Period
to 15 December 2018

The following table provides summary statistics for contract job vacancies advertised in the City of London with a requirement for Amazon EMR skills. Included is a benchmarking guide to the contractor rates offered in vacancies that have cited Amazon EMR over the 6 months to 15 December 2018 with a comparison to the same period in the previous 2 years.

Note that daily and hourly rates are treated separately in these statistics. When calculating contractor rate percentiles, daily rates are never derived from quoted hourly rates or vice versa.

Amazon Elastic MapReduce (Amazon EMR)
Central London > City of London
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 235 255 239
Rank change year-on-year +20 -16 +19
Contract jobs citing Amazon EMR 21 3 3
As % of all contract IT jobs advertised in the City of London 0.30% 0.042% 0.046%
As % of the Cloud Services category 1.14% 0.23% 0.33%
Number of daily rates quoted 19 2 2
City of London median daily rate £575 £469 £506
Median daily rate % change year-on-year +22.67% -7.41% +46.74%
10th Percentile £473 £417 £473
90th Percentile £668 £526 £534
Central London median daily rate £575 £550 £506
% change year-on-year +4.55% +8.64% +46.74%
Number of hourly rates quoted 0 0 0
City of London median hourly rate - - -
Central London median hourly rate - - -

Amazon EMR is in the Cloud Services category. The following table is for comparison with the above and provides summary statistics for all contract job vacancies advertised in the City of London with a requirement for cloud computing skills.

All Cloud Skills
City of London
Contract vacancies with a requirement for cloud computing skills 1,843 1,283 906
As % of all contract IT jobs advertised in the City of London 26.10% 17.84% 13.86%
Number of daily rates quoted 1,486 1,022 753
City of London median daily rate £525 £500 £500
Median daily rate % change year-on-year +5.00% - +14.94%
10th Percentile £325 £313 £325
90th Percentile £675 £638 £614
Central London median daily rate £525 £500 £500
% change year-on-year +5.00% - +13.57%
Number of hourly rates quoted 12 22 3
City of London median hourly rate £17.50 £17.50 £35.00
Median hourly rate % change year-on-year - -50.00% +51.42%
10th Percentile £13.00 £11.25 £20.61
90th Percentile £23.75 £30.75 £52.49
Central London median hourly rate £18.76 £18.00 £27.46
% change year-on-year +4.22% -34.45% +24.82%

Amazon EMR
Job Vacancy Trend in the City of London

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

Job vacancy trend for Amazon EMR in the City of London

Amazon EMR
Contractor Daily Rate Trend in the City of London

This chart provides the 3-month moving average for daily rates quoted in contract jobs citing Amazon EMR in the City of London.

Contractor daily rate trend for Amazon EMR in the City of London

Amazon EMR
Contractor Daily Rate Histogram in the City of London

The daily rate distribution of IT jobs citing Amazon EMR in the City of London over the 6 months to 15 December 2018.

Contractor daily rate histogram for Amazon EMR in the City of London

For the 6 months to 15 December 2018, IT contractor 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 contract job ads across the City of London region with a requirement for Amazon EMR.

1 21 (100.00%) Amazon AWS
2 19 (90.48%) Python
3 12 (57.14%) Amazon S3
4 11 (52.38%) Big Data
4 11 (52.38%) SQL
5 10 (47.62%) Hadoop
6 9 (42.86%) Java
6 9 (42.86%) Analytics
6 9 (42.86%) Apache Hive
6 9 (42.86%) Analytical Skills
7 8 (38.10%) Amazon Redshift
8 7 (33.33%) Terraform
8 7 (33.33%) Deep Learning
8 7 (33.33%) Agile Software Development
9 6 (28.57%) Predictive Analytics
9 6 (28.57%) Scala
9 6 (28.57%) Degree
9 6 (28.57%) Linux
9 6 (28.57%) Relational Database
9 6 (28.57%) NoSQL
9 6 (28.57%) Amazon EC2
9 6 (28.57%) Machine Learning
9 6 (28.57%) Statistical Modelling
9 6 (28.57%) Hortonworks
9 6 (28.57%) Cloudera
9 6 (28.57%) Performance Optimisation
9 6 (28.57%) AWS Lambda
9 6 (28.57%) PySpark
9 6 (28.57%) Master's Degree
9 6 (28.57%) Serverless

Amazon EMR
Co-occurring IT Skills in the City of 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 5 (23.81%) Apache Spark
2 1 (4.76%) Apache
Cloud Services
1 21 (100.00%) Amazon AWS
2 12 (57.14%) Amazon S3
3 6 (28.57%) Amazon EC2
3 6 (28.57%) AWS Lambda
3 6 (28.57%) Serverless
4 4 (19.05%) Amazon Kinesis
5 2 (9.52%) Amazon ELB
5 2 (9.52%) Amazon Glacier
5 2 (9.52%) Virtual Private Cloud
6 1 (4.76%) Google Cloud Platform
Database & Business Intelligence
1 11 (52.38%) Big Data
2 10 (47.62%) Hadoop
3 9 (42.86%) Apache Hive
4 8 (38.10%) Amazon Redshift
5 6 (28.57%) NoSQL
5 6 (28.57%) Relational Database
6 3 (14.29%) MySQL
7 2 (9.52%) Amazon Aurora
7 2 (9.52%) Amazon RDS
7 2 (9.52%) Azkaban
7 2 (9.52%) Data Warehouse
7 2 (9.52%) MariaDB
7 2 (9.52%) MongoDB
7 2 (9.52%) Power BI
7 2 (9.52%) Presto
7 2 (9.52%) SQL Server
8 1 (4.76%) Amazon Athena
8 1 (4.76%) Data Lake
8 1 (4.76%) Electronic Patient Records
8 1 (4.76%) RDBMS
Development Applications
1 4 (19.05%) Git (software)
2 2 (9.52%) Jenkins
2 2 (9.52%) JIRA
2 2 (9.52%) Subversion
3 1 (4.76%) Eclipse
3 1 (4.76%) Maven
3 1 (4.76%) RStudio
3 1 (4.76%) TestRail
3 1 (4.76%) Visual Studio Team System
General
1 4 (19.05%) Finance
2 1 (4.76%) Marketing
Job Titles
1 7 (33.33%) Data Engineer
2 6 (28.57%) Data Scientist
3 3 (14.29%) Developer
4 2 (9.52%) Apache Spark Developer
4 2 (9.52%) Architect
4 2 (9.52%) AWS Architect
4 2 (9.52%) Big Data Engineer
4 2 (9.52%) Cloud Architect
4 2 (9.52%) DevOps Engineer
4 2 (9.52%) Lead DevOps
4 2 (9.52%) Lead DevOps Engineer
4 2 (9.52%) Scala Developer
5 1 (4.76%) Big Data Developer
5 1 (4.76%) Senior Test Engineer
5 1 (4.76%) Test Engineer
Libraries, Frameworks & Software Standards
1 6 (28.57%) PySpark
2 4 (19.05%) Lambda Expressions
3 3 (14.29%) MLlib
3 3 (14.29%) TensorFlow
3 3 (14.29%) Theano
3 3 (14.29%) Torch
4 2 (9.52%) ActiveMQ
4 2 (9.52%) Kafka
4 2 (9.52%) RabbitMQ
4 2 (9.52%) Web Services
5 1 (4.76%) Apache Commons
5 1 (4.76%) Guava
5 1 (4.76%) JSON
5 1 (4.76%) OpenCV
5 1 (4.76%) Spring
Miscellaneous
1 9 (42.86%) Analytical Skills
2 5 (23.81%) Algorithms
3 2 (9.52%) Clustering
3 2 (9.52%) Linux Command Line
3 2 (9.52%) Replication
4 1 (4.76%) Greenfield Project
4 1 (4.76%) Self-Motivation
Operating Systems
1 6 (28.57%) Linux
2 2 (9.52%) Red Hat Enterprise Linux
3 1 (4.76%) Unix
Processes & Methodologies
1 9 (42.86%) Analytics
2 7 (33.33%) Agile Software Development
2 7 (33.33%) Deep Learning
3 6 (28.57%) Data Science
3 6 (28.57%) Machine Learning
3 6 (28.57%) Performance Optimisation
3 6 (28.57%) Predictive Analytics
3 6 (28.57%) Statistical Modelling
4 5 (23.81%) Data Analysis
4 5 (23.81%) ETL
5 4 (19.05%) Open Source
6 3 (14.29%) Code Optimisation
6 3 (14.29%) Continuous Integration
6 3 (14.29%) Statistics
7 2 (9.52%) DevOps
7 2 (9.52%) Load Balancing
7 2 (9.52%) Software Delivery
7 2 (9.52%) Software Engineering
7 2 (9.52%) SQL Optimisation
7 2 (9.52%) Time Management
Programming Languages
1 19 (90.48%) Python
2 11 (52.38%) SQL
3 9 (42.86%) Java
4 6 (28.57%) Scala
5 2 (9.52%) Go
5 2 (9.52%) Ruby
6 1 (4.76%) AWK
6 1 (4.76%) Bash Shell
6 1 (4.76%) R
6 1 (4.76%) sed
Qualifications
1 6 (28.57%) Degree
1 6 (28.57%) Master's Degree
2 2 (9.52%) PhD
Quality Assurance & Compliance
1 1 (4.76%) QA
System Software
1 2 (9.52%) Docker
Systems Management
1 7 (33.33%) Terraform
2 4 (19.05%) Opscode Chef
3 2 (9.52%) Docker Swarm
3 2 (9.52%) Kubernetes
3 2 (9.52%) Nagios
3 2 (9.52%) Prometheus
3 2 (9.52%) Puppet
3 2 (9.52%) ZABBIX
4 1 (4.76%) Suricata
Vendors
1 6 (28.57%) Cloudera
1 6 (28.57%) Hortonworks
2 2 (9.52%) Splunk
3 1 (4.76%) Oracle
3 1 (4.76%) Teradata