Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Job Locations Skill Sets
Period
to 16 October 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 16 October 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
16 Oct 2018		 Same period 2017 Same period 2016
Rank 678 795 818
Rank change year-on-year +117 +23 +32
Contract jobs citing Amazon EMR 183 61 38
As % of all contract IT jobs advertised in England 0.19% 0.067% 0.039%
As % of the Cloud Services category 0.86% 0.43% 0.34%
Number of daily rates quoted 137 53 25
England median daily rate £550 £525 £505
Median daily rate % change year-on-year +4.76% +3.96% +6.32%
10th Percentile £436 £401 £405
90th Percentile £675 £646 £628
UK median daily rate £550 £525 £506
% change year-on-year +4.76% +3.70% +6.58%
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 21,242 14,346 11,321
As % of all contract IT jobs advertised in England 22.54% 15.73% 11.56%
Number of daily rates quoted 14,758 9,939 7,860
England median daily rate £488 £470 £450
Median daily rate % change year-on-year +3.72% +4.44% +7.78%
10th Percentile £306 £269 £280
90th Percentile £650 £625 £600
UK median daily rate £475 £463 £450
% change year-on-year +2.70% +2.78% +9.09%
Number of hourly rates quoted 296 202 163
England median hourly rate £17.55 £20.00 £19.00
Median hourly rate % change year-on-year -12.25% +5.26% -18.72%
10th Percentile £11.25 £11.03 £11.80
90th Percentile £61.47 £63.75 £56.75
UK median hourly rate £17.50 £20.00 £18.27
% change year-on-year -12.50% +9.45% -20.55%

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 16 October 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 16 October 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 +54 118 £550 +4.76% 15
East of England +36 36 £525 -13.93% 1
East Midlands - 15 £525 - 2
Midlands - 15 £525 - 2
North of England - 6 £376 - 4
South East -5 5 £600 +4.90% 1
Yorkshire - 3 - - 1
South West - 2 £506 -
North West - 2 £463 - 3
North East - 1 £290 -
Amazon EMR
UK

For the 6 months to 16 October 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.

1 183 (100.00%) Amazon AWS
2 119 (65.03%) Python
3 114 (62.30%) Amazon Redshift
4 112 (61.20%) Amazon S3
5 96 (52.46%) Hadoop
6 93 (50.82%) Big Data
7 92 (50.27%) SQL
8 88 (48.09%) Amazon EC2
9 79 (43.17%) Apache Spark
10 75 (40.98%) Agile Software Development
11 71 (38.80%) Analytics
12 70 (38.25%) NoSQL
12 70 (38.25%) Java
13 68 (37.16%) ETL
14 64 (34.97%) Scala
15 59 (32.24%) Analytical Skills
16 58 (31.69%) Web Services
17 56 (30.60%) Amazon Kinesis
18 54 (29.51%) Linux
18 54 (29.51%) Open Source
19 53 (28.96%) Relational Database
20 52 (28.42%) Apache Hive
21 49 (26.78%) Amazon Aurora
22 45 (24.59%) Opscode Chef
23 44 (24.04%) Serverless
24 43 (23.50%) Data Science
25 42 (22.95%) DevOps
25 42 (22.95%) Finance
26 40 (21.86%) AWS Lambda
26 40 (21.86%) Terraform

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 79 (43.17%) Apache Spark
2 27 (14.75%) Apache
3 10 (5.46%) Apache Pig
4 6 (3.28%) Apache Airflow
4 6 (3.28%) SharePoint
5 4 (2.19%) Apache Solr
5 4 (2.19%) Luigi
5 4 (2.19%) Oracle Workflow
6 3 (1.64%) BizTalk Server
6 3 (1.64%) Elasticsearch
7 2 (1.09%) Cloud Foundry
8 1 (0.55%) Gunicorn
8 1 (0.55%) Jupyter
8 1 (0.55%) nginx
8 1 (0.55%) Oracle SOA Suite
8 1 (0.55%) SAS
Applications
1 2 (1.09%) Microsoft Excel
2 1 (0.55%) Shockwave
2 1 (0.55%) SPSS
2 1 (0.55%) Stata
Business Applications
1 3 (1.64%) Dynamics AX
1 3 (1.64%) Dynamics CRM
2 2 (1.09%) Markit EDM
2 2 (1.09%) PolarLake
3 1 (0.55%) Oracle BPM
3 1 (0.55%) SAP MDG
3 1 (0.55%) SAP MDM
Cloud Services
1 183 (100.00%) Amazon AWS
2 112 (61.20%) Amazon S3
3 88 (48.09%) Amazon EC2
4 56 (30.60%) Amazon Kinesis
5 44 (24.04%) Serverless
6 40 (21.86%) AWS Lambda
7 36 (19.67%) Virtual Private Cloud
8 32 (17.49%) Amazon Glacier
9 18 (9.84%) Microsoft Azure
10 11 (6.01%) Amazon CloudWatch
10 11 (6.01%) AWS CloudFormation
10 11 (6.01%) Google Cloud Platform
11 9 (4.92%) Cloud Computing
12 7 (3.83%) Route 53
13 6 (3.28%) Amazon ELB
14 4 (2.19%) GitHub
15 3 (1.64%) CloudFront
16 2 (1.09%) Amazon SQS
16 2 (1.09%) AWS Data Pipeline
16 2 (1.09%) Azure Functions
Communications & Networking
1 7 (3.83%) HTTP
1 7 (3.83%) SSL
1 7 (3.83%) TCP/IP
2 1 (0.55%) SMS
2 1 (0.55%) SSH
Database & Business Intelligence
1 114 (62.30%) Amazon Redshift
2 96 (52.46%) Hadoop
3 93 (50.82%) Big Data
4 70 (38.25%) NoSQL
5 53 (28.96%) Relational Database
6 52 (28.42%) Apache Hive
7 49 (26.78%) Amazon Aurora
8 37 (20.22%) Amazon RDS
8 37 (20.22%) PostgreSQL
9 33 (18.03%) Data Warehouse
10 32 (17.49%) Amazon Athena
11 28 (15.30%) MySQL
12 19 (10.38%) HBase
13 17 (9.29%) Impala
13 17 (9.29%) Presto
13 17 (9.29%) SQL Server
14 14 (7.65%) Apache Cassandra
15 13 (7.10%) Data Lake
16 12 (6.56%) Amazon DynamoDB
16 12 (6.56%) Parquet
Development Applications
1 24 (13.11%) Jenkins
2 12 (6.56%) Git (software)
3 9 (4.92%) JIRA
4 7 (3.83%) GitLab
5 6 (3.28%) Maven
5 6 (3.28%) RStudio
6 4 (2.19%) Eclipse
6 4 (2.19%) TeamCity
7 3 (1.64%) Bitbucket
7 3 (1.64%) Subversion
7 3 (1.64%) TestRail
7 3 (1.64%) Visual Studio Team System
8 2 (1.09%) Team Foundation Server
9 1 (0.55%) AnthillPro
9 1 (0.55%) Cucumber
9 1 (0.55%) Hudson
9 1 (0.55%) JProfiler
9 1 (0.55%) Oracle APEX
9 1 (0.55%) Selenium
9 1 (0.55%) SoapUI
General
1 42 (22.95%) Finance
2 7 (3.83%) Banking
3 6 (3.28%) Marketing
3 6 (3.28%) Publishing
4 4 (2.19%) Games
4 4 (2.19%) Pharmaceutical
4 4 (2.19%) Retail
5 3 (1.64%) Legal
6 2 (1.09%) Back Office
6 2 (1.09%) Front Office
Job Titles
1 82 (44.81%) Data Engineer
2 64 (34.97%) AWS Engineer
3 26 (14.21%) Big Data Engineer
3 26 (14.21%) Cloud Engineer
3 26 (14.21%) Developer
4 24 (13.11%) DevOps Engineer
5 23 (12.57%) Architect
6 18 (9.84%) AWS DevOps
7 16 (8.74%) AWS Architect
8 15 (8.20%) AWS Developer
8 15 (8.20%) AWS DevOps Engineer
8 15 (8.20%) Senior Data Engineer
9 13 (7.10%) Data Architect
10 12 (6.56%) Big Data Architect
11 10 (5.46%) Hadoop Engineer
12 8 (4.37%) Cloud Architect
12 8 (4.37%) Lead Developer
13 7 (3.83%) Data Science Engineer
14 6 (3.28%) Data Analytics Engineer
14 6 (3.28%) Redshift Developer
Libraries, Frameworks & Software Standards
1 58 (31.69%) Web Services
2 28 (15.30%) Kafka
3 14 (7.65%) .NET
4 12 (6.56%) Lambda Expressions
5 9 (4.92%) Apache Camel
6 8 (4.37%) Apache Avro
6 8 (4.37%) JSON
7 7 (3.83%) REST
7 7 (3.83%) SOAP
8 6 (3.28%) MLlib
8 6 (3.28%) Spring
9 5 (2.73%) PySpark
9 5 (2.73%) RabbitMQ
10 4 (2.19%) Apache Commons
10 4 (2.19%) Guava
11 3 (1.64%) ActiveMQ
11 3 (1.64%) J2EE
11 3 (1.64%) JMS
11 3 (1.64%) Spark Streaming
11 3 (1.64%) XML
Miscellaneous
1 59 (32.24%) Analytical Skills
2 13 (7.10%) Computer Science
3 12 (6.56%) Algorithms
4 10 (5.46%) Fintech
4 10 (5.46%) Greenfield Project
5 5 (2.73%) Clustering
6 3 (1.64%) Linux Command Line
6 3 (1.64%) Replication
6 3 (1.64%) Self-Motivation
7 2 (1.09%) Data Structures
7 2 (1.09%) Derivative
7 2 (1.09%) e-Health
7 2 (1.09%) Enterprise Software
7 2 (1.09%) Equities
7 2 (1.09%) Fixed Income
7 2 (1.09%) Foreign Exchange (FX)
7 2 (1.09%) LIMS
7 2 (1.09%) PACS
8 1 (0.55%) IPTV
8 1 (0.55%) STB
Operating Systems
1 54 (29.51%) Linux
2 27 (14.75%) Unix
3 14 (7.65%) Red Hat Enterprise Linux
4 6 (3.28%) Ubuntu
4 6 (3.28%) Windows
5 1 (0.55%) Windows Server
Processes & Methodologies
1 75 (40.98%) Agile Software Development
2 71 (38.80%) Analytics
3 68 (37.16%) ETL
4 54 (29.51%) Open Source
5 43 (23.50%) Data Science
6 42 (22.95%) DevOps
7 34 (18.58%) Data Analytics
8 25 (13.66%) OO
9 23 (12.57%) Business Intelligence
9 23 (12.57%) MapReduce
10 21 (11.48%) Scrum
11 16 (8.74%) Machine Learning
12 15 (8.20%) Business Continuity
12 15 (8.20%) Task Automation
13 14 (7.65%) Visualisation
14 13 (7.10%) Configuration Management
14 13 (7.10%) CRM
14 13 (7.10%) Performance Tuning
14 13 (7.10%) Test Automation
15 12 (6.56%) Data Modelling
Programming Languages
1 119 (65.03%) Python
2 92 (50.27%) SQL
3 70 (38.25%) Java
4 64 (34.97%) Scala
5 21 (11.48%) C++
6 12 (6.56%) Bash Shell
7 9 (4.92%) C
8 8 (4.37%) R
9 6 (3.28%) Ruby
10 4 (2.19%) AWK
10 4 (2.19%) JavaScript
10 4 (2.19%) PL/SQL
10 4 (2.19%) sed
11 3 (1.64%) C#
11 3 (1.64%) Go
12 2 (1.09%) Java 8
12 2 (1.09%) VBA
13 1 (0.55%) Clojure
13 1 (0.55%) Perl
13 1 (0.55%) Shell Script
Qualifications
1 10 (5.46%) Degree
2 4 (2.19%) Computer Science Degree
2 4 (2.19%) Master's Degree
2 4 (2.19%) SC Cleared
2 4 (2.19%) Security Cleared
3 2 (1.09%) PhD
Quality Assurance & Compliance
1 7 (3.83%) Data Quality
2 6 (3.28%) GDPR
2 6 (3.28%) QA
3 2 (1.09%) HL7
4 1 (0.55%) PMO
System Software
1 21 (11.48%) Docker
2 14 (7.65%) Apache Flume
3 10 (5.46%) HDFS
4 4 (2.19%) Apache ZooKeeper
5 2 (1.09%) Virtual Machines
Systems Management
1 45 (24.59%) Opscode Chef
2 40 (21.86%) Terraform
3 30 (16.39%) Ansible
4 16 (8.74%) Oozie
5 14 (7.65%) Puppet
6 9 (4.92%) Kubernetes
7 8 (4.37%) Packer
8 4 (2.19%) Consul
9 3 (1.64%) Docker Swarm
9 3 (1.64%) Hadoop YARN
9 3 (1.64%) Nagios
9 3 (1.64%) Prometheus
9 3 (1.64%) ZABBIX
10 2 (1.09%) Kibana
11 1 (0.55%) Chronos
11 1 (0.55%) Marathon
11 1 (0.55%) Mesos
11 1 (0.55%) Suricata
Vendors
1 31 (16.94%) Splunk
2 23 (12.57%) Oracle
3 10 (5.46%) SAP
3 10 (5.46%) Talend
4 9 (4.92%) Cloudera
5 7 (3.83%) Hortonworks
5 7 (3.83%) MicroStrategy
6 5 (2.73%) Informatica
7 4 (2.19%) Tableau
8 3 (1.64%) Google
9 2 (1.09%) Alteryx
9 2 (1.09%) Bloomberg
9 2 (1.09%) CA Agile Central
9 2 (1.09%) IBM
9 2 (1.09%) Microsoft
9 2 (1.09%) Salesforce.com
10 1 (0.55%) AppDynamics
10 1 (0.55%) Databricks
10 1 (0.55%) Dynatrace
10 1 (0.55%) MapR