Job Vacancy Trend Daily Rate Trend Daily Rate Histogram Job Locations Skill Sets
Period
to 12 December 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 12 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)
UK > England
6 months to
12 Dec 2018		 Same period 2017 Same period 2016
Rank 634 794 790
Rank change year-on-year +160 -4 +64
Contract jobs citing Amazon EMR 224 74 63
As % of all contract IT jobs advertised in England 0.23% 0.078% 0.066%
As % of the Cloud Services category 0.97% 0.45% 0.53%
Number of daily rates quoted 169 62 46
England median daily rate £538 £550 £525
Median daily rate % change year-on-year -2.27% +4.76% +16.67%
10th Percentile £425 £460 £419
90th Percentile £675 £650 £600
UK median daily rate £525 £550 £525
% change year-on-year -4.55% +4.76% +16.67%
Number of hourly rates quoted 1 0 0
England median hourly rate £55.00 - -
UK median hourly rate £55.00 - -

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 23,167 16,330 11,912
As % of all contract IT jobs advertised in England 24.05% 17.17% 12.40%
Number of daily rates quoted 16,239 11,435 8,230
England median daily rate £500 £475 £450
Median daily rate % change year-on-year +5.26% +5.56% +5.88%
10th Percentile £310 £275 £281
90th Percentile £650 £625 £608
UK median daily rate £500 £475 £450
% change year-on-year +5.26% +5.56% +5.88%
Number of hourly rates quoted 300 202 173
England median hourly rate £17.50 £20.00 £19.00
Median hourly rate % change year-on-year -12.50% +5.26% -11.63%
10th Percentile £11.25 £11.03 £11.65
90th Percentile £57.75 £58.75 £56.84
UK median hourly rate £17.50 £20.00 £18.00
% change year-on-year -12.50% +11.11% -16.28%

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 12 December 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 12 December 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 +80 141 £525 -2.33% 18
East of England +14 26 £550 -12.70%
Midlands +9 20 £538 +13.16% 1
East Midlands - 19 £525 -
South East -2 15 £600 +7.43% 3
North of England - 14 £613 - 5
South West - 7 £456 - 1
Yorkshire - 7 £613 - 3
North West - 6 £613 - 2
West Midlands -15 1 £550 +15.79% 1
North East - 1 - -
Amazon EMR
UK

For the 6 months to 12 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 England region with a requirement for Amazon EMR.

1 224 (100.00%) Amazon AWS
2 163 (72.77%) Python
3 139 (62.05%) Amazon S3
4 119 (53.13%) Hadoop
5 113 (50.45%) Amazon Redshift
6 111 (49.55%) Big Data
7 103 (45.98%) SQL
8 102 (45.54%) Analytics
8 102 (45.54%) Analytical Skills
9 99 (44.20%) Amazon EC2
10 97 (43.30%) Agile Software Development
11 88 (39.29%) Apache Hive
12 80 (35.71%) Apache Spark
13 74 (33.04%) Relational Database
14 73 (32.59%) NoSQL
15 71 (31.70%) ETL
16 68 (30.36%) Web Services
17 64 (28.57%) Linux
18 62 (27.68%) Java
19 61 (27.23%) Scala
20 57 (25.45%) Opscode Chef
21 56 (25.00%) Data Science
22 54 (24.11%) Amazon Aurora
23 53 (23.66%) DevOps
24 52 (23.21%) Serverless
24 52 (23.21%) Open Source
25 48 (21.43%) AWS Lambda
26 46 (20.54%) Cloudera
27 44 (19.64%) Machine Learning
27 44 (19.64%) Virtual Private Cloud

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 80 (35.71%) Apache Spark
2 16 (7.14%) Apache
3 6 (2.68%) Elasticsearch
4 5 (2.23%) Apache Pig
4 5 (2.23%) Apache Solr
4 5 (2.23%) SharePoint
5 4 (1.79%) Apache Airflow
6 3 (1.34%) Confluence
7 2 (0.89%) BizTalk Server
7 2 (0.89%) Cloud Foundry
7 2 (0.89%) Jupyter
7 2 (0.89%) Luigi
7 2 (0.89%) Oracle Workflow
8 1 (0.45%) Oracle SOA Suite
8 1 (0.45%) SAS
Applications
1 4 (1.79%) Microsoft Excel
2 1 (0.45%) SPSS
2 1 (0.45%) Stata
Business Applications
1 2 (0.89%) Dynamics AX
1 2 (0.89%) Dynamics CRM
1 2 (0.89%) Markit EDM
1 2 (0.89%) PolarLake
2 1 (0.45%) Oracle BPM
2 1 (0.45%) SAP MDG
2 1 (0.45%) SAP MDM
Cloud Services
1 224 (100.00%) Amazon AWS
2 139 (62.05%) Amazon S3
3 99 (44.20%) Amazon EC2
4 52 (23.21%) Serverless
5 48 (21.43%) AWS Lambda
6 44 (19.64%) Virtual Private Cloud
7 41 (18.30%) Amazon Kinesis
8 36 (16.07%) Amazon Glacier
9 18 (8.04%) Amazon CloudWatch
9 18 (8.04%) AWS CloudFormation
10 17 (7.59%) Microsoft Azure
11 13 (5.80%) Amazon ELB
11 13 (5.80%) Google Cloud Platform
12 9 (4.02%) Route 53
13 8 (3.57%) Amazon SQS
14 6 (2.68%) AWS CloudTrail
14 6 (2.68%) Cloud Computing
14 6 (2.68%) GitHub
15 5 (2.23%) AWS Elastic Beanstalk
15 5 (2.23%) CloudFront
Communications & Networking
1 8 (3.57%) HTTP
1 8 (3.57%) SSL
1 8 (3.57%) TCP/IP
2 5 (2.23%) VPN
3 2 (0.89%) DSL
Database & Business Intelligence
1 119 (53.13%) Hadoop
2 113 (50.45%) Amazon Redshift
3 111 (49.55%) Big Data
4 88 (39.29%) Apache Hive
5 74 (33.04%) Relational Database
6 73 (32.59%) NoSQL
7 54 (24.11%) Amazon Aurora
8 36 (16.07%) Data Warehouse
9 30 (13.39%) Amazon RDS
9 30 (13.39%) MySQL
9 30 (13.39%) PostgreSQL
10 27 (12.05%) Amazon Athena
11 22 (9.82%) HBase
12 17 (7.59%) Impala
13 16 (7.14%) Data Lake
14 15 (6.70%) Presto
15 13 (5.80%) RDBMS
15 13 (5.80%) SQL Server
16 12 (5.36%) Amazon DynamoDB
17 11 (4.91%) Apache Cassandra
Development Applications
1 32 (14.29%) Jenkins
2 18 (8.04%) Git (software)
3 13 (5.80%) JIRA
4 9 (4.02%) GitLab
5 6 (2.68%) Maven
5 6 (2.68%) RStudio
6 5 (2.23%) Eclipse
7 4 (1.79%) Bitbucket
7 4 (1.79%) Cucumber
8 3 (1.34%) Gradle
8 3 (1.34%) Selenium
8 3 (1.34%) Subversion
8 3 (1.34%) TeamCity
8 3 (1.34%) TestRail
9 2 (0.89%) gulp
9 2 (0.89%) Protractor
9 2 (0.89%) Sonatype Nexus
9 2 (0.89%) Team Foundation Server
9 2 (0.89%) Visual Studio Team System
10 1 (0.45%) JProfiler
General
1 34 (15.18%) Finance
2 8 (3.57%) Marketing
2 8 (3.57%) Publishing
3 5 (2.23%) Banking
3 5 (2.23%) Pharmaceutical
4 4 (1.79%) Legal
5 3 (1.34%) Retail
6 2 (0.89%) Back Office
6 2 (0.89%) Front Office
7 1 (0.45%) Electronics
7 1 (0.45%) Games
7 1 (0.45%) Manufacturing
7 1 (0.45%) Telecoms
Job Titles
1 80 (35.71%) Data Engineer
2 58 (25.89%) AWS Engineer
3 32 (14.29%) DevOps Engineer
4 30 (13.39%) Developer
5 27 (12.05%) Data Scientist
6 26 (11.61%) Cloud Engineer
7 23 (10.27%) AWS DevOps
8 22 (9.82%) Big Data Engineer
9 20 (8.93%) Architect
9 20 (8.93%) AWS DevOps Engineer
10 14 (6.25%) AWS Architect
10 14 (6.25%) AWS Developer
11 11 (4.91%) Python Engineer
12 9 (4.02%) Lead Developer
13 8 (3.57%) Senior Data Engineer
14 7 (3.13%) Data Architect
14 7 (3.13%) Database Engineer
14 7 (3.13%) Hadoop Engineer
14 7 (3.13%) Senior Data Scientist
15 6 (2.68%) Analyst
Libraries, Frameworks & Software Standards
1 68 (30.36%) Web Services
2 28 (12.50%) PySpark
3 22 (9.82%) Kafka
4 19 (8.48%) MLlib
5 17 (7.59%) TensorFlow
5 17 (7.59%) Theano
5 17 (7.59%) Torch
6 13 (5.80%) JSON
7 12 (5.36%) Lambda Expressions
8 11 (4.91%) .NET
9 9 (4.02%) Apache Camel
9 9 (4.02%) Node.js
9 9 (4.02%) REST
9 9 (4.02%) SOAP
10 7 (3.13%) HTML
10 7 (3.13%) Spring
11 6 (2.68%) AngularJS
12 5 (2.23%) Apache Commons
12 5 (2.23%) Guava
12 5 (2.23%) scikit-learn
Miscellaneous
1 102 (45.54%) Analytical Skills
2 32 (14.29%) Algorithms
3 13 (5.80%) Greenfield Project
4 10 (4.46%) Fintech
5 7 (3.13%) Linux Command Line
6 6 (2.68%) Self-Motivation
7 4 (1.79%) Clustering
7 4 (1.79%) Over-the-Top Content
8 3 (1.34%) Data Centre
8 3 (1.34%) Replication
9 2 (0.89%) Data Structures
9 2 (0.89%) Derivative
9 2 (0.89%) e-Health
9 2 (0.89%) Enterprise Software
9 2 (0.89%) Equities
9 2 (0.89%) Fixed Income
9 2 (0.89%) Foreign Exchange (FX)
9 2 (0.89%) LIMS
9 2 (0.89%) PACS
10 1 (0.45%) Management Information System
Operating Systems
1 64 (28.57%) Linux
2 27 (12.05%) Unix
3 15 (6.70%) Red Hat Enterprise Linux
4 10 (4.46%) Ubuntu
5 9 (4.02%) Windows
6 1 (0.45%) CentOS
6 1 (0.45%) Windows Server
Processes & Methodologies
1 102 (45.54%) Analytics
2 97 (43.30%) Agile Software Development
3 71 (31.70%) ETL
4 56 (25.00%) Data Science
5 53 (23.66%) DevOps
6 52 (23.21%) Open Source
7 44 (19.64%) Machine Learning
8 35 (15.63%) Data Analytics
9 31 (13.84%) Statistical Modelling
10 29 (12.95%) Scrum
11 27 (12.05%) Business Intelligence
11 27 (12.05%) Deep Learning
11 27 (12.05%) Predictive Analytics
12 26 (11.61%) Performance Optimisation
13 24 (10.71%) MapReduce
14 21 (9.38%) Data Analysis
14 21 (9.38%) Software Engineering
15 18 (8.04%) Business Continuity
15 18 (8.04%) OO
15 18 (8.04%) Task Automation
Programming Languages
1 163 (72.77%) Python
2 103 (45.98%) SQL
3 62 (27.68%) Java
4 61 (27.23%) Scala
5 18 (8.04%) Bash Shell
6 11 (4.91%) R
7 10 (4.46%) JavaScript
8 9 (4.02%) C++
9 7 (3.13%) C
10 6 (2.68%) C#
10 6 (2.68%) Perl
11 5 (2.23%) AWK
11 5 (2.23%) sed
11 5 (2.23%) Shell Script
12 4 (1.79%) PL/SQL
13 3 (1.34%) Go
13 3 (1.34%) Ruby
14 2 (0.89%) Groovy
14 2 (0.89%) Java 8
14 2 (0.89%) Korn
Qualifications
1 27 (12.05%) Degree
2 22 (9.82%) Master's Degree
3 10 (4.46%) PhD
4 4 (1.79%) AWS Certification
4 4 (1.79%) SC Cleared
4 4 (1.79%) Security Cleared
5 3 (1.34%) Computer Science Degree
6 2 (0.89%) TOGAF Certification
Quality Assurance & Compliance
1 7 (3.13%) QA
2 6 (2.68%) GDPR
3 4 (1.79%) Data Quality
4 2 (0.89%) HL7
5 1 (0.45%) PMO
System Software
1 31 (13.84%) Docker
2 10 (4.46%) HDFS
3 6 (2.68%) Apache Flume
4 5 (2.23%) Virtual Machines
5 3 (1.34%) Active Directory
5 3 (1.34%) Apache ZooKeeper
6 2 (0.89%) Virtual Servers
7 1 (0.45%) Terminal Server
Systems Management
1 57 (25.45%) Opscode Chef
2 41 (18.30%) Terraform
3 38 (16.96%) Ansible
4 19 (8.48%) Puppet
5 16 (7.14%) Kubernetes
6 10 (4.46%) Oozie
7 8 (3.57%) Docker Swarm
8 4 (1.79%) Nagios
8 4 (1.79%) Salt
8 4 (1.79%) ZABBIX
9 3 (1.34%) Packer
9 3 (1.34%) Prometheus
10 1 (0.45%) Grafana
10 1 (0.45%) Graphite
10 1 (0.45%) Hadoop YARN
10 1 (0.45%) Suricata
Vendors
1 46 (20.54%) Cloudera
2 43 (19.20%) Hortonworks
3 34 (15.18%) Splunk
4 22 (9.82%) Oracle
5 13 (5.80%) Talend
6 9 (4.02%) MicroStrategy
7 8 (3.57%) SAP
8 6 (2.68%) Tableau
9 5 (2.23%) Google
9 5 (2.23%) Informatica
10 2 (0.89%) Adobe
10 2 (0.89%) Bloomberg
10 2 (0.89%) CA Agile Central
10 2 (0.89%) IBM
10 2 (0.89%) Microsoft
10 2 (0.89%) Red Hat
10 2 (0.89%) Salesforce.com
11 1 (0.45%) Cisco
11 1 (0.45%) HP
11 1 (0.45%) Hyperion