Period
to 17 August 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 August 2017 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
17 Aug 2017
Same period 2016 Same period 2015
Rank 1057 1131 1167
Rank change year-on-year +74 +36 +68
Permanent jobs citing Amazon EMR 114 116 125
As % of all permanent IT jobs advertised in the UK 0.065% 0.059% 0.058%
As % of the Cloud Services category 0.38% 0.49% 0.66%
Number of salaries quoted 86 103 83
UK median annual salary £67,500 £80,000 £67,500
Median salary % change year-on-year -15.63% +18.52% +3.05%
10th Percentile £26,250 £43,750 £47,500
90th Percentile £95,000 £115,000 £85,000
UK excluding London median annual salary £76,000 £50,000 £62,500
% change year-on-year +52.00% -20.00% -21.88%

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

Cloud Computing Skills
UK
Permanent job vacancies with a requirement for cloud computing skills 30027 23701 18982
As % of all permanent IT job vacancies advertised in the UK 17.06% 11.97% 8.74%
Number of salaries quoted 24663 20008 15332
UK median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% -
10th Percentile £28,374 £28,000 £27,500
90th Percentile £80,000 £78,750 £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 August 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 August 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 +95 113 £67,500 -15.63% 3
London +13 70 £67,500 -15.63% 2
UK excluding London +90 44 £76,000 +52.00% 1
North of England +9 21 £27,500 -45.00%
North West - 20 £27,500 -
East of England +12 13 £80,000 +81.82%
South East +73 9 £84,000 +60.00% 1
Yorkshire +16 1 £26,000 -48.00%
Scotland - 1 £45,000 -

For the 6 months to 17 August 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.

1 114 (100.00%) Amazon AWS
2 87 (76.32%) Java
3 67 (58.77%) Agile Software Development
4 66 (57.89%) Analytics
5 65 (57.02%) Apache Spark
6 62 (54.39%) Big Data
7 58 (50.88%) Python
8 53 (46.49%) Hadoop
9 52 (45.61%) SQL
10 51 (44.74%) Open Source
11 44 (38.60%) .NET
12 43 (37.72%) MapReduce
12 43 (37.72%) Continuous Integration
13 42 (36.84%) Scala
13 42 (36.84%) Apache
13 42 (36.84%) Linux
14 41 (35.96%) Machine Learning
15 40 (35.09%) Amazon Redshift
16 38 (33.33%) Web Services
17 37 (32.46%) SQL Server
17 37 (32.46%) DevOps
18 35 (30.70%) PostgreSQL
19 32 (28.07%) Test Automation
19 32 (28.07%) Microservices
19 32 (28.07%) Amazon RDS
20 30 (26.32%) Oracle
21 28 (24.56%) Migration
21 28 (24.56%) Data Migration
22 27 (23.68%) Degree
23 26 (22.81%) 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 65 (57.02%) Apache Spark
2 42 (36.84%) Apache
3 18 (15.79%) Apache Solr
4 16 (14.04%) Elasticsearch
5 13 (11.40%) Oracle SOA Suite
6 12 (10.53%) Confluence
7 11 (9.65%) Apache Pig
7 11 (9.65%) Tomcat
8 10 (8.77%) SharePoint
9 9 (7.89%) Jetty
9 9 (7.89%) nginx
10 8 (7.02%) SAS
11 3 (2.63%) JBoss
11 3 (2.63%) WebLogic
12 2 (1.75%) Jupyter
12 2 (1.75%) WebSphere
Applications
1 4 (3.51%) SPSS
2 1 (0.88%) Microsoft Excel
2 1 (0.88%) Microsoft Office
Cloud Services
1 114 (100.00%) Amazon AWS
2 22 (19.30%) Amazon EC2
3 14 (12.28%) Amazon Kinesis
4 12 (10.53%) Amazon S3
5 10 (8.77%) AWS Lambda
6 9 (7.89%) AWS CloudFormation
6 9 (7.89%) Microsoft Azure
7 6 (5.26%) Amazon CloudWatch
8 5 (4.39%) Cloud Computing
8 5 (4.39%) Google Cloud Platform
9 4 (3.51%) Amazon SQS
10 3 (2.63%) CloudFront
10 3 (2.63%) Route 53
10 3 (2.63%) SaaS
11 2 (1.75%) AWS Elastic Beanstalk
11 2 (1.75%) Google Analytics
12 1 (0.88%) AWS CloudTrail
12 1 (0.88%) AWS OpsWorks
12 1 (0.88%) CloudBees
12 1 (0.88%) Virtual Private Cloud
Communications & Networking
1 9 (7.89%) HTTP
2 2 (1.75%) LDAP
2 2 (1.75%) SSL
3 1 (0.88%) FTP
3 1 (0.88%) Internet
3 1 (0.88%) VPN
Database & Business Intelligence
1 62 (54.39%) Big Data
2 53 (46.49%) Hadoop
3 40 (35.09%) Amazon Redshift
4 37 (32.46%) SQL Server
5 35 (30.70%) PostgreSQL
6 32 (28.07%) Amazon RDS
7 21 (18.42%) Apache Hive
8 20 (17.54%) MongoDB
8 20 (17.54%) NoSQL
9 19 (16.67%) Apache Cassandra
10 14 (12.28%) Relational Database
11 13 (11.40%) Amazon DynamoDB
11 13 (11.40%) Redis
12 10 (8.77%) HBase
12 10 (8.77%) Impala
13 9 (7.89%) Data Warehouse
13 9 (7.89%) SQL Server 2008
13 9 (7.89%) SQL Server 2012
13 9 (7.89%) Text Mining
14 7 (6.14%) MySQL
Development Applications
1 21 (18.42%) Git (software)
2 16 (14.04%) Jenkins
3 13 (11.40%) Selenium
4 12 (10.53%) Gradle
4 12 (10.53%) JIRA
5 11 (9.65%) Bitbucket
6 10 (8.77%) Subversion
7 5 (4.39%) Talend Open Studio
8 2 (1.75%) Spock
9 1 (0.88%) Ant
9 1 (0.88%) Atlassian Bamboo
9 1 (0.88%) IBM UrbanCode
9 1 (0.88%) Maven
9 1 (0.88%) SonarQube
9 1 (0.88%) SQL Server Management Studio (SSMS)
9 1 (0.88%) TeamCity
9 1 (0.88%) TestComplete
9 1 (0.88%) Vagrant
9 1 (0.88%) webpack
9 1 (0.88%) Yeoman
General
1 21 (18.42%) Finance
2 8 (7.02%) Publishing
3 5 (4.39%) Retail
4 3 (2.63%) Marketing
5 2 (1.75%) Banking
5 2 (1.75%) Legal
6 1 (0.88%) Games
6 1 (0.88%) Manufacturing
Job Titles
1 25 (21.93%) Developer
2 21 (18.42%) Java Developer
3 18 (15.79%) DBA
4 17 (14.91%) Apache Spark Developer
5 16 (14.04%) Data Engineer
5 16 (14.04%) Java Scala Developer
5 16 (14.04%) Scala Developer
6 15 (13.16%) Architect
7 13 (11.40%) C# Developer
7 13 (11.40%) Junior
7 13 (11.40%) Junior C# Developer
7 13 (11.40%) Junior Developer
7 13 (11.40%) Junior Java Developer
8 11 (9.65%) Big Data Architect
8 11 (9.65%) Data Architect
9 10 (8.77%) Software Engineer
10 9 (7.89%) Development Manager
10 9 (7.89%) PostgreSQL DBA
10 9 (7.89%) Python Developer
10 9 (7.89%) SQL DBA
Libraries, Frameworks & Software Standards
1 44 (38.60%) .NET
2 38 (33.33%) Web Services
3 16 (14.04%) Kafka
4 15 (13.16%) RESTful
5 14 (12.28%) scikit-learn
6 12 (10.53%) Natural Language Processing
7 11 (9.65%) TensorFlow
8 9 (7.89%) AngularJS
8 9 (7.89%) Elastic Stack
8 9 (7.89%) Lucene
9 7 (6.14%) Spring
10 6 (5.26%) Dropwizard
11 5 (4.39%) HTML
11 5 (4.39%) Spring Boot
12 4 (3.51%) D3.js
12 4 (3.51%) JSON
12 4 (3.51%) Lambda Expressions
12 4 (3.51%) XML
13 2 (1.75%) Pandas
13 2 (1.75%) React
Miscellaneous
1 26 (22.81%) Computer Science
2 22 (19.30%) Data Structures
3 14 (12.28%) Algorithms
4 9 (7.89%) Analytical Skills
4 9 (7.89%) Linked Data
5 8 (7.02%) Foreign Exchange (FX)
6 3 (2.63%) PDA
7 2 (1.75%) Digital Media
7 2 (1.75%) Greenfield Project
8 1 (0.88%) Clustering
8 1 (0.88%) Internet of Things
8 1 (0.88%) Mobile App
8 1 (0.88%) Replication
8 1 (0.88%) User Experience
Operating Systems
1 42 (36.84%) Linux
2 20 (17.54%) Windows
3 18 (15.79%) Windows Server
4 5 (4.39%) Unix
5 2 (1.75%) Solaris
Processes & Methodologies
1 67 (58.77%) Agile Software Development
2 66 (57.89%) Analytics
3 51 (44.74%) Open Source
4 43 (37.72%) Continuous Integration
4 43 (37.72%) MapReduce
5 41 (35.96%) Machine Learning
6 37 (32.46%) DevOps
7 32 (28.07%) Microservices
7 32 (28.07%) Test Automation
8 28 (24.56%) Data Migration
8 28 (24.56%) Migration
9 22 (19.30%) Data Acquisition
9 22 (19.30%) SOA
10 20 (17.54%) OO
10 20 (17.54%) Visualisation
11 18 (15.79%) Business Intelligence
11 18 (15.79%) Data Analytics
11 18 (15.79%) TDD
12 15 (13.16%) Data Visualisation
13 13 (11.40%) Software Engineering
Programming Languages
1 87 (76.32%) Java
2 58 (50.88%) Python
3 52 (45.61%) SQL
4 42 (36.84%) Scala
5 22 (19.30%) Clojure
6 21 (18.42%) C#
7 20 (17.54%) Haskell
8 18 (15.79%) JavaScript
9 14 (12.28%) R
9 14 (12.28%) Ruby
10 12 (10.53%) Bash Shell
11 10 (8.77%) C++
12 5 (4.39%) Perl
13 4 (3.51%) PHP
14 2 (1.75%) Go
14 2 (1.75%) Shell Script
15 1 (0.88%) Cypher
15 1 (0.88%) ES6
15 1 (0.88%) MATLAB
15 1 (0.88%) PL/SQL
Qualifications
1 27 (23.68%) Degree
2 22 (19.30%) Computer Science Degree
3 17 (14.91%) Master's Degree
4 2 (1.75%) Sun Certification
5 1 (0.88%) PhD
Quality Assurance & Compliance
1 4 (3.51%) GCP
2 1 (0.88%) Data Quality
System Software
1 9 (7.89%) Apache ZooKeeper
2 7 (6.14%) Docker
3 6 (5.26%) Apache Flume
4 2 (1.75%) Active Directory
5 1 (0.88%) HDFS
5 1 (0.88%) Virtual Machines
5 1 (0.88%) VirtualBox
Systems Management
1 5 (4.39%) Puppet
2 4 (3.51%) Opscode Chef
3 3 (2.63%) Hadoop YARN
4 1 (0.88%) Ansible
4 1 (0.88%) Nagios
4 1 (0.88%) Oozie
Vendors
1 30 (26.32%) Oracle
2 15 (13.16%) Cognizant
3 14 (12.28%) Tableau
4 13 (11.40%) Cloudera
5 12 (10.53%) Google
6 11 (9.65%) Atlassian
7 8 (7.02%) Microsoft
8 7 (6.14%) Teradata
9 6 (5.26%) Netezza
10 5 (4.39%) Hortonworks
10 5 (4.39%) Informatica
10 5 (4.39%) Talend
11 4 (3.51%) MapR
11 4 (3.51%) SAP
11 4 (3.51%) Sun
12 3 (2.63%) Vertica
13 2 (1.75%) Greenplum
13 2 (1.75%) LexisNexis
14 1 (0.88%) Alteryx
14 1 (0.88%) Datameer