Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in England 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 18 November 2017 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK > England
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 1024 1045 1189
Rank change year-on-year +21 +144 +55
Permanent jobs citing Amazon EMR 135 140 88
As % of all permanent IT jobs advertised in England 0.080% 0.078% 0.043%
As % of the Cloud Services category 0.43% 0.60% 0.45%
Number of salaries quoted 101 123 68
England median annual salary £65,000 £75,000 £65,000
Median salary % change year-on-year -13.33% +15.38% -
10th Percentile £32,000 £48,750 £41,700
90th Percentile £106,250 £90,000 £86,250
UK median annual salary £65,000 £75,000 £68,750
% change year-on-year -13.33% +9.09% +5.77%

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 advertised in England with a requirement for cloud computing skills.

All Cloud Skills
England
Permanent vacancies with a requirement for cloud computing skills 31459 23485 19443
As % of all permanent IT jobs advertised in England 18.76% 13.10% 9.44%
Number of salaries quoted 26154 19921 16281
England median annual salary £52,500 £51,500 £50,000
Median salary % change year-on-year +1.94% +3.00% +5.26%
10th Percentile £27,500 £28,500 £27,500
90th Percentile £81,250 £80,000 £78,750
UK median annual salary £51,500 £50,000 £49,000
% change year-on-year +3.00% +2.04% +3.16%

Amazon EMR
Job Vacancy Trend in England

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

Job vacancy trend for Amazon EMR in England

Amazon EMR
Salary Trend in England

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

Salary trend for Amazon EMR in England

Amazon EMR
Salary Histogram in England

The salary distribution of IT jobs citing Amazon EMR in England over the 6 months to 18 November 2017.

Salary histogram for Amazon EMR in England

Amazon EMR
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon EMR within the England region over the 6 months to 18 November 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
London -38 82 £70,000 -6.67% 3
North of England +14 16 £27,500 -29.94%
North West -7 15 £27,500 -26.67%
South West - 15 £50,000 -
East of England +23 13 £82,500 +87.50% 2
South East +42 9 £84,000 +60.00% 1
Yorkshire +28 1 £26,000 -48.00%
Amazon EMR
UK

For the 6 months to 18 November 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 across the England region with a requirement for Amazon EMR.

1 135 (100.00%) Amazon AWS
2 99 (73.33%) Java
3 84 (62.22%) Python
4 76 (56.30%) Analytics
5 75 (55.56%) Apache Spark
5 75 (55.56%) Agile Software Development
6 63 (46.67%) Big Data
7 62 (45.93%) SQL
8 61 (45.19%) Hadoop
9 58 (42.96%) Open Source
10 55 (40.74%) Amazon Redshift
11 53 (39.26%) DevOps
12 49 (36.30%) Scala
12 49 (36.30%) MapReduce
13 43 (31.85%) SQL Server
14 41 (30.37%) Linux
15 40 (29.63%) .NET
16 39 (28.89%) Apache
16 39 (28.89%) PostgreSQL
16 39 (28.89%) Continuous Integration
17 38 (28.15%) Microservices
18 36 (26.67%) Amazon RDS
19 35 (25.93%) Apache Hive
20 33 (24.44%) Amazon Kinesis
21 31 (22.96%) Elasticsearch
22 30 (22.22%) Machine Learning
22 30 (22.22%) Docker
22 30 (22.22%) Oracle
23 29 (21.48%) Web Services
23 29 (21.48%) NoSQL

Amazon EMR
Co-occurring IT Skills in England 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 75 (55.56%) Apache Spark
2 39 (28.89%) Apache
3 31 (22.96%) Elasticsearch
4 19 (14.07%) Apache Pig
5 13 (9.63%) Confluence
5 13 (9.63%) Oracle SOA Suite
6 10 (7.41%) Apache Solr
6 10 (7.41%) SharePoint
7 8 (5.93%) SAS
8 5 (3.70%) Jetty
8 5 (3.70%) nginx
8 5 (3.70%) Tomcat
9 2 (1.48%) JBoss
9 2 (1.48%) Jupyter
9 2 (1.48%) WebLogic
Applications
1 6 (4.44%) SPSS
2 1 (0.74%) Microsoft Office
Cloud Services
1 135 (100.00%) Amazon AWS
2 33 (24.44%) Amazon Kinesis
3 27 (20.00%) Amazon EC2
4 19 (14.07%) Amazon S3
5 17 (12.59%) AWS Lambda
6 15 (11.11%) Microsoft Azure
7 14 (10.37%) AWS CloudFormation
7 14 (10.37%) Serverless
8 11 (8.15%) Amazon CloudWatch
8 11 (8.15%) GitHub
9 8 (5.93%) Amazon SQS
10 7 (5.19%) Cloud Computing
10 7 (5.19%) Route 53
10 7 (5.19%) Virtual Private Cloud
11 6 (4.44%) AWS CloudTrail
12 3 (2.22%) AWS Elastic Beanstalk
12 3 (2.22%) CloudFront
12 3 (2.22%) Google Cloud Platform
12 3 (2.22%) SaaS
13 2 (1.48%) PaaS
Communications & Networking
1 6 (4.44%) VPN
2 5 (3.70%) HTTP
3 4 (2.96%) DAB
4 1 (0.74%) DNS
4 1 (0.74%) Firewall
4 1 (0.74%) FTP
4 1 (0.74%) Internet
4 1 (0.74%) MQTT
4 1 (0.74%) Software-Defined Networking
Database & Business Intelligence
1 63 (46.67%) Big Data
2 61 (45.19%) Hadoop
3 55 (40.74%) Amazon Redshift
4 43 (31.85%) SQL Server
5 39 (28.89%) PostgreSQL
6 36 (26.67%) Amazon RDS
7 35 (25.93%) Apache Hive
8 29 (21.48%) NoSQL
9 22 (16.30%) Apache Cassandra
10 21 (15.56%) Relational Database
11 20 (14.81%) MongoDB
12 19 (14.07%) HBase
13 18 (13.33%) Impala
14 16 (11.85%) Amazon DynamoDB
14 16 (11.85%) Data Warehouse
15 15 (11.11%) BigQuery
16 13 (9.63%) Sqoop
17 11 (8.15%) Redis
18 9 (6.67%) SQL Server 2008
18 9 (6.67%) SQL Server 2012
Development Applications
1 22 (16.30%) Jenkins
2 20 (14.81%) JIRA
3 17 (12.59%) Git (software)
4 12 (8.89%) Bitbucket
5 9 (6.67%) Selenium
6 7 (5.19%) Gradle
6 7 (5.19%) Subversion
7 4 (2.96%) Talend Open Studio
8 2 (1.48%) Ant
8 2 (1.48%) Atlassian Bamboo
8 2 (1.48%) HP UFT
8 2 (1.48%) IBM UrbanCode
8 2 (1.48%) Maven
8 2 (1.48%) TeamCity
8 2 (1.48%) TestComplete
9 1 (0.74%) SonarQube
9 1 (0.74%) Sonatype Nexus
9 1 (0.74%) SQL Server Management Studio (SSMS)
9 1 (0.74%) Vagrant
9 1 (0.74%) webpack
General
1 21 (15.56%) Finance
2 16 (11.85%) Retail
3 7 (5.19%) Banking
4 6 (4.44%) Electronics
5 5 (3.70%) Telecoms
6 4 (2.96%) Publishing
7 3 (2.22%) Digital Economy
7 3 (2.22%) Legal
8 2 (1.48%) Marketing
9 1 (0.74%) Games
9 1 (0.74%) Manufacturing
Job Titles
1 29 (21.48%) Developer
2 20 (14.81%) Data Engineer
3 18 (13.33%) DBA
3 18 (13.33%) Java Developer
4 14 (10.37%) C# Developer
4 14 (10.37%) Scala Developer
5 13 (9.63%) Architect
6 12 (8.89%) Apache Spark Developer
7 11 (8.15%) AWS Engineer
7 11 (8.15%) DevOps Engineer
7 11 (8.15%) Java Scala Developer
7 11 (8.15%) Junior
7 11 (8.15%) Junior C# Developer
7 11 (8.15%) Junior Developer
7 11 (8.15%) Junior Java Developer
8 10 (7.41%) Data Manager
9 9 (6.67%) Data Architect
9 9 (6.67%) Lead Architect
9 9 (6.67%) Software Engineer
9 9 (6.67%) SQL DBA
Libraries, Frameworks & Software Standards
1 40 (29.63%) .NET
2 29 (21.48%) Web Services
3 21 (15.56%) Kafka
4 13 (9.63%) RESTful
5 11 (8.15%) AngularJS
5 11 (8.15%) Elastic Stack
5 11 (8.15%) MLlib
6 10 (7.41%) Natural Language Processing
6 10 (7.41%) Pandas
6 10 (7.41%) scikit-learn
7 9 (6.67%) TensorFlow
8 7 (5.19%) JSON
8 7 (5.19%) React
8 7 (5.19%) Spring
8 7 (5.19%) XML
9 6 (4.44%) Apache Thrift
9 6 (4.44%) Dropwizard
9 6 (4.44%) PostGIS
9 6 (4.44%) Protocol Buffers
10 5 (3.70%) Lambda Expressions
Miscellaneous
1 27 (20.00%) Computer Science
2 18 (13.33%) Data Structures
3 11 (8.15%) Analytical Skills
3 11 (8.15%) Clustering
4 10 (7.41%) User Experience
5 9 (6.67%) Algorithms
6 8 (5.93%) Internet of Things
7 7 (5.19%) Foreign Exchange (FX)
8 5 (3.70%) Linked Data
9 4 (2.96%) Fintech
9 4 (2.96%) Hedge funds
10 3 (2.22%) Greenfield Project
10 3 (2.22%) PDA
11 1 (0.74%) Augmented Reality
11 1 (0.74%) Client/Server
11 1 (0.74%) Replication
Operating Systems
1 41 (30.37%) Linux
2 18 (13.33%) Windows
2 18 (13.33%) Windows Server
3 3 (2.22%) Android
3 3 (2.22%) Apple iOS
3 3 (2.22%) Unix
Processes & Methodologies
1 76 (56.30%) Analytics
2 75 (55.56%) Agile Software Development
3 58 (42.96%) Open Source
4 53 (39.26%) DevOps
5 49 (36.30%) MapReduce
6 39 (28.89%) Continuous Integration
7 38 (28.15%) Microservices
8 30 (22.22%) Machine Learning
9 29 (21.48%) Test Automation
10 28 (20.74%) Data Migration
10 28 (20.74%) Migration
11 27 (20.00%) ETL
12 25 (18.52%) Scrum
13 23 (17.04%) Business Intelligence
13 23 (17.04%) Visualisation
14 22 (16.30%) Data Analytics
14 22 (16.30%) SOA
15 20 (14.81%) Continuous Delivery
16 19 (14.07%) Data Visualisation
17 18 (13.33%) Software Engineering
Programming Languages
1 99 (73.33%) Java
2 84 (62.22%) Python
3 62 (45.93%) SQL
4 49 (36.30%) Scala
5 27 (20.00%) C#
6 22 (16.30%) JavaScript
7 17 (12.59%) Ruby
8 15 (11.11%) Clojure
8 15 (11.11%) Haskell
9 14 (10.37%) R
10 10 (7.41%) Bash Shell
11 9 (6.67%) Perl
12 7 (5.19%) PHP
13 5 (3.70%) C++
14 3 (2.22%) CoffeeScript
14 3 (2.22%) F#
14 3 (2.22%) Shell Script
15 2 (1.48%) Go
15 2 (1.48%) PowerShell
16 1 (0.74%) MATLAB
Qualifications
1 24 (17.78%) Degree
2 23 (17.04%) Computer Science Degree
3 16 (11.85%) Master's Degree
4 4 (2.96%) AWS Certification
5 1 (0.74%) PhD
Quality Assurance & Compliance
1 4 (2.96%) Data Quality
1 4 (2.96%) QA
2 2 (1.48%) GCP
3 1 (0.74%) GDPR
System Software
1 30 (22.22%) Docker
2 13 (9.63%) Apache Flume
3 10 (7.41%) HDFS
4 6 (4.44%) Apache ZooKeeper
5 1 (0.74%) LXC
Systems Management
1 13 (9.63%) Ansible
2 11 (8.15%) Opscode Chef
3 8 (5.93%) Hadoop YARN
4 6 (4.44%) Kibana
4 6 (4.44%) logstash
4 6 (4.44%) Nagios
5 5 (3.70%) Oozie
5 5 (3.70%) Puppet
6 3 (2.22%) Graphite
6 3 (2.22%) Mesos
6 3 (2.22%) Terraform
7 1 (0.74%) Packer
Vendors
1 30 (22.22%) Oracle
2 19 (14.07%) Tableau
3 17 (12.59%) Atlassian
4 16 (11.85%) Cloudera
5 15 (11.11%) Cognizant
6 8 (5.93%) Hortonworks
7 7 (5.19%) Microsoft
8 6 (4.44%) Google
9 5 (3.70%) Informatica
9 5 (3.70%) Teradata
10 4 (2.96%) SAP
10 4 (2.96%) Talend
11 2 (1.48%) CA Agile Central
11 2 (1.48%) LexisNexis
11 2 (1.48%) MapR
11 2 (1.48%) Splunk
12 1 (0.74%) Alteryx
12 1 (0.74%) Apigee
12 1 (0.74%) Datameer
12 1 (0.74%) Paxata