Period
to 19 April 2018

The following table provides summary statistics for permanent job vacancies advertised in London 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 19 April 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
England > London
6 months to
19 Apr 2018
Same period 2017 Same period 2016
Rank 706 778 841
Rank change year-on-year +72 +63 +17
Permanent jobs citing Amazon EMR 115 55 60
As % of all permanent IT jobs advertised in London 0.16% 0.080% 0.071%
As % of the Cloud Services category 0.65% 0.45% 0.54%
Number of salaries quoted 105 51 58
London median annual salary £85,000 £77,500 £77,500
Median salary % change year-on-year +9.68% - +24.00%
10th Percentile £59,250 £52,500 £43,750
90th Percentile £108,500 £115,000 £101,500
England median annual salary £72,500 £70,000 £77,500
% change year-on-year +3.57% -9.68% +24.00%

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 London with a requirement for cloud computing skills.

All Cloud Skills
London
Permanent vacancies with a requirement for cloud computing skills 17,596 12,117 11,097
As % of all permanent IT jobs advertised in London 25.16% 17.60% 13.20%
Number of salaries quoted 14,588 10,174 9,551
London median annual salary £62,500 £60,000 £55,000
Median salary % change year-on-year +4.17% +9.09% -
10th Percentile £35,250 £33,750 £32,500
90th Percentile £92,500 £86,250 £85,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +2.04%

Amazon EMR
Job Vacancy Trend in London

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

Job vacancy trend for Amazon EMR in London

Amazon EMR
Salary Trend in London

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

Salary trend for Amazon EMR in London

Amazon EMR
Salary Histogram in London

The salary distribution of IT jobs citing Amazon EMR in London over the 6 months to 19 April 2018.

Salary histogram for Amazon EMR in London

Amazon EMR
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon EMR within the London region over the 6 months to 19 April 2018. 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
Central London -32 17 £87,500 +12.90% 4
Amazon EMR
England

For the 6 months to 19 April 2018, IT jobs citing Amazon EMR also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Amazon EMR.

1 115 (100.00%) Amazon AWS
2 88 (76.52%) Python
3 83 (72.17%) Apache Spark
4 78 (67.83%) Big Data
5 66 (57.39%) Hadoop
6 62 (53.91%) Scala
7 52 (45.22%) Java
8 49 (42.61%) NoSQL
9 48 (41.74%) AWS Lambda
9 48 (41.74%) Serverless
10 47 (40.87%) Kafka
11 46 (40.00%) Amazon Redshift
12 43 (37.39%) SQL
13 42 (36.52%) Machine Learning
14 41 (35.65%) Amazon Kinesis
15 40 (34.78%) DevOps
16 39 (33.91%) ETL
17 36 (31.30%) Apache Cassandra
18 35 (30.43%) Data Engineering
19 33 (28.70%) Data Science
19 33 (28.70%) Amazon S3
19 33 (28.70%) Ansible
20 31 (26.96%) Analytics
20 31 (26.96%) Apache Hive
21 30 (26.09%) HDFS
22 28 (24.35%) Data Warehouse
23 25 (21.74%) Agile Software Development
23 25 (21.74%) Amazon Athena
23 25 (21.74%) Elastic Stack
24 22 (19.13%) Linux

Amazon EMR
Co-occurring IT Skills in London 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 83 (72.17%) Apache Spark
2 17 (14.78%) Apache
2 17 (14.78%) Elasticsearch
3 10 (8.70%) Apache Solr
4 6 (5.22%) Apache Airflow
4 6 (5.22%) Apache Pig
5 4 (3.48%) Jetty
5 4 (3.48%) nginx
5 4 (3.48%) Tomcat
6 3 (2.61%) SAS
7 1 (0.87%) Jupyter
7 1 (0.87%) Luigi
7 1 (0.87%) NServiceBus
Applications
1 3 (2.61%) SPSS
2 1 (0.87%) Weka
Cloud Services
1 115 (100.00%) Amazon AWS
2 48 (41.74%) AWS Lambda
2 48 (41.74%) Serverless
3 41 (35.65%) Amazon Kinesis
4 33 (28.70%) Amazon S3
5 18 (15.65%) Amazon CloudWatch
5 18 (15.65%) Virtual Private Cloud
6 17 (14.78%) Amazon SQS
6 17 (14.78%) AWS CloudTrail
6 17 (14.78%) Route 53
7 13 (11.30%) Amazon EC2
8 12 (10.43%) Google Cloud Platform
9 11 (9.57%) Microsoft Azure
10 7 (6.09%) IBM Cloud
11 5 (4.35%) Cloud Computing
12 4 (3.48%) AWS CloudFormation
12 4 (3.48%) Datadog
12 4 (3.48%) GitHub
13 2 (1.74%) AWS Data Pipeline
13 2 (1.74%) IaaS
Communications & Networking
1 17 (14.78%) VPN
2 6 (5.22%) DAB
3 2 (1.74%) Internet
Database & Business Intelligence
1 78 (67.83%) Big Data
2 66 (57.39%) Hadoop
3 49 (42.61%) NoSQL
4 46 (40.00%) Amazon Redshift
5 36 (31.30%) Apache Cassandra
6 31 (26.96%) Apache Hive
7 28 (24.35%) Data Warehouse
8 25 (21.74%) Amazon Athena
9 22 (19.13%) HBase
10 21 (18.26%) PostgreSQL
11 20 (17.39%) Impala
12 15 (13.04%) Redis
13 14 (12.17%) Parquet
13 14 (12.17%) Relational Database
14 13 (11.30%) Neo4j
15 12 (10.43%) Amazon RDS
16 11 (9.57%) MongoDB
16 11 (9.57%) RDBMS
16 11 (9.57%) SQL Server
17 10 (8.70%) Data Lake
Development Applications
1 18 (15.65%) Jenkins
2 9 (7.83%) GitLab
3 7 (6.09%) Atlassian Bamboo
3 7 (6.09%) Vagrant
4 5 (4.35%) Git (software)
4 5 (4.35%) JIRA
5 4 (3.48%) Gradle
5 4 (3.48%) Selenium
5 4 (3.48%) Subversion
6 2 (1.74%) GoCD
6 2 (1.74%) Sonatype Nexus
General
1 17 (14.78%) Finance
2 14 (12.17%) Advertising
3 8 (6.96%) Retail
4 7 (6.09%) Banking
5 6 (5.22%) Manufacturing
6 3 (2.61%) Marketing
6 3 (2.61%) Telecoms
7 2 (1.74%) Digital Economy
7 2 (1.74%) Music Industry
7 2 (1.74%) Pharmaceutical
8 1 (0.87%) Retail Banking
Job Titles
1 46 (40.00%) Data Engineer
2 29 (25.22%) DevOps Engineer
3 25 (21.74%) AWS Engineer
4 20 (17.39%) AWS DevOps
4 20 (17.39%) AWS DevOps Engineer
5 19 (16.52%) Big Data Engineer
6 16 (13.91%) Architect
7 14 (12.17%) Developer
8 11 (9.57%) Data Architect
8 11 (9.57%) Technical Leader
9 8 (6.96%) AWS Developer
10 7 (6.09%) Big Data Architect
10 7 (6.09%) Senior Data Engineer
10 7 (6.09%) Senior Developer
11 6 (5.22%) Lead Architect
12 5 (4.35%) Cloud Engineer
12 5 (4.35%) Scala Developer
12 5 (4.35%) Senior .NET Developer
12 5 (4.35%) Senior C# .NET Developer
12 5 (4.35%) Senior C# Developer
Libraries, Frameworks & Software Standards
1 47 (40.87%) Kafka
2 25 (21.74%) Elastic Stack
3 15 (13.04%) Web Services
4 12 (10.43%) AngularJS
5 10 (8.70%) .NET
5 10 (8.70%) Natural Language Processing
6 9 (7.83%) JSON
6 9 (7.83%) Lucene
6 9 (7.83%) XML
7 8 (6.96%) Apache Thrift
7 8 (6.96%) PostGIS
7 8 (6.96%) Protocol Buffers
7 8 (6.96%) RabbitMQ
8 7 (6.09%) React
8 7 (6.09%) Spark Streaming
9 6 (5.22%) ASP.NET
9 6 (5.22%) Lambda Expressions
9 6 (5.22%) Samza
10 5 (4.35%) ASP.NET Web API
10 5 (4.35%) Node.js
Miscellaneous
1 20 (17.39%) Algorithms
2 13 (11.30%) Tandem
3 12 (10.43%) Computer Science
4 11 (9.57%) Fintech
5 7 (6.09%) Analytical Skills
6 6 (5.22%) Clustering
6 6 (5.22%) Hedge funds
7 5 (4.35%) Enterprise Software
8 4 (3.48%) Linked Data
9 3 (2.61%) Blog
9 3 (2.61%) User Experience
10 2 (1.74%) Greenfield Project
10 2 (1.74%) Internet of Things
10 2 (1.74%) Life Science
10 2 (1.74%) Linux Command Line
10 2 (1.74%) Social Media
11 1 (0.87%) Cloud Native
11 1 (0.87%) Data Structures
11 1 (0.87%) Marketing Technology
11 1 (0.87%) Video on Demand
Operating Systems
1 22 (19.13%) Linux
2 7 (6.09%) Unix
3 6 (5.22%) Ubuntu
4 4 (3.48%) Windows
5 3 (2.61%) Debian
6 2 (1.74%) Android
6 2 (1.74%) Apple iOS
Processes & Methodologies
1 42 (36.52%) Machine Learning
2 40 (34.78%) DevOps
3 39 (33.91%) ETL
4 35 (30.43%) Data Engineering
5 33 (28.70%) Data Science
6 31 (26.96%) Analytics
7 25 (21.74%) Agile Software Development
8 22 (19.13%) MapReduce
9 18 (15.65%) Configuration Management
10 17 (14.78%) Auto-Scaling
10 17 (14.78%) Continuous Improvement
10 17 (14.78%) Data Modelling
10 17 (14.78%) Load Balancing
11 16 (13.91%) Open Source
12 15 (13.04%) Continuous Integration
13 14 (12.17%) Business Intelligence
13 14 (12.17%) Data Development
14 13 (11.30%) Resource Management
15 12 (10.43%) Mentoring
15 12 (10.43%) Software Engineering
Programming Languages
1 88 (76.52%) Python
2 62 (53.91%) Scala
3 52 (45.22%) Java
4 43 (37.39%) SQL
5 15 (13.04%) JavaScript
6 13 (11.30%) Ruby
7 11 (9.57%) R
8 8 (6.96%) Perl
9 7 (6.09%) C#
9 7 (6.09%) C++
10 6 (5.22%) Bash Shell
11 5 (4.35%) C
11 5 (4.35%) CoffeeScript
11 5 (4.35%) F#
11 5 (4.35%) Java 8
11 5 (4.35%) PHP
12 3 (2.61%) Shell Script
13 1 (0.87%) Clojure
13 1 (0.87%) Go
13 1 (0.87%) MATLAB
Qualifications
1 18 (15.65%) AWS Certification
2 9 (7.83%) Degree
3 7 (6.09%) Computer Science Degree
4 5 (4.35%) Master's Degree
5 4 (3.48%) Security Cleared
6 2 (1.74%) PhD
Quality Assurance & Compliance
1 5 (4.35%) GCP
2 2 (1.74%) Data Quality
3 1 (0.87%) GDPR
System Software
1 30 (26.09%) HDFS
2 22 (19.13%) Docker
3 10 (8.70%) Apache ZooKeeper
4 9 (7.83%) Apache Flume
5 7 (6.09%) VirtualBox
Systems Management
1 33 (28.70%) Ansible
2 21 (18.26%) Mesos
3 19 (16.52%) Hadoop YARN
4 14 (12.17%) Terraform
5 11 (9.57%) Kubernetes
6 8 (6.96%) Kibana
6 8 (6.96%) logstash
6 8 (6.96%) Opscode Chef
7 7 (6.09%) Docker Swarm
7 7 (6.09%) Oozie
8 5 (4.35%) Graphite
8 5 (4.35%) Prometheus
9 3 (2.61%) Grafana
9 3 (2.61%) Puppet
10 1 (0.87%) Consul
Vendors
1 22 (19.13%) Cloudera
2 16 (13.91%) Talend
3 15 (13.04%) Hortonworks
4 14 (12.17%) Informatica
5 9 (7.83%) IBM
6 7 (6.09%) Google
6 7 (6.09%) Oracle
7 6 (5.22%) Cognizant
7 6 (5.22%) Salesforce.com
7 6 (5.22%) Tableau
8 5 (4.35%) Teradata
9 4 (3.48%) MicroStrategy
10 3 (2.61%) Ab Initio
10 3 (2.61%) Actian
10 3 (2.61%) Atlassian
10 3 (2.61%) Cisco
10 3 (2.61%) ParAccel
10 3 (2.61%) Sybase
11 2 (1.74%) MapR
12 1 (0.87%) New Relic