Period
to 24 November 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Amazon EMR skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Amazon EMR over the 6 months to 24 November 2017 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
24 Nov 2017
Same period 2016 Same period 2015
Rank 1069 1079 1224
Rank change year-on-year +10 +145 +27
Permanent jobs citing Amazon EMR 142 143 99
As % of all permanent IT jobs advertised in the UK 0.079% 0.076% 0.045%
As % of the Cloud Services category 0.42% 0.58% 0.48%
Number of salaries quoted 107 125 77
UK median annual salary £62,500 £75,000 £70,000
Median salary % change year-on-year -16.67% +7.14% +7.69%
10th Percentile £32,000 £46,500 £41,700
90th Percentile £106,250 £88,500 £85,500
UK excluding London median annual salary £50,000 £42,000 £79,500
% change year-on-year +19.05% -47.17% -0.63%

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

All Cloud Skills
UK
Permanent vacancies with a requirement for cloud computing skills 33961 24719 20493
As % of all permanent IT jobs advertised in the UK 18.85% 13.06% 9.37%
Number of salaries quoted 27954 20795 17007
UK median annual salary £51,500 £50,000 £50,000
Median salary % change year-on-year +3.00% - +5.26%
10th Percentile £27,500 £28,500 £27,500
90th Percentile £80,000 £80,000 £77,500
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +6.25%

Amazon EMR
Job Vacancy Trend

Job postings citing Amazon EMR as a percentage of all IT jobs advertised.

Job vacancy trend for Amazon EMR in the UK

Amazon EMR
Salary Trend

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Amazon EMR.

Salary trend for Amazon EMR in the UK

Amazon EMR
Salary Histogram

The salary distribution of IT jobs citing Amazon EMR over the 6 months to 24 November 2017.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 10 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon EMR within the UK over the 6 months to 24 November 2017. 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +41 139 £63,750 -15.00% 19
London -34 84 £70,000 -6.67% 17
UK excluding London +94 58 £50,000 +19.05% 2
South West - 18 £50,000 -
North of England +23 16 £27,500 -29.94%
North West -7 15 £27,500 -26.67%
East of England +22 13 £82,500 +87.50% 1
South East +61 8 £76,000 +44.76% 1
Scotland -6 3 £45,000 +12.50%
Yorkshire +20 1 £26,000 -48.00%

For the 6 months to 24 November 2017, IT jobs citing Amazon EMR also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Amazon EMR.

1 142 (100.00%) Amazon AWS
2 102 (71.83%) Java
3 90 (63.38%) Python
4 80 (56.34%) Analytics
4 80 (56.34%) Apache Spark
5 77 (54.23%) Agile Software Development
6 67 (47.18%) SQL
7 66 (46.48%) Hadoop
8 63 (44.37%) Big Data
9 61 (42.96%) Amazon Redshift
10 60 (42.25%) Open Source
11 57 (40.14%) DevOps
12 52 (36.62%) Scala
13 51 (35.92%) MapReduce
14 43 (30.28%) SQL Server
15 42 (29.58%) PostgreSQL
16 41 (28.87%) Linux
17 40 (28.17%) Apache
17 40 (28.17%) .NET
18 39 (27.46%) Apache Hive
18 39 (27.46%) Continuous Integration
18 39 (27.46%) Microservices
19 37 (26.06%) Amazon Kinesis
20 36 (25.35%) Amazon RDS
21 34 (23.94%) Elasticsearch
22 33 (23.24%) Docker
23 31 (21.83%) Machine Learning
24 30 (21.13%) NoSQL
24 30 (21.13%) C#
24 30 (21.13%) Oracle

Amazon EMR
Co-occurring IT Skills 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 (56.34%) Apache Spark
2 40 (28.17%) Apache
3 34 (23.94%) Elasticsearch
4 20 (14.08%) Apache Pig
5 13 (9.15%) Confluence
5 13 (9.15%) Oracle SOA Suite
6 10 (7.04%) SharePoint
7 9 (6.34%) Apache Solr
8 8 (5.63%) SAS
9 4 (2.82%) Jetty
9 4 (2.82%) nginx
9 4 (2.82%) Tomcat
10 2 (1.41%) JBoss
10 2 (1.41%) Jupyter
10 2 (1.41%) WebLogic
Applications
1 6 (4.23%) SPSS
2 1 (0.70%) Microsoft Office
Cloud Services
1 142 (100.00%) Amazon AWS
2 37 (26.06%) Amazon Kinesis
3 28 (19.72%) Amazon EC2
4 20 (14.08%) Amazon S3
5 19 (13.38%) AWS Lambda
6 18 (12.68%) Microsoft Azure
7 16 (11.27%) Serverless
8 15 (10.56%) AWS CloudFormation
9 14 (9.86%) GitHub
10 12 (8.45%) Amazon CloudWatch
11 9 (6.34%) Amazon SQS
12 8 (5.63%) Route 53
12 8 (5.63%) Virtual Private Cloud
13 7 (4.93%) AWS CloudTrail
13 7 (4.93%) Cloud Computing
14 4 (2.82%) Google Cloud Platform
15 3 (2.11%) AWS Elastic Beanstalk
15 3 (2.11%) CloudFront
15 3 (2.11%) Google Analytics
15 3 (2.11%) SaaS
Communications & Networking
1 7 (4.93%) VPN
2 5 (3.52%) HTTP
3 4 (2.82%) DAB
4 1 (0.70%) DNS
4 1 (0.70%) Firewall
4 1 (0.70%) FTP
4 1 (0.70%) Internet
4 1 (0.70%) MQTT
4 1 (0.70%) Software-Defined Networking
Database & Business Intelligence
1 66 (46.48%) Hadoop
2 63 (44.37%) Big Data
3 61 (42.96%) Amazon Redshift
4 43 (30.28%) SQL Server
5 42 (29.58%) PostgreSQL
6 39 (27.46%) Apache Hive
7 36 (25.35%) Amazon RDS
8 30 (21.13%) NoSQL
9 23 (16.20%) Apache Cassandra
10 22 (15.49%) Relational Database
11 21 (14.79%) MongoDB
12 19 (13.38%) HBase
12 19 (13.38%) Impala
13 18 (12.68%) BigQuery
13 18 (12.68%) Data Warehouse
14 17 (11.97%) Amazon DynamoDB
15 13 (9.15%) Sqoop
16 11 (7.75%) Redis
17 10 (7.04%) Power BI
17 10 (7.04%) Presto
Development Applications
1 23 (16.20%) Jenkins
2 22 (15.49%) JIRA
3 16 (11.27%) Git (software)
4 12 (8.45%) Bitbucket
5 8 (5.63%) Selenium
6 6 (4.23%) Gradle
6 6 (4.23%) Subversion
7 4 (2.82%) Talend Open Studio
8 2 (1.41%) Ant
8 2 (1.41%) Atlassian Bamboo
8 2 (1.41%) HP UFT
8 2 (1.41%) IBM UrbanCode
8 2 (1.41%) Maven
8 2 (1.41%) TeamCity
8 2 (1.41%) TestComplete
9 1 (0.70%) SonarQube
9 1 (0.70%) Sonatype Nexus
9 1 (0.70%) SQL Server Management Studio (SSMS)
9 1 (0.70%) Vagrant
9 1 (0.70%) webpack
General
1 21 (14.79%) Finance
2 16 (11.27%) Retail
3 8 (5.63%) Electronics
4 7 (4.93%) Banking
5 6 (4.23%) Telecoms
6 3 (2.11%) Digital Economy
6 3 (2.11%) Legal
6 3 (2.11%) Publishing
7 2 (1.41%) Marketing
8 1 (0.70%) Games
8 1 (0.70%) Manufacturing
Job Titles
1 29 (20.42%) Developer
2 23 (16.20%) Data Engineer
3 18 (12.68%) DBA
3 18 (12.68%) Java Developer
4 14 (9.86%) AWS Engineer
4 14 (9.86%) C# Developer
4 14 (9.86%) Scala Developer
5 13 (9.15%) Architect
5 13 (9.15%) DevOps Engineer
6 12 (8.45%) Apache Spark Developer
7 11 (7.75%) Java Scala Developer
7 11 (7.75%) Junior
7 11 (7.75%) Junior C# Developer
7 11 (7.75%) Junior Developer
7 11 (7.75%) Junior Java Developer
7 11 (7.75%) Software Engineer
8 10 (7.04%) Data Manager
9 9 (6.34%) Data Architect
9 9 (6.34%) Lead Architect
9 9 (6.34%) SQL DBA
Libraries, Frameworks & Software Standards
1 40 (28.17%) .NET
2 28 (19.72%) Web Services
3 21 (14.79%) Kafka
4 14 (9.86%) Pandas
5 13 (9.15%) MLlib
6 12 (8.45%) RESTful
6 12 (8.45%) scikit-learn
7 11 (7.75%) Elastic Stack
8 10 (7.04%) AngularJS
9 9 (6.34%) Natural Language Processing
9 9 (6.34%) TensorFlow
10 8 (5.63%) React
11 7 (4.93%) Apache Thrift
11 7 (4.93%) JSON
11 7 (4.93%) PostGIS
11 7 (4.93%) Protocol Buffers
11 7 (4.93%) Spring
11 7 (4.93%) XML
12 6 (4.23%) Dropwizard
13 5 (3.52%) Lambda Expressions
Miscellaneous
1 28 (19.72%) Computer Science
2 18 (12.68%) Data Structures
3 13 (9.15%) Clustering
3 13 (9.15%) User Experience
4 11 (7.75%) Analytical Skills
5 9 (6.34%) Algorithms
5 9 (6.34%) Internet of Things
6 7 (4.93%) Foreign Exchange (FX)
7 4 (2.82%) Fintech
7 4 (2.82%) Greenfield Project
7 4 (2.82%) Hedge funds
7 4 (2.82%) Linked Data
8 3 (2.11%) PDA
9 1 (0.70%) Augmented Reality
9 1 (0.70%) Client/Server
9 1 (0.70%) Replication
Operating Systems
1 41 (28.87%) Linux
2 18 (12.68%) Windows
2 18 (12.68%) Windows Server
3 3 (2.11%) Android
3 3 (2.11%) Apple iOS
3 3 (2.11%) Unix
Processes & Methodologies
1 80 (56.34%) Analytics
2 77 (54.23%) Agile Software Development
3 60 (42.25%) Open Source
4 57 (40.14%) DevOps
5 51 (35.92%) MapReduce
6 39 (27.46%) Continuous Integration
6 39 (27.46%) Microservices
7 31 (21.83%) Machine Learning
8 30 (21.13%) ETL
9 29 (20.42%) Test Automation
10 28 (19.72%) Data Migration
10 28 (19.72%) Migration
10 28 (19.72%) Scrum
11 26 (18.31%) Business Intelligence
12 23 (16.20%) Continuous Delivery
12 23 (16.20%) Data Analytics
12 23 (16.20%) Software Engineering
12 23 (16.20%) Visualisation
13 22 (15.49%) SOA
14 19 (13.38%) Data Visualisation
Programming Languages
1 102 (71.83%) Java
2 90 (63.38%) Python
3 67 (47.18%) SQL
4 52 (36.62%) Scala
5 30 (21.13%) C#
6 22 (15.49%) JavaScript
7 16 (11.27%) Ruby
8 15 (10.56%) Clojure
8 15 (10.56%) Haskell
9 14 (9.86%) R
10 9 (6.34%) Bash Shell
10 9 (6.34%) Perl
11 7 (4.93%) PHP
12 4 (2.82%) C++
13 3 (2.11%) CoffeeScript
13 3 (2.11%) F#
13 3 (2.11%) Shell Script
14 2 (1.41%) Go
14 2 (1.41%) PowerShell
15 1 (0.70%) PL/SQL
Qualifications
1 24 (16.90%) Degree
2 23 (16.20%) Computer Science Degree
3 16 (11.27%) Master's Degree
4 5 (3.52%) AWS Certification
5 1 (0.70%) PhD
Quality Assurance & Compliance
1 4 (2.82%) Data Quality
1 4 (2.82%) QA
2 2 (1.41%) GCP
3 1 (0.70%) GDPR
System Software
1 33 (23.24%) Docker
2 13 (9.15%) Apache Flume
3 10 (7.04%) HDFS
4 5 (3.52%) Apache ZooKeeper
5 1 (0.70%) LXC
Systems Management
1 16 (11.27%) Ansible
2 11 (7.75%) Opscode Chef
3 9 (6.34%) Hadoop YARN
4 7 (4.93%) Kibana
4 7 (4.93%) logstash
5 6 (4.23%) Nagios
6 5 (3.52%) Oozie
6 5 (3.52%) Puppet
7 3 (2.11%) Graphite
7 3 (2.11%) Mesos
7 3 (2.11%) Terraform
8 1 (0.70%) Packer
Vendors
1 30 (21.13%) Oracle
2 20 (14.08%) Tableau
3 19 (13.38%) Atlassian
4 16 (11.27%) Cloudera
5 15 (10.56%) Cognizant
6 9 (6.34%) Google
6 9 (6.34%) Hortonworks
7 7 (4.93%) Microsoft
8 5 (3.52%) Informatica
8 5 (3.52%) Teradata
9 4 (2.82%) SAP
9 4 (2.82%) Talend
10 2 (1.41%) CA Agile Central
10 2 (1.41%) LexisNexis
10 2 (1.41%) MapR
10 2 (1.41%) Splunk
11 1 (0.70%) Cadence
11 1 (0.70%) Netezza
11 1 (0.70%) Salesforce.com
11 1 (0.70%) Sun