Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Job Locations Skill Sets
Period
to 19 July 2018

The following table provides summary statistics for contract job vacancies advertised in England 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 19 July 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)
UK > England
6 months to
19 Jul 2018		 Same period 2017 Same period 2016
Rank 732 762 845
Rank change year-on-year +30 +83 -11
Contract jobs citing Amazon EMR 133 53 33
As % of all contract IT jobs advertised in England 0.14% 0.060% 0.032%
As % of the Cloud Services category 0.66% 0.42% 0.33%
Number of daily rates quoted 97 42 20
England median daily rate £550 £525 £515
Median daily rate % change year-on-year +4.76% +1.94% +5.64%
10th Percentile £450 £402 £458
90th Percentile £680 £593 £663
UK median daily rate £550 £525 £515
% change year-on-year +4.76% +1.94% +28.75%
Number of hourly rates quoted 1 0 0
England median hourly rate £75.00 - -
UK median hourly rate £75.00 - -

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 England with a requirement for cloud computing skills.

All Cloud Skills
England
Contract vacancies with a requirement for cloud computing skills 20,039 12,527 10,065
As % of all contract IT jobs advertised in England 21.23% 14.28% 9.90%
Number of daily rates quoted 13,808 8,569 7,078
England median daily rate £478 £463 £450
Median daily rate % change year-on-year +3.24% +2.78% +9.09%
10th Percentile £310 £275 £292
90th Percentile £638 £625 £600
UK median daily rate £475 £455 £450
% change year-on-year +4.40% +1.11% +10.43%
Number of hourly rates quoted 271 185 147
England median hourly rate £20.00 £21.00 £19.00
Median hourly rate % change year-on-year -4.76% +10.53% -16.48%
10th Percentile £12.50 £10.83 £11.59
90th Percentile £73.75 £62.65 £46.93
UK median hourly rate £19.00 £19.00 £19.00

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
Contractor Daily Rate Trend in England

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

Contractor daily rate trend for Amazon EMR in England

Amazon EMR
Contractor Daily Rate Histogram in England

The daily rate distribution of IT jobs citing Amazon EMR in England over the 6 months to 19 July 2018.

Contractor daily rate histogram for Amazon EMR in England

Amazon EMR
Contract Job Locations in England

The table below looks at the demand and provides a guide to the median contractor rates quoted in IT jobs citing Amazon EMR within the England region over the 6 months to 19 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
Contract
IT Job Ads		 Median
Daily Rate
Past 6 Months		 Median Daily Rate
% Change
on Same Period
Last Year		 Live
Job
Vacancies
London +16 91 £575 +15.00% 20
East of England +29 31 £500 +11.11% 4
North of England -14 6 £460 -16.36% 8
South East -8 3 £569 -0.57% 2
Yorkshire - 3 - - 6
North West - 2 £630 - 2
North East -4 1 £290 -47.27%
Midlands - 1 £475 -
South West - 1 £500 -
West Midlands - 1 £475 -
Amazon EMR
UK

For the 6 months to 19 July 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 England region with a requirement for Amazon EMR.

1 133 (100.00%) Amazon AWS
2 91 (68.42%) Apache Spark
3 84 (63.16%) Big Data
4 82 (61.65%) Hadoop
5 76 (57.14%) Amazon Redshift
6 75 (56.39%) Python
7 59 (44.36%) Java
8 57 (42.86%) Agile Software Development
9 55 (41.35%) SQL
10 54 (40.60%) Amazon S3
11 53 (39.85%) Amazon Kinesis
12 50 (37.59%) Amazon EC2
13 49 (36.84%) Scala
13 49 (36.84%) Analytics
14 46 (34.59%) NoSQL
15 43 (32.33%) Apache Hive
15 43 (32.33%) Kafka
16 40 (30.08%) Data Science
17 38 (28.57%) Oozie
17 38 (28.57%) Data Warehouse
18 37 (27.82%) Amazon RDS
19 36 (27.07%) Serverless
19 36 (27.07%) ETL
20 34 (25.56%) DevOps
20 34 (25.56%) AWS Lambda
21 31 (23.31%) Open Source
22 30 (22.56%) Linux
22 30 (22.56%) PostgreSQL
23 29 (21.80%) Amazon Athena
24 28 (21.05%) Finance

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 91 (68.42%) Apache Spark
2 27 (20.30%) Apache
3 18 (13.53%) Apache Airflow
4 15 (11.28%) Apache Pig
5 9 (6.77%) Apache Solr
5 9 (6.77%) Luigi
6 8 (6.02%) Oracle Workflow
7 3 (2.26%) BizTalk Server
7 3 (2.26%) Elasticsearch
7 3 (2.26%) SharePoint
8 2 (1.50%) Cloud Foundry
9 1 (0.75%) Confluence
9 1 (0.75%) Gunicorn
9 1 (0.75%) Jupyter
9 1 (0.75%) nginx
Applications
1 1 (0.75%) Microsoft Excel
1 1 (0.75%) Shockwave
1 1 (0.75%) Stata
Business Applications
1 3 (2.26%) Dynamics AX
1 3 (2.26%) Dynamics CRM
2 1 (0.75%) Markit EDM
2 1 (0.75%) PolarLake
Cloud Services
1 133 (100.00%) Amazon AWS
2 54 (40.60%) Amazon S3
3 53 (39.85%) Amazon Kinesis
4 50 (37.59%) Amazon EC2
5 36 (27.07%) Serverless
6 34 (25.56%) AWS Lambda
7 18 (13.53%) Virtual Private Cloud
8 14 (10.53%) Google Cloud Platform
9 13 (9.77%) Amazon Glacier
9 13 (9.77%) Microsoft Azure
10 9 (6.77%) Amazon CloudWatch
10 9 (6.77%) AWS CloudFormation
10 9 (6.77%) Cloud Computing
11 4 (3.01%) Amazon ELB
11 4 (3.01%) Route 53
12 3 (2.26%) Amazon SQS
13 2 (1.50%) AWS CloudTrail
13 2 (1.50%) AWS Data Pipeline
13 2 (1.50%) AWS Elastic Beanstalk
14 1 (0.75%) IBM Cloud
Communications & Networking
1 4 (3.01%) HTTP
2 3 (2.26%) SSL
2 3 (2.26%) TCP/IP
2 3 (2.26%) VPN
3 1 (0.75%) DNS
3 1 (0.75%) Internet
3 1 (0.75%) IPsec
3 1 (0.75%) SMS
3 1 (0.75%) SSH
Database & Business Intelligence
1 84 (63.16%) Big Data
2 82 (61.65%) Hadoop
3 76 (57.14%) Amazon Redshift
4 46 (34.59%) NoSQL
5 43 (32.33%) Apache Hive
6 38 (28.57%) Data Warehouse
7 37 (27.82%) Amazon RDS
8 30 (22.56%) PostgreSQL
9 29 (21.80%) Amazon Athena
10 25 (18.80%) Relational Database
11 19 (14.29%) Amazon Aurora
12 15 (11.28%) Parquet
13 14 (10.53%) Apache Cassandra
13 14 (10.53%) Flink
13 14 (10.53%) Impala
13 14 (10.53%) SQL Server
14 11 (8.27%) Amazon DynamoDB
14 11 (8.27%) HBase
15 10 (7.52%) Data Lake
16 9 (6.77%) Spark SQL
Development Applications
1 12 (9.02%) Jenkins
2 10 (7.52%) JIRA
3 8 (6.02%) Oracle APEX
4 6 (4.51%) GitLab
5 4 (3.01%) TeamCity
6 3 (2.26%) Git (software)
6 3 (2.26%) RStudio
6 3 (2.26%) Visual Studio Team System
7 2 (1.50%) Maven
8 1 (0.75%) Ant
8 1 (0.75%) AnthillPro
8 1 (0.75%) Atlassian Bamboo
8 1 (0.75%) Cucumber
8 1 (0.75%) GoCD
8 1 (0.75%) Gradle
8 1 (0.75%) Hudson
8 1 (0.75%) JProfiler
8 1 (0.75%) Selenium
8 1 (0.75%) SoapUI
8 1 (0.75%) Sonatype Nexus
General
1 28 (21.05%) Finance
2 15 (11.28%) Banking
3 9 (6.77%) Telecoms
4 5 (3.76%) Retail
5 4 (3.01%) Games
6 3 (2.26%) Marketing
7 2 (1.50%) Legal
8 1 (0.75%) Back Office
8 1 (0.75%) Digital Economy
8 1 (0.75%) Front Office
8 1 (0.75%) Investment Banking
8 1 (0.75%) Pharmaceutical
8 1 (0.75%) Publishing
Job Titles
1 53 (39.85%) Data Engineer
2 44 (33.08%) AWS Engineer
3 30 (22.56%) Architect
4 29 (21.80%) Big Data Engineer
5 25 (18.80%) Developer
6 21 (15.79%) AWS Architect
6 21 (15.79%) Data Architect
7 18 (13.53%) Cloud Engineer
8 16 (12.03%) Big Data Architect
9 13 (9.77%) Senior Data Engineer
10 10 (7.52%) Apache Spark Developer
11 9 (6.77%) Cloud Architect
12 8 (6.02%) Business Developer
12 8 (6.02%) Business Intelligence Developer
12 8 (6.02%) Python Developer
13 7 (5.26%) AWS Developer
13 7 (5.26%) DevOps Engineer
14 6 (4.51%) AWS DevOps
14 6 (4.51%) Data Science Engineer
14 6 (4.51%) Hadoop Engineer
Libraries, Frameworks & Software Standards
1 43 (32.33%) Kafka
2 21 (15.79%) Web Services
3 12 (9.02%) JSON
4 11 (8.27%) .NET
5 9 (6.77%) MLlib
5 9 (6.77%) Spark Streaming
6 8 (6.02%) XML
7 7 (5.26%) Apache Avro
8 6 (4.51%) HTML
8 6 (4.51%) JMS
8 6 (4.51%) PySpark
9 5 (3.76%) Lucene
10 3 (2.26%) Apache Camel
10 3 (2.26%) Apache Tez
10 3 (2.26%) CSS
10 3 (2.26%) J2EE
11 2 (1.50%) boto
11 2 (1.50%) RabbitMQ
11 2 (1.50%) REST
11 2 (1.50%) Spring
Miscellaneous
1 19 (14.29%) Analytical Skills
2 7 (5.26%) Clustering
3 4 (3.01%) Computer Science
3 4 (3.01%) Greenfield Project
4 3 (2.26%) NHS
5 2 (1.50%) Anti-Piracy
5 2 (1.50%) Data Centre
5 2 (1.50%) Data Structures
5 2 (1.50%) Enterprise Software
5 2 (1.50%) IPTV
5 2 (1.50%) Linux Command Line
5 2 (1.50%) Self-Motivation
6 1 (0.75%) Algorithms
6 1 (0.75%) Derivative
6 1 (0.75%) Equities
6 1 (0.75%) Fintech
6 1 (0.75%) Fixed Income
6 1 (0.75%) Management Information System
6 1 (0.75%) MPEG
6 1 (0.75%) Virtual Team
Operating Systems
1 30 (22.56%) Linux
2 15 (11.28%) Unix
3 14 (10.53%) Red Hat Enterprise Linux
4 4 (3.01%) Windows
5 2 (1.50%) Ubuntu
5 2 (1.50%) Windows Server
6 1 (0.75%) Android
6 1 (0.75%) Apple iOS
Processes & Methodologies
1 57 (42.86%) Agile Software Development
2 49 (36.84%) Analytics
3 40 (30.08%) Data Science
4 36 (27.07%) ETL
5 34 (25.56%) DevOps
6 31 (23.31%) Open Source
7 25 (18.80%) Business Intelligence
8 24 (18.05%) Data Ingestion
8 24 (18.05%) OO
9 21 (15.79%) Data Modelling
10 19 (14.29%) Data Governance
11 17 (12.78%) Data Engineering
12 15 (11.28%) Scrum
13 14 (10.53%) Configuration Management
13 14 (10.53%) Data Integration
13 14 (10.53%) Performance Tuning
13 14 (10.53%) Visualisation
14 13 (9.77%) Data Architecture
14 13 (9.77%) Stakeholder Management
15 12 (9.02%) E-Commerce
Programming Languages
1 75 (56.39%) Python
2 59 (44.36%) Java
3 55 (41.35%) SQL
4 49 (36.84%) Scala
5 25 (18.80%) C++
6 9 (6.77%) Shell Script
7 5 (3.76%) R
7 5 (3.76%) Ruby
8 4 (3.01%) Bash Shell
8 4 (3.01%) C#
9 3 (2.26%) JavaScript
10 2 (1.50%) C
10 2 (1.50%) Perl
11 1 (0.75%) Clojure
11 1 (0.75%) Java 8
11 1 (0.75%) PHP
11 1 (0.75%) PowerShell
11 1 (0.75%) VBA
11 1 (0.75%) XPath
Qualifications
1 6 (4.51%) Degree
2 5 (3.76%) SC Cleared
2 5 (3.76%) Security Cleared
3 4 (3.01%) Computer Science Degree
4 3 (2.26%) AWS Certification
5 2 (1.50%) PhD
Quality Assurance & Compliance
1 11 (8.27%) GCP
2 10 (7.52%) Data Quality
3 4 (3.01%) GDPR
4 3 (2.26%) PMO
4 3 (2.26%) QA
5 1 (0.75%) Sarbanes-Oxley
System Software
1 21 (15.79%) Apache Flume
2 15 (11.28%) HDFS
3 11 (8.27%) Apache ZooKeeper
4 10 (7.52%) Docker
5 2 (1.50%) Active Directory
6 1 (0.75%) Virtual Machines
Systems Management
1 38 (28.57%) Oozie
2 19 (14.29%) Opscode Chef
3 15 (11.28%) Terraform
4 9 (6.77%) Ansible
4 9 (6.77%) Packer
5 8 (6.02%) Consul
6 5 (3.76%) Puppet
7 3 (2.26%) Hadoop YARN
7 3 (2.26%) Kibana
7 3 (2.26%) Kubernetes
8 2 (1.50%) Docker Swarm
9 1 (0.75%) Chronos
9 1 (0.75%) logstash
9 1 (0.75%) Marathon
9 1 (0.75%) Mesos
9 1 (0.75%) Salt
Vendors
1 24 (18.05%) Oracle
2 14 (10.53%) Cloudera
2 14 (10.53%) Splunk
3 12 (9.02%) Talend
4 11 (8.27%) Google
4 11 (8.27%) Tableau
5 7 (5.26%) Salesforce.com
5 7 (5.26%) SAP
6 6 (4.51%) Hortonworks
7 3 (2.26%) Alteryx
7 3 (2.26%) IBM
7 3 (2.26%) Informatica
8 2 (1.50%) Red Hat
8 2 (1.50%) Teradata
9 1 (0.75%) Bloomberg
9 1 (0.75%) HP
9 1 (0.75%) MapR
9 1 (0.75%) Microsoft
9 1 (0.75%) MicroStrategy
9 1 (0.75%) TOWER Software