Period
to 23 July 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 23 July 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
England > London
6 months to
23 Jul 2018
Same period 2017 Same period 2016
Rank 705 759 802
Rank change year-on-year +54 +43 +31
Permanent jobs citing Amazon EMR 127 75 86
As % of all permanent IT jobs advertised in London 0.18% 0.10% 0.10%
As % of the Cloud Services category 0.70% 0.53% 0.73%
Number of salaries quoted 112 52 83
London median annual salary £75,000 £66,250 £80,000
Median salary % change year-on-year +13.21% -17.19% +23.08%
10th Percentile £52,625 £48,750 £43,750
90th Percentile £104,575 £115,000 £119,000
England median annual salary £72,500 £62,500 £80,000
% change year-on-year +16.00% -21.88% +28.00%

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 18,227 14,168 11,723
As % of all permanent IT jobs advertised in London 25.82% 19.28% 14.17%
Number of salaries quoted 14,805 11,577 10,086
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £33,750 £32,500
90th Percentile £92,500 £87,500 £85,000
England median annual salary £55,000 £50,000 £50,000
% change year-on-year +10.00% - +5.26%

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 23 July 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 23 July 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 -1 20 £72,500 -19.44% 9
West London +16 2 £70,000 -44.00%
East London - 1 - - 2
Amazon EMR
England

For the 6 months to 23 July 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.

1 127 (100.00%) Amazon AWS
2 106 (83.46%) Apache Spark
3 97 (76.38%) Big Data
4 91 (71.65%) Python
5 82 (64.57%) Hadoop
6 67 (52.76%) ETL
7 65 (51.18%) NoSQL
8 59 (46.46%) Scala
8 59 (46.46%) SQL
9 55 (43.31%) Amazon Redshift
10 54 (42.52%) Analytics
11 52 (40.94%) Kafka
12 51 (40.16%) Amazon Kinesis
13 49 (38.58%) Java
14 48 (37.80%) DevOps
14 48 (37.80%) AWS Lambda
14 48 (37.80%) Serverless
15 44 (34.65%) Amazon S3
16 41 (32.28%) Apache Hive
17 40 (31.50%) Data Engineering
18 38 (29.92%) Apache Cassandra
18 38 (29.92%) Machine Learning
19 37 (29.13%) Agile Software Development
20 34 (26.77%) Ansible
20 34 (26.77%) HDFS
21 32 (25.20%) Software Engineering
22 31 (24.41%) Jenkins
23 29 (22.83%) Hortonworks
23 29 (22.83%) Amazon EC2
23 29 (22.83%) Terraform

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
1 106 (83.46%) Apache Spark
2 20 (15.75%) Apache
3 15 (11.81%) Apache Pig
3 15 (11.81%) Elasticsearch
4 12 (9.45%) Apache Solr
5 9 (7.09%) Tomcat
6 7 (5.51%) NServiceBus
7 6 (4.72%) Apache Airflow
8 5 (3.94%) WildFly
9 4 (3.15%) Jetty
9 4 (3.15%) nginx
10 2 (1.57%) SAS
11 1 (0.79%) Confluence
11 1 (0.79%) Jupyter
11 1 (0.79%) Luigi
Cloud Services
1 127 (100.00%) Amazon AWS
2 51 (40.16%) Amazon Kinesis
3 48 (37.80%) AWS Lambda
3 48 (37.80%) Serverless
4 44 (34.65%) Amazon S3
5 29 (22.83%) Amazon EC2
6 19 (14.96%) Google Cloud Platform
7 16 (12.60%) Microsoft Azure
8 15 (11.81%) IBM Cloud
9 14 (11.02%) Amazon SQS
10 10 (7.87%) Virtual Private Cloud
11 9 (7.09%) Amazon CloudWatch
11 9 (7.09%) AWS CloudTrail
12 8 (6.30%) Route 53
13 6 (4.72%) Amazon ELB
14 4 (3.15%) Adobe Analytics
14 4 (3.15%) Amazon ElastiCache
14 4 (3.15%) AWS CloudFormation
14 4 (3.15%) Cloud Computing
15 3 (2.36%) Datadog
Communications & Networking
1 8 (6.30%) VPN
2 5 (3.94%) Kerberos
3 2 (1.57%) DAB
3 2 (1.57%) Internet
Database & Business Intelligence
1 97 (76.38%) Big Data
2 82 (64.57%) Hadoop
3 65 (51.18%) NoSQL
4 55 (43.31%) Amazon Redshift
5 41 (32.28%) Apache Hive
6 38 (29.92%) Apache Cassandra
7 29 (22.83%) Amazon Athena
8 24 (18.90%) Amazon RDS
9 22 (17.32%) Data Warehouse
9 22 (17.32%) HBase
10 20 (15.75%) Neo4j
11 18 (14.17%) PostgreSQL
12 16 (12.60%) MongoDB
13 15 (11.81%) Cosmos DB
13 15 (11.81%) MySQL
13 15 (11.81%) Redis
14 14 (11.02%) Impala
14 14 (11.02%) Relational Database
15 12 (9.45%) Data Lake
16 10 (7.87%) InfluxDB
Development Applications
1 31 (24.41%) Jenkins
2 15 (11.81%) Atlassian Bamboo
2 15 (11.81%) Vagrant
3 14 (11.02%) Git (software)
4 8 (6.30%) GitLab
5 6 (4.72%) JIRA
5 6 (4.72%) Subversion
6 5 (3.94%) Gradle
6 5 (3.94%) Selenium
7 2 (1.57%) Sonatype Nexus
8 1 (0.79%) JMeter
8 1 (0.79%) JUnit
8 1 (0.79%) Mockito
8 1 (0.79%) RStudio
8 1 (0.79%) SonarQube
8 1 (0.79%) Spock
General
1 18 (14.17%) Advertising
2 12 (9.45%) Finance
3 11 (8.66%) Manufacturing
3 11 (8.66%) Retail
4 4 (3.15%) Music Industry
5 3 (2.36%) Banking
5 3 (2.36%) Marketing
6 1 (0.79%) Digital Economy
6 1 (0.79%) Law
6 1 (0.79%) Pharmaceutical
Job Titles
1 55 (43.31%) Data Engineer
2 32 (25.20%) Big Data Engineer
3 25 (19.69%) AWS Engineer
4 22 (17.32%) DevOps Engineer
5 18 (14.17%) AWS DevOps
5 18 (14.17%) AWS DevOps Engineer
6 14 (11.02%) Architect
7 11 (8.66%) Cloud Engineer
7 11 (8.66%) Technical Leader
8 9 (7.09%) Azure DevOps
8 9 (7.09%) Azure DevOps Engineer
8 9 (7.09%) Azure Engineer
9 8 (6.30%) Data Architect
9 8 (6.30%) Developer
9 8 (6.30%) Linux Engineer
9 8 (6.30%) Platform Engineer
10 6 (4.72%) Hadoop Engineer
11 5 (3.94%) Java Engineer
11 5 (3.94%) Senior Linux Engineer
12 4 (3.15%) Search Engineer
Libraries, Frameworks & Software Standards
1 52 (40.94%) Kafka
2 19 (14.96%) Web Services
3 17 (13.39%) Elastic Stack
4 15 (11.81%) Spark Streaming
5 13 (10.24%) AngularJS
6 12 (9.45%) REST
7 11 (8.66%) RabbitMQ
8 10 (7.87%) .NET
8 10 (7.87%) JSON
8 10 (7.87%) XML
9 9 (7.09%) Lucene
9 9 (7.09%) Node.js
9 9 (7.09%) PySpark
10 7 (5.51%) Swagger
11 6 (4.72%) Natural Language Processing
12 5 (3.94%) LAMP
12 5 (3.94%) LDAP
12 5 (3.94%) Middleware
13 4 (3.15%) PostGIS
13 4 (3.15%) RESTful
Miscellaneous
1 18 (14.17%) Algorithms
2 12 (9.45%) Computer Science
2 12 (9.45%) Fintech
3 10 (7.87%) Analytical Skills
3 10 (7.87%) Blog
4 8 (6.30%) Clustering
4 8 (6.30%) Tandem
5 5 (3.94%) Enterprise Software
6 4 (3.15%) Linked Data
7 3 (2.36%) Data Centre
7 3 (2.36%) Greenfield Project
7 3 (2.36%) Social Media
8 2 (1.57%) Internet of Things
8 2 (1.57%) Life Science
8 2 (1.57%) Linux Command Line
8 2 (1.57%) Replication
8 2 (1.57%) User Experience
9 1 (0.79%) Data Structures
9 1 (0.79%) NHS
9 1 (0.79%) Video on Demand
Operating Systems
1 25 (19.69%) Linux
2 8 (6.30%) Ubuntu
3 7 (5.51%) Unix
4 5 (3.94%) CentOS
5 3 (2.36%) Debian
5 3 (2.36%) Windows
6 2 (1.57%) Red Hat Enterprise Linux
7 1 (0.79%) Android
7 1 (0.79%) Apple iOS
Processes & Methodologies
1 67 (52.76%) ETL
2 54 (42.52%) Analytics
3 48 (37.80%) DevOps
4 40 (31.50%) Data Engineering
5 38 (29.92%) Machine Learning
6 37 (29.13%) Agile Software Development
7 32 (25.20%) Software Engineering
8 28 (22.05%) Data Science
9 26 (20.47%) Configuration Management
10 21 (16.54%) Continuous Integration
11 19 (14.96%) Data Modelling
12 15 (11.81%) Business Intelligence
12 15 (11.81%) Data Munging
12 15 (11.81%) Translating Business Requirements
12 15 (11.81%) Unit Testing
12 15 (11.81%) Visualisation
13 14 (11.02%) MapReduce
13 14 (11.02%) Recommender Systems
14 13 (10.24%) Open Source
15 12 (9.45%) Data Analytics
Programming Languages
1 91 (71.65%) Python
2 59 (46.46%) Scala
2 59 (46.46%) SQL
3 49 (38.58%) Java
4 19 (14.96%) R
5 13 (10.24%) C#
6 11 (8.66%) JavaScript
7 10 (7.87%) Ruby
8 7 (5.51%) Go
9 5 (3.94%) Bash Shell
9 5 (3.94%) Java 8
10 4 (3.15%) C++
11 3 (2.36%) C
11 3 (2.36%) Perl
11 3 (2.36%) Shell Script
12 2 (1.57%) PHP
13 1 (0.79%) Clojure
13 1 (0.79%) CoffeeScript
13 1 (0.79%) F#
13 1 (0.79%) Groovy
Qualifications
1 14 (11.02%) AWS Certification
2 13 (10.24%) Degree
3 9 (7.09%) Computer Science Degree
4 8 (6.30%) Security Cleared
5 6 (4.72%) Master's Degree
6 2 (1.57%) PhD
6 2 (1.57%) SC Cleared
7 1 (0.79%) Sun Certification
Quality Assurance & Compliance
1 4 (3.15%) GCP
2 3 (2.36%) Data Quality
System Software
1 34 (26.77%) HDFS
2 24 (18.90%) Docker
3 15 (11.81%) VirtualBox
4 10 (7.87%) Apache ZooKeeper
5 5 (3.94%) Apache Flume
Systems Management
1 34 (26.77%) Ansible
2 29 (22.83%) Terraform
3 20 (15.75%) Kubernetes
4 19 (14.96%) Oozie
5 17 (13.39%) Docker Swarm
6 14 (11.02%) Prometheus
7 12 (9.45%) Grafana
7 12 (9.45%) Kibana
7 12 (9.45%) logstash
7 12 (9.45%) Mesos
8 10 (7.87%) Hadoop YARN
9 9 (7.09%) Puppet
10 8 (6.30%) Consul
11 7 (5.51%) ZABBIX
12 6 (4.72%) Opscode Chef
13 5 (3.94%) Xymon
14 3 (2.36%) Nagios
15 1 (0.79%) Graphite
15 1 (0.79%) Packer
Vendors
1 29 (22.83%) Hortonworks
2 27 (21.26%) Cloudera
3 22 (17.32%) Talend
4 21 (16.54%) Informatica
5 17 (13.39%) IBM
6 15 (11.81%) Google
7 10 (7.87%) Tableau
8 6 (4.72%) Cognizant
8 6 (4.72%) MicroStrategy
8 6 (4.72%) Oracle
8 6 (4.72%) Salesforce.com
9 5 (3.94%) Red Hat
10 4 (3.15%) Adobe
10 4 (3.15%) Atlassian
11 3 (2.36%) Cisco
11 3 (2.36%) MapR
11 3 (2.36%) Splunk
12 2 (1.57%) Ab Initio
12 2 (1.57%) Actian
12 2 (1.57%) Sybase