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 18 January 2017 with a comparison to the same period over the previous 2 years.

3 months to
18 Jan 2017
Same period 2016 Same period 2015
Amazon Elastic MapReduce (Amazon EMR)
UK
Rank 805 904 936
Rank change year-on-year
+99 +32
Permanent jobs citing Amazon EMR 40 23 11
As % of all permanent IT jobs located in the UK 0.048% 0.023% 0.011%
As % of the Cloud Services category 0.35% 0.22% 0.14%
Number of salaries quoted 36 22 6
Median salary £65,000 £57,500 £55,000
Median salary % change year-on-year
+13.04% +4.54%
90% offered a salary of more than £50,500 £47,500 £46,250
10% offered a salary of more than £90,000 £98,500 £83,750
UK excluding London median salary £52,500 £60,000 £46,250
% change year-on-year
-12.50% +29.72%

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
11322 10278 7788
As % of all permanent IT jobs located in the UK 13.47% 10.27% 7.55%
Number of salaries quoted 9507 8745 6350
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 £32,500 £30,000
10% offered a salary of more than £77,500 £72,500 £80,000
UK excluding London median salary £47,500 £45,000 £45,000
% change year-on-year
+5.55% -

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 18 January 2017 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 18 January 2017. 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 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 +90 38 £65,000 +13.04% 7
London +67 28 £77,500 +34.78% 4
South East - 5 £65,000 - 1
City of London +23 4 £85,000 +47.82% 2
North West - 4 £37,500 - 1
Manchester - 4 £37,500 - 1
Buckinghamshire - 4 £65,000 -
Westminster - 2 £86,250 -
Scotland - 1 - - 1
West Sussex - 1 - -
Edinburgh - 1 - - 1
Gatwick - 1 - -
Marlow - 1 - -
Salford - 1 - -

Amazon EMR
Top 30 Related IT Skills

For the 6 months to 18 January 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 91 (76.47%) Big Data
3 71 (59.66%) Amazon S3
4 70 (58.82%) Amazon EC2
5 63 (52.94%) Web Services
6 60 (50.42%) Hadoop
7 54 (45.38%) Amazon Redshift
8 52 (43.70%) Python
9 44 (36.97%) Apache Spark
10 42 (35.29%) Analytics
11 38 (31.93%) MapReduce
12 37 (31.09%) Java
12 37 (31.09%) Agile Software Development
13 36 (30.25%) Continuous Integration
14 35 (29.41%) Games
15 34 (28.57%) SQL
15 34 (28.57%) Scala
15 34 (28.57%) Machine Learning
16 33 (27.73%) Amazon Kinesis
17 32 (26.89%) DevOps
17 32 (26.89%) MongoDB
17 32 (26.89%) ETL
18 31 (26.05%) NoSQL
19 30 (25.21%) Opscode Chef
19 30 (25.21%) Jenkins
20 28 (23.53%) Virtual Private Cloud
21 25 (21.01%) Retail
22 24 (20.17%) Apache
22 24 (20.17%) Data Warehouse
22 24 (20.17%) Amazon DynamoDB

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 44 (36.97%) Apache Spark
2 24 (20.17%) Apache
3 14 (11.76%) Apache Pig
4 9 (7.56%) SAS
5 8 (6.72%) Elasticsearch
6 4 (3.36%) nginx
7 3 (2.52%) Apache Solr
8 2 (1.68%) JBoss
8 2 (1.68%) Tomcat
9 1 (0.84%) Confluence
Applications
1 9 (7.56%) SPSS
2 3 (2.52%) Stata
3 1 (0.84%) MS Excel
Cloud Services
1 119 (100.00%) Amazon AWS
2 71 (59.66%) Amazon S3
3 70 (58.82%) Amazon EC2
4 33 (27.73%) Amazon Kinesis
5 28 (23.53%) Virtual Private Cloud
6 21 (17.65%) Amazon ELB
7 18 (15.13%) AWS Elastic Beanstalk
7 18 (15.13%) Route 53
8 11 (9.24%) Cloud Computing
9 10 (8.40%) Amazon SQS
10 8 (6.72%) Microsoft Azure
11 6 (5.04%) AWS Lambda
12 5 (4.20%) AWS Data Pipeline
13 4 (3.36%) Google Cloud Platform
14 1 (0.84%) GitHub
14 1 (0.84%) Google Analytics
Communications & Networking
1 13 (10.92%) Internet
2 4 (3.36%) DNS
2 4 (3.36%) Firewall
2 4 (3.36%) HTTP
2 4 (3.36%) TCP/IP
3 1 (0.84%) HTTPS
Database & Business Intelligence
1 91 (76.47%) Big Data
2 60 (50.42%) Hadoop
3 54 (45.38%) Amazon Redshift
4 32 (26.89%) MongoDB
5 31 (26.05%) NoSQL
6 24 (20.17%) Amazon DynamoDB
6 24 (20.17%) Data Warehouse
7 21 (17.65%) Apache Hive
8 16 (13.45%) PostgreSQL
9 12 (10.08%) Relational Database
10 10 (8.40%) Amazon RDS
10 10 (8.40%) RDBMS
11 9 (7.56%) Redis
12 8 (6.72%) Mahout
12 8 (6.72%) MySQL
12 8 (6.72%) SQL Server
13 7 (5.88%) Impala
13 7 (5.88%) Sqoop
14 6 (5.04%) Neo4j
14 6 (5.04%) RavenDB
Development Applications
1 30 (25.21%) Jenkins
2 11 (9.24%) Git (software)
3 6 (5.04%) Vagrant
3 6 (5.04%) Yeoman
4 5 (4.20%) Talend Open Studio
5 2 (1.68%) Maven
6 1 (0.84%) JIRA
General
1 35 (29.41%) Games
2 25 (21.01%) Retail
3 20 (16.81%) Finance
4 9 (7.56%) Marketing
5 5 (4.20%) Banking
5 5 (4.20%) Manufacturing
5 5 (4.20%) Telecoms
6 3 (2.52%) Legal
6 3 (2.52%) Music Industry
7 1 (0.84%) Advertising
Job Titles
1 40 (33.61%) Architect
1 40 (33.61%) Data Architect
2 34 (28.57%) Big Data Architect
3 22 (18.49%) DevOps Engineer
4 21 (17.65%) AWS Architect
5 19 (15.97%) Big Data Engineer
5 19 (15.97%) Data Engineer
6 15 (12.61%) Hadoop Architect
7 13 (10.92%) Data Warehouse Architect
7 13 (10.92%) Developer
8 12 (10.08%) Consultant
9 8 (6.72%) Operations Engineer
10 7 (5.88%) .NET Developer
10 7 (5.88%) Data Consultant
11 6 (5.04%) AWS Engineer
11 6 (5.04%) Cloud Architect
11 6 (5.04%) Data Scientist
11 6 (5.04%) Full Stack Developer
12 5 (4.20%) Data Analytics Consultant
12 5 (4.20%) Data Manager
Libraries, Frameworks & Software Standards
1 63 (52.94%) Web Services
2 16 (13.45%) Kafka
3 9 (7.56%) AngularJS
4 8 (6.72%) .NET
4 8 (6.72%) Node.js
5 7 (5.88%) ASP.NET Web API
5 7 (5.88%) React
5 7 (5.88%) scikit-learn
5 7 (5.88%) SciPy
6 6 (5.04%) .NET Framework
6 6 (5.04%) ASP.NET Web Forms
6 6 (5.04%) Cascalog
6 6 (5.04%) D3.js
6 6 (5.04%) Dapper ORM
6 6 (5.04%) Entity Framework
6 6 (5.04%) Google Maps API
6 6 (5.04%) jQuery
6 6 (5.04%) Natural Language Processing
6 6 (5.04%) Pandas
7 4 (3.36%) JSON
Miscellaneous
1 17 (14.29%) Algorithms
2 15 (12.61%) Analytical Skills
3 13 (10.92%) Online Games
4 9 (7.56%) Computer Science
4 9 (7.56%) Visualisation
5 6 (5.04%) Data Extraction
6 4 (3.36%) Management Information System
7 3 (2.52%) Replication
7 3 (2.52%) Statistics
8 2 (1.68%) Mathematics
9 1 (0.84%) Clustering
9 1 (0.84%) Data Integration
9 1 (0.84%) Data Structures
9 1 (0.84%) Digital Media
9 1 (0.84%) Economics
9 1 (0.84%) Fintech
9 1 (0.84%) Hedge funds
9 1 (0.84%) iPad
9 1 (0.84%) Physics
Operating Systems
1 18 (15.13%) Linux
2 12 (10.08%) Unix
3 8 (6.72%) Windows
Processes & Methodologies
1 42 (35.29%) Analytics
2 38 (31.93%) MapReduce
3 37 (31.09%) Agile Software Development
4 36 (30.25%) Continuous Integration
5 34 (28.57%) Machine Learning
6 32 (26.89%) DevOps
6 32 (26.89%) ETL
7 23 (19.33%) Business Intelligence
8 18 (15.13%) Open Source
9 17 (14.29%) Change Management
9 17 (14.29%) Load Testing
10 16 (13.45%) Data Analytics
10 16 (13.45%) Data Modelling
10 16 (13.45%) Dimensional Modelling
11 15 (12.61%) E-Commerce
12 13 (10.92%) BDD
12 13 (10.92%) Data Architecture
12 13 (10.92%) TDD
12 13 (10.92%) Translating Business Requirements
13 12 (10.08%) Information Security
Programming Languages
1 52 (43.70%) Python
2 37 (31.09%) Java
3 34 (28.57%) Scala
3 34 (28.57%) SQL
4 20 (16.81%) R
5 11 (9.24%) Go
6 10 (8.40%) Bash Shell
7 9 (7.56%) C#
7 9 (7.56%) Clojure
7 9 (7.56%) JavaScript
8 6 (5.04%) Cypher
8 6 (5.04%) PHP
8 6 (5.04%) Ruby
8 6 (5.04%) VBA
9 5 (4.20%) Perl
10 4 (3.36%) PowerShell
11 3 (2.52%) Haskell
12 2 (1.68%) PL/SQL
12 2 (1.68%) T-SQL
13 1 (0.84%) F#
Qualifications
1 6 (5.04%) PhD
2 4 (3.36%) Degree
Quality Assurance & Compliance
1 4 (3.36%) ISO/IEC 27001
2 1 (0.84%) Data Quality
System Software
1 8 (6.72%) Docker
2 7 (5.88%) Apache Flume
3 6 (5.04%) Virtual Machines
3 6 (5.04%) VirtualBox
4 3 (2.52%) HDFS
5 1 (0.84%) Apache ZooKeeper
5 1 (0.84%) GPFS
Systems Management
1 30 (25.21%) Opscode Chef
2 16 (13.45%) Ansible
3 15 (12.61%) Puppet
4 1 (0.84%) Graphite
4 1 (0.84%) Kibana
4 1 (0.84%) logstash
4 1 (0.84%) Mesos
4 1 (0.84%) Oozie
Vendors
1 15 (12.61%) Oracle
2 13 (10.92%) Microsoft
3 12 (10.08%) Google
4 10 (8.40%) Netezza
5 6 (5.04%) Facebook
6 5 (4.20%) Talend
7 4 (3.36%) Hitachi
7 4 (3.36%) MicroStrategy
7 4 (3.36%) Tableau
8 3 (2.52%) Cognos
8 3 (2.52%) IBM
8 3 (2.52%) SAP
8 3 (2.52%) Vertica
9 2 (1.68%) Informatica
9 2 (1.68%) Teradata
10 1 (0.84%) Cloudera
10 1 (0.84%) Cognizant
10 1 (0.84%) Greenplum
10 1 (0.84%) Pegasus
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