Period
to 21 February 2019

The following table provides summary statistics for contract job vacancies advertised in the North West 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 21 February 2019 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)
England > North West
6 months to
21 Feb 2019
Same period 2018 Same period 2017
Rank 207 199 201
Rank change year-on-year -8 +2 -
Contract jobs citing Amazon EMR 10 1 10
As % of all contract IT jobs advertised in the North West 0.17% 0.019% 0.17%
As % of the Cloud Services category 0.73% 0.12% 1.52%
Number of daily rates quoted 7 1 7
North West median daily rate £575 £425 £575
Median daily rate % change year-on-year +35.29% -26.09% -
10th Percentile £485 £413 £500
90th Percentile £680 £438 £605
England median daily rate £525 £550 £525
% change year-on-year -4.55% +4.76% +16.67%
Number of hourly rates quoted 0 0 0
North West median hourly rate - - -
England 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 the North West with a requirement for cloud computing skills.

All Cloud Skills
North West
Contract vacancies with a requirement for cloud computing skills 1,374 822 658
As % of all contract IT jobs advertised in the North West 23.94% 15.28% 11.11%
Number of daily rates quoted 928 545 432
North West median daily rate £463 £438 £425
Median daily rate % change year-on-year +5.71% +2.94% -
10th Percentile £263 £263 £271
90th Percentile £675 £598 £588
England median daily rate £500 £475 £450
% change year-on-year +5.26% +5.56% +4.35%
Number of hourly rates quoted 54 18 8
North West median hourly rate £17.47 £14.46 £14.40
Median hourly rate % change year-on-year +20.78% +0.45% -55.71%
10th Percentile £12.83 £12.76 £10.88
90th Percentile £24.02 £30.40 £31.07
England median hourly rate £17.50 £20.00 £19.00
% change year-on-year -12.50% +5.26% -5.00%

Amazon EMR
Job Vacancy Trend in the North West

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

Job vacancy trend for Amazon EMR in the North West

Amazon EMR
Contractor Daily Rate Trend in the North West

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

Contractor daily rate trend for Amazon EMR in the North West

Amazon EMR
Contractor Daily Rate Histogram in the North West

The daily rate distribution of IT jobs citing Amazon EMR in the North West over the 6 months to 21 February 2019.

Contractor daily rate histogram for Amazon EMR in the North West

Amazon EMR
Contract Job Locations in the North West

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 North West region over the 6 months to 21 February 2019. 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
Manchester -2 4 £525 +23.53% 1
Cheshire - 4 £575 -
Merseyside - 1 £675 -
Amazon EMR
England

For the 6 months to 21 February 2019, 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 North West region with a requirement for Amazon EMR.

1 10 (100.00%) Amazon S3
1 10 (100.00%) Amazon AWS
2 9 (90.00%) Amazon EC2
3 7 (70.00%) Big Data
3 7 (70.00%) Apache Spark
4 6 (60.00%) Scala
4 6 (60.00%) Python
5 5 (50.00%) Hadoop
5 5 (50.00%) Apache Hive
6 4 (40.00%) Agile Software Development
6 4 (40.00%) Java
6 4 (40.00%) Serverless
6 4 (40.00%) AWS Lambda
7 3 (30.00%) Amazon Athena
7 3 (30.00%) SQL
7 3 (30.00%) Data Warehouse
7 3 (30.00%) Amazon CloudWatch
7 3 (30.00%) AWS CloudFormation
7 3 (30.00%) AWS CloudTrail
7 3 (30.00%) Amazon Kinesis
7 3 (30.00%) DevOps
7 3 (30.00%) Impala
7 3 (30.00%) Amazon SQS
7 3 (30.00%) Hortonworks
7 3 (30.00%) Cloudera
7 3 (30.00%) Amazon RDS
7 3 (30.00%) Amazon Redshift
8 2 (20.00%) Amazon DynamoDB
8 2 (20.00%) Amazon ELB
8 2 (20.00%) Elasticsearch

Amazon EMR
Co-occurring IT Skills in the North West 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 7 (70.00%) Apache Spark
2 2 (20.00%) Confluence
2 2 (20.00%) Elasticsearch
3 1 (10.00%) Apache
3 1 (10.00%) Apache Airflow
3 1 (10.00%) WebLogic
Cloud Services
1 10 (100.00%) Amazon AWS
1 10 (100.00%) Amazon S3
2 9 (90.00%) Amazon EC2
3 4 (40.00%) AWS Lambda
3 4 (40.00%) Serverless
4 3 (30.00%) Amazon CloudWatch
4 3 (30.00%) Amazon Kinesis
4 3 (30.00%) Amazon SQS
4 3 (30.00%) AWS CloudFormation
4 3 (30.00%) AWS CloudTrail
5 2 (20.00%) Amazon ELB
5 2 (20.00%) AWS Elastic Beanstalk
5 2 (20.00%) Virtual Private Cloud
6 1 (10.00%) Akamai
6 1 (10.00%) AWS Data Pipeline
Communications & Networking
1 2 (20.00%) VPN
2 1 (10.00%) DNS
2 1 (10.00%) Firewall
Database & Business Intelligence
1 7 (70.00%) Big Data
2 5 (50.00%) Apache Hive
2 5 (50.00%) Hadoop
3 3 (30.00%) Amazon Athena
3 3 (30.00%) Amazon RDS
3 3 (30.00%) Amazon Redshift
3 3 (30.00%) Data Warehouse
3 3 (30.00%) Impala
4 2 (20.00%) Amazon DynamoDB
4 2 (20.00%) Apache Cassandra
4 2 (20.00%) Electronic Patient Records
4 2 (20.00%) NoSQL
4 2 (20.00%) SQL Server Integration Services
5 1 (10.00%) Data Lake
Development Applications
1 2 (20.00%) JIRA
2 1 (10.00%) Atlassian Bamboo
2 1 (10.00%) Jenkins
2 1 (10.00%) Maven
2 1 (10.00%) Subversion
Job Titles
1 7 (70.00%) Data Engineer
2 4 (40.00%) AWS Engineer
Libraries, Frameworks & Software Standards
1 2 (20.00%) Kafka
1 2 (20.00%) Web Services
2 1 (10.00%) boto
2 1 (10.00%) HTML
2 1 (10.00%) JSON
2 1 (10.00%) YAML
Miscellaneous
1 1 (10.00%) Linux Command Line
1 1 (10.00%) Self-Motivation
Operating Systems
1 2 (20.00%) Windows
2 1 (10.00%) Linux
2 1 (10.00%) Windows Server 2008
2 1 (10.00%) Windows Server 2012
Processes & Methodologies
1 4 (40.00%) Agile Software Development
2 3 (30.00%) DevOps
3 2 (20.00%) Data Security
3 2 (20.00%) ETL
3 2 (20.00%) ETL Development
3 2 (20.00%) ITIL
3 2 (20.00%) Migration
4 1 (10.00%) Continuous Delivery
4 1 (10.00%) Deployment Automation
4 1 (10.00%) High Availability
4 1 (10.00%) Mentoring
4 1 (10.00%) Performance Monitoring
4 1 (10.00%) Performance Tuning
4 1 (10.00%) Scaled Agile Framework
4 1 (10.00%) Scrum
4 1 (10.00%) Test Automation
Programming Languages
1 6 (60.00%) Python
1 6 (60.00%) Scala
2 4 (40.00%) Java
3 3 (30.00%) SQL
4 1 (10.00%) Perl
4 1 (10.00%) PowerShell
4 1 (10.00%) WebLogic Scripting Tool
Qualifications
1 2 (20.00%) AWS Certification
System Software
1 2 (20.00%) Active Directory
2 1 (10.00%) Docker
2 1 (10.00%) Virtual Machines
Systems Management
1 2 (20.00%) Opscode Chef
1 2 (20.00%) Terraform
2 1 (10.00%) Docker Swarm
2 1 (10.00%) Kubernetes
2 1 (10.00%) Puppet
2 1 (10.00%) Salt
Vendors
1 3 (30.00%) Cloudera
1 3 (30.00%) Hortonworks
2 1 (10.00%) AppDynamics
2 1 (10.00%) Oracle