Period
to 17 October 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Amazon EMR skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Amazon EMR over the 6 months to 17 October 2017 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
17 Oct 2017
Same period 2016 Same period 2015
Rank 1058 1103 1181
Rank change year-on-year +45 +78 +99
Permanent jobs citing Amazon EMR 119 138 116
As % of all permanent IT jobs advertised in the UK 0.068% 0.072% 0.053%
As % of the Cloud Services category 0.37% 0.57% 0.59%
Number of salaries quoted 84 122 81
UK median annual salary £63,750 £75,000 £65,000
Median salary % change year-on-year -15.00% +15.38% +1.96%
10th Percentile £26,250 £48,750 £41,000
90th Percentile £104,375 £97,000 £85,000
UK excluding London median annual salary £42,500 £47,000 £65,000
% change year-on-year -9.57% -27.69% -18.75%

Amazon EMR is in the Cloud Services category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for cloud computing skills.

All Cloud Skills
UK
Permanent vacancies with a requirement for cloud computing skills 31805 24248 19789
As % of all permanent IT jobs advertised in the UK 18.18% 12.64% 9.09%
Number of salaries quoted 26150 20395 16257
UK median annual salary £51,000 £50,000 £47,500
Median salary % change year-on-year +2.00% +5.26% -
10th Percentile £27,750 £27,750 £27,500
90th Percentile £80,000 £80,000 £77,500
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +6.25%

Amazon EMR
Job Vacancy Trend

Job postings citing Amazon EMR as a percentage of all IT jobs advertised.

Job vacancy trend for Amazon EMR in the UK

Amazon EMR
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Amazon EMR.

Salary trend for Amazon EMR in the UK

Amazon EMR
Salary Histogram

The salary distribution of IT jobs citing Amazon EMR over the 6 months to 17 October 2017.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 9 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon EMR within the UK over the 6 months to 17 October 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
England +42 117 £66,250 -11.67% 15
London -26 71 £67,500 -10.00% 14
UK excluding London +89 48 £42,500 -9.57% 1
North of England +21 21 £27,500 -45.00%
North West - 20 £27,500 -
East of England +26 14 £82,500 +87.50%
South East +84 11 £84,000 +60.00% 1
Scotland -4 2 £45,000 +12.50%
Yorkshire +27 1 £26,000 -48.00%

For the 6 months to 17 October 2017, IT jobs citing Amazon EMR also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Amazon EMR.

1 119 (100.00%) Amazon AWS
2 88 (73.95%) Java
3 70 (58.82%) Python
3 70 (58.82%) Analytics
4 68 (57.14%) Agile Software Development
5 67 (56.30%) Apache Spark
6 59 (49.58%) Big Data
6 59 (49.58%) Hadoop
7 52 (43.70%) Open Source
7 52 (43.70%) SQL
8 46 (38.66%) Linux
8 46 (38.66%) Continuous Integration
9 43 (36.13%) Apache
9 43 (36.13%) .NET
9 43 (36.13%) Amazon Redshift
9 43 (36.13%) DevOps
10 42 (35.29%) MapReduce
11 39 (32.77%) Scala
11 39 (32.77%) SQL Server
12 37 (31.09%) PostgreSQL
13 35 (29.41%) Web Services
14 34 (28.57%) Microservices
15 33 (27.73%) Machine Learning
16 32 (26.89%) Test Automation
16 32 (26.89%) Oracle
16 32 (26.89%) Amazon RDS
17 31 (26.05%) Apache Hive
18 28 (23.53%) Data Migration
18 28 (23.53%) Migration
19 26 (21.85%) Computer Science

Amazon EMR
Co-occurring IT Skills 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 67 (56.30%) Apache Spark
2 43 (36.13%) Apache
3 19 (15.97%) Elasticsearch
4 14 (11.76%) Apache Pig
4 14 (11.76%) Apache Solr
5 13 (10.92%) Confluence
5 13 (10.92%) Oracle SOA Suite
6 10 (8.40%) SharePoint
6 10 (8.40%) Tomcat
7 9 (7.56%) SAS
8 8 (6.72%) Jetty
8 8 (6.72%) nginx
9 4 (3.36%) JBoss
9 4 (3.36%) WebLogic
10 2 (1.68%) Jupyter
10 2 (1.68%) WebSphere
Applications
1 6 (5.04%) SPSS
2 1 (0.84%) Microsoft Office
Cloud Services
1 119 (100.00%) Amazon AWS
2 26 (21.85%) Amazon EC2
3 15 (12.61%) Amazon Kinesis
4 14 (11.76%) Amazon S3
4 14 (11.76%) AWS Lambda
5 13 (10.92%) AWS CloudFormation
6 11 (9.24%) Serverless
7 8 (6.72%) Amazon CloudWatch
7 8 (6.72%) Microsoft Azure
8 7 (5.88%) Cloud Computing
9 5 (4.20%) Amazon SQS
10 4 (3.36%) GitHub
10 4 (3.36%) Google Cloud Platform
10 4 (3.36%) Route 53
10 4 (3.36%) Virtual Private Cloud
11 3 (2.52%) AWS CloudTrail
11 3 (2.52%) AWS Elastic Beanstalk
11 3 (2.52%) CloudFront
11 3 (2.52%) Google Analytics
11 3 (2.52%) SaaS
Communications & Networking
1 7 (5.88%) HTTP
2 3 (2.52%) VPN
3 2 (1.68%) DAB
3 2 (1.68%) LDAP
3 2 (1.68%) SSL
4 1 (0.84%) DNS
4 1 (0.84%) Firewall
4 1 (0.84%) FTP
4 1 (0.84%) Internet
4 1 (0.84%) Software-Defined Networking
Database & Business Intelligence
1 59 (49.58%) Big Data
1 59 (49.58%) Hadoop
2 43 (36.13%) Amazon Redshift
3 39 (32.77%) SQL Server
4 37 (31.09%) PostgreSQL
5 32 (26.89%) Amazon RDS
6 31 (26.05%) Apache Hive
7 25 (21.01%) NoSQL
8 21 (17.65%) Apache Cassandra
8 21 (17.65%) Relational Database
9 20 (16.81%) MongoDB
10 17 (14.29%) HBase
11 14 (11.76%) Data Warehouse
12 13 (10.92%) Amazon DynamoDB
13 12 (10.08%) Impala
14 11 (9.24%) Redis
14 11 (9.24%) Sqoop
15 9 (7.56%) SQL Server 2008
15 9 (7.56%) SQL Server 2012
16 8 (6.72%) Text Mining
Development Applications
1 20 (16.81%) Jenkins
2 19 (15.97%) Git (software)
3 13 (10.92%) JIRA
3 13 (10.92%) Selenium
4 12 (10.08%) Bitbucket
5 10 (8.40%) Gradle
5 10 (8.40%) Subversion
6 4 (3.36%) Talend Open Studio
7 2 (1.68%) Ant
7 2 (1.68%) Atlassian Bamboo
7 2 (1.68%) HP UFT
7 2 (1.68%) IBM UrbanCode
7 2 (1.68%) Maven
7 2 (1.68%) TeamCity
7 2 (1.68%) TestComplete
8 1 (0.84%) IntelliJ
8 1 (0.84%) SonarQube
8 1 (0.84%) SQL Server Management Studio (SSMS)
8 1 (0.84%) Vagrant
8 1 (0.84%) webpack
General
1 19 (15.97%) Finance
2 7 (5.88%) Publishing
2 7 (5.88%) Retail
3 4 (3.36%) Banking
4 3 (2.52%) Telecoms
5 2 (1.68%) Digital Economy
5 2 (1.68%) Legal
5 2 (1.68%) Marketing
6 1 (0.84%) Games
6 1 (0.84%) Manufacturing
Job Titles
1 26 (21.85%) Developer
2 18 (15.13%) DBA
2 18 (15.13%) Java Developer
3 17 (14.29%) Data Engineer
4 14 (11.76%) Apache Spark Developer
4 14 (11.76%) Architect
5 13 (10.92%) C# Developer
5 13 (10.92%) Java Scala Developer
5 13 (10.92%) Junior
5 13 (10.92%) Junior C# Developer
5 13 (10.92%) Junior Developer
5 13 (10.92%) Junior Java Developer
5 13 (10.92%) Scala Developer
6 9 (7.56%) Data Architect
6 9 (7.56%) Data Manager
6 9 (7.56%) PostgreSQL DBA
6 9 (7.56%) Python Developer
6 9 (7.56%) Software Engineer
6 9 (7.56%) Solutions Architect
6 9 (7.56%) SQL DBA
Libraries, Frameworks & Software Standards
1 43 (36.13%) .NET
2 35 (29.41%) Web Services
3 18 (15.13%) Kafka
4 14 (11.76%) RESTful
4 14 (11.76%) scikit-learn
5 11 (9.24%) Natural Language Processing
5 11 (9.24%) TensorFlow
6 10 (8.40%) AngularJS
6 10 (8.40%) Elastic Stack
7 8 (6.72%) Lucene
8 7 (5.88%) Spring
8 7 (5.88%) XML
9 6 (5.04%) Dropwizard
10 5 (4.20%) HTML
10 5 (4.20%) JSON
10 5 (4.20%) Spring Boot
11 4 (3.36%) Backbone.js
11 4 (3.36%) React
11 4 (3.36%) REST
12 3 (2.52%) D3.js
Miscellaneous
1 26 (21.85%) Computer Science
2 22 (18.49%) Data Structures
3 12 (10.08%) Analytical Skills
4 8 (6.72%) Algorithms
4 8 (6.72%) Foreign Exchange (FX)
4 8 (6.72%) Linked Data
5 3 (2.52%) Greenfield Project
5 3 (2.52%) PDA
5 3 (2.52%) User Experience
6 2 (1.68%) Fintech
6 2 (1.68%) Hedge funds
7 1 (0.84%) Augmented Reality
7 1 (0.84%) Clustering
7 1 (0.84%) Internet of Things
7 1 (0.84%) Mobile App
7 1 (0.84%) Replication
Operating Systems
1 46 (38.66%) Linux
2 20 (16.81%) Windows
3 18 (15.13%) Windows Server
4 3 (2.52%) Unix
5 2 (1.68%) Android
5 2 (1.68%) Apple iOS
5 2 (1.68%) Solaris
Processes & Methodologies
1 70 (58.82%) Analytics
2 68 (57.14%) Agile Software Development
3 52 (43.70%) Open Source
4 46 (38.66%) Continuous Integration
5 43 (36.13%) DevOps
6 42 (35.29%) MapReduce
7 34 (28.57%) Microservices
8 33 (27.73%) Machine Learning
9 32 (26.89%) Test Automation
10 28 (23.53%) Data Migration
10 28 (23.53%) Migration
11 22 (18.49%) Business Intelligence
11 22 (18.49%) SOA
12 21 (17.65%) Data Acquisition
13 20 (16.81%) OO
13 20 (16.81%) Visualisation
14 18 (15.13%) Data Analytics
15 16 (13.45%) Data Visualisation
15 16 (13.45%) Software Engineering
15 16 (13.45%) TDD
Programming Languages
1 88 (73.95%) Java
2 70 (58.82%) Python
3 52 (43.70%) SQL
4 39 (32.77%) Scala
5 22 (18.49%) JavaScript
6 21 (17.65%) C#
7 20 (16.81%) Clojure
7 20 (16.81%) Haskell
8 16 (13.45%) Ruby
9 14 (11.76%) R
10 12 (10.08%) Bash Shell
11 9 (7.56%) C++
12 8 (6.72%) Perl
13 5 (4.20%) PHP
14 3 (2.52%) Shell Script
15 2 (1.68%) Go
15 2 (1.68%) PowerShell
16 1 (0.84%) ES6
16 1 (0.84%) MATLAB
16 1 (0.84%) Rust
Qualifications
1 25 (21.01%) Degree
2 22 (18.49%) Computer Science Degree
3 18 (15.13%) Master's Degree
4 1 (0.84%) AWS Certification
Quality Assurance & Compliance
1 4 (3.36%) Data Quality
2 3 (2.52%) GCP
2 3 (2.52%) QA
System Software
1 17 (14.29%) Docker
2 11 (9.24%) Apache Flume
3 9 (7.56%) Apache ZooKeeper
4 5 (4.20%) HDFS
5 2 (1.68%) Active Directory
6 1 (0.84%) LXC
Systems Management
1 10 (8.40%) Opscode Chef
2 8 (6.72%) Ansible
3 6 (5.04%) Hadoop YARN
4 5 (4.20%) Nagios
4 5 (4.20%) Puppet
5 4 (3.36%) Oozie
6 3 (2.52%) Terraform
7 2 (1.68%) Kibana
7 2 (1.68%) logstash
8 1 (0.84%) Packer
Vendors
1 32 (26.89%) Oracle
2 16 (13.45%) Cloudera
3 15 (12.61%) Cognizant
3 15 (12.61%) Tableau
4 11 (9.24%) Atlassian
5 9 (7.56%) Google
6 8 (6.72%) Hortonworks
6 8 (6.72%) Microsoft
7 7 (5.88%) Teradata
8 5 (4.20%) Informatica
9 4 (3.36%) Netezza
9 4 (3.36%) SAP
9 4 (3.36%) Talend
10 3 (2.52%) MapR
11 2 (1.68%) CA Agile Central
11 2 (1.68%) Greenplum
11 2 (1.68%) LexisNexis
11 2 (1.68%) Splunk
11 2 (1.68%) Vertica
12 1 (0.84%) Sun