The table below looks at the statistics for Amazon EMR skills in IT jobs advertised across the UK. Included is a guide to the salaries offered in IT jobs that have cited Amazon EMR over the 3 months to 25 June 2016 with a comparison to the same period over the previous 2 years.

3 months to
25 Jun 2016
Same period 2015 Same period 2014
Amazon Elastic MapReduce (Amazon EMR)
Rank 872 901 977
Rank change year-on-year
+29 +76
Permanent jobs citing Amazon EMR 49 63 35
As % of all permanent IT jobs located in the UK 0.050% 0.057% 0.029%
As % of the Cloud Services category 0.43% 0.66% 0.44%
Number of salaries quoted 45 36 34
Median salary £80,000 £67,500 £65,000
Median salary % change year-on-year
+18.51% +3.84%
90% offered a salary of more than £47,500 £52,400 £44,000
10% offered a salary of more than £120,000 £95,000 £80,000
UK excluding London median salary £52,500 £60,000 £80,000
% change year-on-year
-12.50% -25.00%

The following table is for comparison with the above and provides statistics for the entire Cloud Services category in permanent jobs advertised across the UK.

Cloud Services Category
UK
Permanent IT job ads with a match in the
Cloud Services category
11349 9497 8017
As % of all permanent IT jobs located in the UK 11.69% 8.58% 6.63%
Number of salaries quoted 9649 7691 6512
Median salary £52,500 £50,000 £50,000
Median salary % change year-on-year
+5.00% -
90% offered a salary of more than £32,500 £30,000 £30,000
10% offered a salary of more than £77,500 £72,500 £75,000
UK excluding London median salary £47,500 £45,000 £44,000
% change year-on-year
+5.55% +2.27%

Amazon EMR
Jobs Demand Trend

The demand trend of job ads citing Amazon EMR as a proportion of all IT jobs with a match in the Cloud Services category.

Amazon EMR Jobs Demand Trend 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 within the UK.

Amazon EMR Salary Trend in the UK

Amazon EMR
Salary Histogram

This chart provides a salary histogram for IT jobs citing Amazon EMR over the 3 months to 25 June 2016 within the UK.

Amazon EMR Salary Histogram in the UK

Amazon EMR
Top 14 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 3 months to 25 June 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +51 49 £80,000 +18.51% 5
London +35 39 £82,500 +22.22% 4
City of London +56 9 £80,000 +77.77% 1
South East +53 3 £52,500 -12.50%
East of England - 2 £44,000 -
Westminster - 2 £82,500 -
Yorkshire - 2 £45,500 - 1
Brighton - 2 £52,500 -
Norwich - 2 £44,000 -
Bradford - 2 £45,500 - 1
West Yorkshire - 2 £45,500 - 1
East Sussex - 2 £52,500 -
Norfolk - 2 £44,000 -
Surrey - 1 - -

Amazon EMR
Top 30 Related IT Skills

For the 6 months to 25 June 2016, 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 86 (84.31%) Amazon AWS
2 63 (61.76%) Amazon S3
2 63 (61.76%) Python
3 58 (56.86%) Amazon EC2
3 58 (56.86%) Apache Hive
4 57 (55.88%) Hadoop
5 50 (49.02%) Big Data
6 48 (47.06%) MongoDB
7 46 (45.10%) Neo4j
8 45 (44.12%) Git (software)
9 41 (40.20%) SQL
10 40 (39.22%) R
11 38 (37.25%) Agile Software Development
12 37 (36.27%) Software Engineering
12 37 (36.27%) Jenkins
12 37 (36.27%) Apache Spark
13 35 (34.31%) PostgreSQL
14 34 (33.33%) Bash Shell
15 33 (32.35%) Continuous Integration
15 33 (32.35%) NoSQL
15 33 (32.35%) Analytics
15 33 (32.35%) Apache Pig
16 32 (31.37%) Open Source
16 32 (31.37%) Visualisation
17 31 (30.39%) MapReduce
17 31 (30.39%) Analytical Skills
18 30 (29.41%) Mahout
19 29 (28.43%) Apache Cassandra
19 29 (28.43%) D3.js
19 29 (28.43%) Vagrant

Amazon EMR
Top Related 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 37 (36.27%) Apache Spark
2 33 (32.35%) Apache Pig
3 25 (24.51%) Apache
4 7 (6.86%) SAS
5 4 (3.92%) nginx
6 3 (2.94%) Tomcat
7 2 (1.96%) Apache Solr
7 2 (1.96%) BizTalk Server
7 2 (1.96%) Liferay
8 1 (0.98%) Elasticsearch
Applications
1 3 (2.94%) SPSS
2 1 (0.98%) EViews
Cloud Services
1 86 (84.31%) Amazon AWS
2 63 (61.76%) Amazon S3
3 58 (56.86%) Amazon EC2
4 19 (18.63%) Amazon Kinesis
4 19 (18.63%) AWS Lambda
5 17 (16.67%) Google Cloud Platform
6 16 (15.69%) Google App Engine
6 16 (15.69%) PaaS
7 6 (5.88%) Amazon ELB
8 5 (4.90%) AWS Elastic Beanstalk
9 4 (3.92%) Cloud Computing
9 4 (3.92%) Microsoft Azure
9 4 (3.92%) Virtual Private Cloud
10 3 (2.94%) AWS CloudFormation
10 3 (2.94%) BIME
10 3 (2.94%) GitHub
10 3 (2.94%) Route 53
11 2 (1.96%) CloudFront
12 1 (0.98%) Amazon SQS
12 1 (0.98%) AWS Data Pipeline
Communications & Networking
1 17 (16.67%) Internet
2 4 (3.92%) DNS
2 4 (3.92%) TCP/IP
3 3 (2.94%) Firewall
3 3 (2.94%) HTTP
4 2 (1.96%) SMTP
5 1 (0.98%) SSH
5 1 (0.98%) VPN
Database & Business Intelligence
1 58 (56.86%) Apache Hive
2 57 (55.88%) Hadoop
3 50 (49.02%) Big Data
4 48 (47.06%) MongoDB
5 46 (45.10%) Neo4j
6 35 (34.31%) PostgreSQL
7 33 (32.35%) NoSQL
8 30 (29.41%) Mahout
9 29 (28.43%) Apache Cassandra
9 29 (28.43%) Impala
10 28 (27.45%) Amazon Redshift
11 17 (16.67%) Couchbase
12 16 (15.69%) Amazon DynamoDB
12 16 (15.69%) Data Mining
13 14 (13.73%) Relational Database
14 11 (10.78%) RDBMS
15 9 (8.82%) MySQL
16 7 (6.86%) Amazon RDS
16 7 (6.86%) HBase
16 7 (6.86%) Sqoop
Development Applications
1 45 (44.12%) Git (software)
2 37 (36.27%) Jenkins
3 29 (28.43%) Vagrant
4 27 (26.47%) Yeoman
5 6 (5.88%) JIRA
6 4 (3.92%) Maven
7 3 (2.94%) Talend Open Studio
8 2 (1.96%) GitLab
General
1 17 (16.67%) Games
1 17 (16.67%) Retail
2 16 (15.69%) Finance
3 15 (14.71%) Telecoms
4 14 (13.73%) Banking
4 14 (13.73%) Manufacturing
5 5 (4.90%) Marketing
6 2 (1.96%) Advertising
6 2 (1.96%) Publishing
Job Titles
1 30 (29.41%) Developer
2 19 (18.63%) Data Scientist
3 17 (16.67%) Consultant
4 16 (15.69%) Python Developer
5 15 (14.71%) Data Consultant
6 14 (13.73%) Analytics Consultant
6 14 (13.73%) Data Analytics Consultant
7 12 (11.76%) Software Engineer
8 9 (8.82%) Architect
8 9 (8.82%) Head of IT
9 8 (7.84%) Games Developer
10 7 (6.86%) Big Data Architect
10 7 (6.86%) Data Architect
10 7 (6.86%) Django Developer
10 7 (6.86%) Head of Data Management
10 7 (6.86%) Python/Django Developer
10 7 (6.86%) Scala Developer
10 7 (6.86%) Software Engineering Team Leader
10 7 (6.86%) Software Team Leader
10 7 (6.86%) Team Leader
Libraries, Frameworks & Software Standards
1 29 (28.43%) D3.js
2 28 (27.45%) scikit-learn
3 27 (26.47%) Cascalog
3 27 (26.47%) Pandas
3 27 (26.47%) SciPy
4 25 (24.51%) Natural Language Processing
5 18 (17.65%) Web Services
6 16 (15.69%) Node.js
6 16 (15.69%) Open Graph
7 14 (13.73%) .NET
7 14 (13.73%) ASP.NET Web API
8 11 (10.78%) Kafka
9 9 (8.82%) Akka
10 7 (6.86%) Django
11 6 (5.88%) Dropwizard
12 4 (3.92%) Apache Camel
13 3 (2.94%) JSON
13 3 (2.94%) MLlib
13 3 (2.94%) RESTful
14 2 (1.96%) LEMP Stack
Miscellaneous
1 32 (31.37%) Visualisation
2 31 (30.39%) Analytical Skills
3 19 (18.63%) Computer Science
4 12 (11.76%) Online Games
5 6 (5.88%) Algorithms
5 6 (5.88%) Social Network
6 3 (2.94%) Management Information System
7 2 (1.96%) Data Integration
7 2 (1.96%) Mathematics
7 2 (1.96%) Statistics
8 1 (0.98%) Artificial Intelligence
8 1 (0.98%) Data Centre
8 1 (0.98%) Hybrid Cloud
8 1 (0.98%) Public Cloud
8 1 (0.98%) Xbox
Operating Systems
1 13 (12.75%) Linux
2 2 (1.96%) Ubuntu
3 1 (0.98%) Unix
3 1 (0.98%) Windows
Processes & Methodologies
1 38 (37.25%) Agile Software Development
2 37 (36.27%) Software Engineering
3 33 (32.35%) Analytics
3 33 (32.35%) Continuous Integration
4 32 (31.37%) Open Source
5 31 (30.39%) MapReduce
6 28 (27.45%) Data Visualisation
6 28 (27.45%) Unit Testing
7 27 (26.47%) Statistical Analysis
7 27 (26.47%) User Stories
8 26 (25.49%) Data Analytics
8 26 (25.49%) Data Munging
8 26 (25.49%) Machine Learning
9 25 (24.51%) Data Analysis
9 25 (24.51%) Time Series Analysis
10 22 (21.57%) Scrum
11 19 (18.63%) Continuous Delivery
12 18 (17.65%) Mentoring
12 18 (17.65%) TDD
13 14 (13.73%) Bioinformatics
Programming Languages
1 63 (61.76%) Python
2 41 (40.20%) SQL
3 40 (39.22%) R
4 34 (33.33%) Bash Shell
5 27 (26.47%) Clojure
5 27 (26.47%) VBA
6 26 (25.49%) Java
7 19 (18.63%) C#
8 16 (15.69%) JavaScript
9 14 (13.73%) Go
10 13 (12.75%) Scala
11 5 (4.90%) Ruby
12 4 (3.92%) Perl
12 4 (3.92%) Shell Script
12 4 (3.92%) VB
13 3 (2.94%) PHP
14 2 (1.96%) PL/SQL
15 1 (0.98%) C
15 1 (0.98%) C++
15 1 (0.98%) PowerShell
Qualifications
1 19 (18.63%) Degree
2 14 (13.73%) PhD
3 2 (1.96%) MBA
4 1 (0.98%) SC Cleared
4 1 (0.98%) Security Cleared
Quality Assurance & Compliance
1 2 (1.96%) SLA
System Software
1 27 (26.47%) Virtual Machines
1 27 (26.47%) VirtualBox
2 10 (9.80%) Docker
3 6 (5.88%) HDFS
4 4 (3.92%) Apache Flume
5 3 (2.94%) VMware Infrastructure
6 1 (0.98%) Apache ZooKeeper
6 1 (0.98%) GPFS
6 1 (0.98%) LXC
6 1 (0.98%) Xen
Systems Management
1 23 (22.55%) Opscode Chef
2 20 (19.61%) Ansible
2 20 (19.61%) Puppet
3 14 (13.73%) Salt
3 14 (13.73%) Terraform
4 7 (6.86%) Mesos
5 6 (5.88%) Consul
6 2 (1.96%) Nagios
7 1 (0.98%) HAProxy
7 1 (0.98%) Kibana
7 1 (0.98%) logstash
7 1 (0.98%) Oozie
Vendors
1 17 (16.67%) Facebook
1 17 (16.67%) Google
2 16 (15.69%) PayPal
3 7 (6.86%) Cloudera
4 5 (4.90%) Tableau
5 4 (3.92%) Cognos
5 4 (3.92%) Hortonworks
5 4 (3.92%) Oracle
6 3 (2.94%) Talend
6 3 (2.94%) VMware
7 2 (1.96%) Informatica
7 2 (1.96%) New Relic
7 2 (1.96%) Teradata
8 1 (0.98%) Greenplum
8 1 (0.98%) Hitachi
8 1 (0.98%) Microsoft
8 1 (0.98%) MicroStrategy
8 1 (0.98%) Netezza
8 1 (0.98%) Vertica
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