) Unix
4 22 (1.86%) Red Hat Enterprise Linux
5 21 (1.78%) Mac OS
6 18 (1.52%) CentOS
7 15 (1.27%) Android
8 13 (1.10%) Ubuntu
9 12 (1.01%) Apple iOS
10 11 (0.93%) Windows Server
11 9 (0.76%) Mac OS X
12 6 (0.51%) Oracle Linux
13 5 (0.42%) Windows Server 2012
14 1 (0.085%) Debian
14 1 (0.085%) SUSE
14 1 (0.085%) Windows 10
14 1 (0.085%) Windows Server 2008
Processes & Methodologies
1 514 (43.45%) Agile Software Development
2 376 (31.78%) Analytics
3 254 (21.47%) Software Engineering
4 253 (21.39%) Business Intelligence
5 198 (16.74%) Data Science
5 198 (16.74%) Visualisation
6 194 (16.40%) DevOps
7 191 (16.15%) ETL
8 184 (15.55%) Machine Learning
9 169 (14.29%) Scrum
10 148 (12.51%) Test Automation
11 140 (11.83%) TDD
12 139 (11.75%) Data Modelling
12 139 (11.75%) MapReduce
13 136 (11.50%) Continuous Integration
14 128 (10.82%) Data Analytics
14 128 (10.82%) Data Visualisation
15 106 (8.96%) Mathematics
16 102 (8.62%) Open Source
17 98 (8.28%) SDLC
Programming Languages
1 608 (51.39%) Java
2 487 (41.17%) Python
3 480 (40.57%) SQL
4 237 (20.03%) JavaScript
5 231 (19.53%) Scala
6 157 (13.27%) R
7 120 (10.14%) C#
8 102 (8.62%) C++
9 96 (8.11%) Ruby
10 77 (6.51%) C
11 62 (5.24%) Bash Shell
12 52 (4.40%) Go
13 45 (3.80%) PHP
14 44 (3.72%) Shell Script
15 38 (3.21%) Perl
16 21 (1.78%) MATLAB
17 20 (1.69%) PowerShell
17 20 (1.69%) T-SQL
18 19 (1.61%) PL/SQL
19 11 (0.93%) Groovy
Qualifications
1 183 (15.47%) Degree
2 111 (9.38%) Security Cleared
3 51 (4.31%) SC Cleared
4 44 (3.72%) DV Cleared
5 40 (3.38%) PhD
6 36 (3.04%) Computer Science Degree
7 27 (2.28%) Numerate Degree
8 15 (1.27%) ISTQB
9 13 (1.10%) Microsoft Certification
10 9 (0.76%) MBA
11 8 (0.68%) ISTQB Foundation Certification
12 6 (0.51%) AWS Certification
12 6 (0.51%) Cisco Certification
13 5 (0.42%) CCNA
13 5 (0.42%) CISSP
13 5 (0.42%) GIAC
13 5 (0.42%) Linux+ Certification
13 5 (0.42%) MCSE
13 5 (0.42%) Network+ Certification
13 5 (0.42%) SSCP
Quality Assurance & Compliance
1 65 (5.49%) QA
2 37 (3.13%) Data Quality
3 12 (1.01%) GCP
4 6 (0.51%) SLA
5 4 (0.34%) GDPR
6 3 (0.25%) PMO
7 2 (0.17%) ISO/IEC 27001
8 1 (0.085%) Dodd-Frank
8 1 (0.085%) EMIR
8 1 (0.085%) FATCA
8 1 (0.085%) GPG13
8 1 (0.085%) HMG Security Policy Framework
8 1 (0.085%) MiFID
8 1 (0.085%) Solvency II
System Software
1 168 (14.20%) Docker
2 116 (9.81%) HDFS
3 82 (6.93%) Apache Flume
4 18 (1.52%) Apache ZooKeeper
4 18 (1.52%) VMware Infrastructure
5 14 (1.18%) Hyper-V
6 11 (0.93%) Virtual Machines
7 10 (0.85%) vSphere
8 3 (0.25%) vCloud
9 1 (0.085%) Oracle RAC
9 1 (0.085%) VirtualBox
Systems Management
1 147 (12.43%) Puppet
2 98 (8.28%) Ansible
3 88 (7.44%) Opscode Chef
4 55 (4.65%) Hadoop YARN
5 47 (3.97%) Oozie
6 41 (3.47%) Kubernetes
7 31 (2.62%) Cobbler
8 22 (1.86%) ZABBIX
9 17 (1.44%) Ambari
10 10 (0.85%) Mesos
11 8 (0.68%) Salt
11 8 (0.68%) Simian Army
12 6 (0.51%) Kibana
12 6 (0.51%) Marathon
12 6 (0.51%) Nagios
13 5 (0.42%) rkt
13 5 (0.42%) Terraform
14 4 (0.34%) logstash
14 4 (0.34%) Systems Management Server (SMS)
15 3 (0.25%) HP Quality Center
Vendors
1 192 (16.23%) Oracle
2 173 (14.62%) Tableau
3 117 (9.89%) Microsoft
4 102 (8.62%) Cloudera
5 77 (6.51%) Google
6 61 (5.16%) SAP
7 60 (5.07%) Hortonworks
7 60 (5.07%) Teradata
8 53 (4.48%) IBM
9 36 (3.04%) Informatica
10 27 (2.28%) Talend
11 26 (2.20%) Alteryx
12 24 (2.03%) VMware
13 21 (1.78%) Atlassian
14 20 (1.69%) Cognos
14 20 (1.69%) MicroStrategy
15 16 (1.35%) MapR
16 15 (1.27%) Birst
16 15 (1.27%) TIBCO
17 14 (1.18%) Red Hat