Period
to 21 February 2018

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 21 February 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 1046 1075 1205
Rank change year-on-year +29 +130 +33
Permanent jobs citing Amazon EMR 142 112 73
As % of all permanent IT jobs advertised in the UK 0.081% 0.064% 0.035%
As % of the Cloud Services category 0.39% 0.46% 0.34%
Number of salaries quoted 127 93 59
UK median annual salary £70,000 £74,500 £60,000
Median salary % change year-on-year -6.04% +24.17% -
10th Percentile £47,500 £51,250 £41,200
90th Percentile £105,500 £87,250 £87,750
UK excluding London median annual salary £53,750 £40,000 £65,000
% change year-on-year +34.38% -38.46% +8.33%

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 36,425 24,506 21,562
As % of all permanent IT jobs advertised in the UK 20.66% 13.93% 10.35%
Number of salaries quoted 30,183 20,551 18,149
UK median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £28,250 £28,000 £27,500
90th Percentile £82,500 £80,000 £78,750
UK excluding London median annual salary £45,000 £45,000 £44,750
% change year-on-year - +0.56% +5.29%

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 21 February 2018.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 9 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 21 February 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
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
England +40 137 £72,500 -2.68% 27
London +2 78 £85,000 +13.33% 19
UK excluding London +43 63 £53,750 +34.38% 8
South West +43 37 £50,000 +57.97% 1
East of England - 13 £72,500 - 3
South East +11 8 £32,500 -50.00% 3
Scotland -39 4 £62,000 +55.00%
North of England -4 1 £50,000 +33.33% 1
North West -7 1 £50,000 +33.33% 1

For the 6 months to 21 February 2018, IT 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 permanent job ads with a requirement for Amazon EMR.

1 142 (100.00%) Amazon AWS
2 112 (78.87%) Python
3 98 (69.01%) Apache Spark
4 88 (61.97%) Java
5 83 (58.45%) Amazon Redshift
6 82 (57.75%) Big Data
7 79 (55.63%) Hadoop
8 77 (54.23%) Scala
8 77 (54.23%) Amazon Kinesis
9 64 (45.07%) SQL
10 62 (43.66%) Analytics
11 60 (42.25%) Agile Software Development
12 58 (40.85%) ETL
13 57 (40.14%) DevOps
14 56 (39.44%) Open Source
15 54 (38.03%) Elasticsearch
16 52 (36.62%) Apache Hive
17 51 (35.92%) MapReduce
18 46 (32.39%) Amazon Athena
19 45 (31.69%) Docker
19 45 (31.69%) Kafka
20 42 (29.58%) Impala
21 41 (28.87%) Data Science
22 38 (26.76%) HBase
23 36 (25.35%) Amazon S3
23 36 (25.35%) Microsoft Azure
23 36 (25.35%) Scrum
23 36 (25.35%) HDFS
24 35 (24.65%) Visualisation
25 34 (23.94%) AWS Lambda

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 98 (69.01%) Apache Spark
2 54 (38.03%) Elasticsearch
3 29 (20.42%) Apache Pig
4 21 (14.79%) Apache
5 12 (8.45%) Apache Solr
6 6 (4.23%) SAS
7 4 (2.82%) Jetty
7 4 (2.82%) nginx
7 4 (2.82%) Tomcat
8 3 (2.11%) Apache Airflow
9 1 (0.70%) Confluence
9 1 (0.70%) JBoss
9 1 (0.70%) Luigi
9 1 (0.70%) WebLogic
Applications
1 5 (3.52%) SPSS
2 1 (0.70%) Weka
Cloud Services
1 142 (100.00%) Amazon AWS
2 77 (54.23%) Amazon Kinesis
3 36 (25.35%) Amazon S3
3 36 (25.35%) Microsoft Azure
4 34 (23.94%) AWS Lambda
4 34 (23.94%) Serverless
5 29 (20.42%) GitHub
6 24 (16.90%) Amazon EC2
7 17 (11.97%) Amazon CloudWatch
7 17 (11.97%) Amazon SQS
7 17 (11.97%) Virtual Private Cloud
8 16 (11.27%) Route 53
9 15 (10.56%) AWS CloudTrail
10 12 (8.45%) AWS CloudFormation
11 9 (6.34%) Cloud Computing
12 3 (2.11%) Amazon Kinesis Data Analytics
12 3 (2.11%) Google Cloud Platform
12 3 (2.11%) PaaS
13 2 (1.41%) AWS Elastic Beanstalk
13 2 (1.41%) CloudFront
Communications & Networking
1 15 (10.56%) VPN
2 8 (5.63%) DAB
3 1 (0.70%) DNS
3 1 (0.70%) Firewall
3 1 (0.70%) MQTT
3 1 (0.70%) Software-Defined Networking
Database & Business Intelligence
1 83 (58.45%) Amazon Redshift
2 82 (57.75%) Big Data
3 79 (55.63%) Hadoop
4 52 (36.62%) Apache Hive
5 46 (32.39%) Amazon Athena
6 42 (29.58%) Impala
7 38 (26.76%) HBase
8 32 (22.54%) NoSQL
9 30 (21.13%) BigQuery
9 30 (21.13%) Data Warehouse
10 25 (17.61%) Parquet
11 24 (16.90%) Sqoop
12 21 (14.79%) Power BI
13 20 (14.08%) PostgreSQL
13 20 (14.08%) Presto
13 20 (14.08%) Spotfire
14 19 (13.38%) Apache Cassandra
15 18 (12.68%) Amazon RDS
16 13 (9.15%) Amazon DynamoDB
16 13 (9.15%) Relational Database
Development Applications
1 25 (17.61%) JIRA
2 17 (11.97%) Jenkins
3 6 (4.23%) Git (software)
4 5 (3.52%) Gradle
4 5 (3.52%) Selenium
4 5 (3.52%) Sonatype Nexus
4 5 (3.52%) Subversion
5 4 (2.82%) GitLab
6 2 (1.41%) GoCD
7 1 (0.70%) Ant
7 1 (0.70%) Atlassian Bamboo
7 1 (0.70%) Bitbucket
7 1 (0.70%) HP UFT
7 1 (0.70%) IBM UrbanCode
7 1 (0.70%) Maven
7 1 (0.70%) TeamCity
7 1 (0.70%) TestComplete
7 1 (0.70%) Vagrant
General
1 20 (14.08%) Electronics
2 16 (11.27%) Finance
3 7 (4.93%) Banking
3 7 (4.93%) Retail
3 7 (4.93%) Telecoms
4 3 (2.11%) Digital Economy
5 2 (1.41%) Games
5 2 (1.41%) Marketing
6 1 (0.70%) Legal
6 1 (0.70%) Manufacturing
6 1 (0.70%) Pharmaceutical
6 1 (0.70%) Retail Banking
Job Titles
1 46 (32.39%) Data Engineer
2 36 (25.35%) AWS Engineer
3 25 (17.61%) Architect
4 24 (16.90%) Senior Data Engineer
5 23 (16.20%) DevOps Engineer
6 20 (14.08%) Data Architect
6 20 (14.08%) Developer
7 16 (11.27%) Big Data Architect
8 15 (10.56%) Hadoop Engineer
9 14 (9.86%) AWS DevOps
9 14 (9.86%) AWS DevOps Engineer
9 14 (9.86%) Senior Hadoop Engineer
10 12 (8.45%) Technical Leader
11 11 (7.75%) Big Data Engineer
11 11 (7.75%) Software Engineer
11 11 (7.75%) Technical Architect
12 9 (6.34%) AWS Developer
12 9 (6.34%) Cloud Engineer
12 9 (6.34%) Cloud Software Engineer
12 9 (6.34%) Senior Cloud Engineer
Libraries, Frameworks & Software Standards
1 45 (31.69%) Kafka
2 27 (19.01%) MLlib
2 27 (19.01%) Pandas
3 24 (16.90%) Elastic Stack
4 20 (14.08%) Web Services
5 17 (11.97%) .NET
6 13 (9.15%) Natural Language Processing
7 12 (8.45%) AngularJS
7 12 (8.45%) Apache Thrift
7 12 (8.45%) PostGIS
7 12 (8.45%) Protocol Buffers
8 10 (7.04%) Apache Avro
9 9 (6.34%) React
9 9 (6.34%) XML
10 8 (5.63%) Lambda Expressions
10 8 (5.63%) Samza
11 7 (4.93%) JSON
11 7 (4.93%) Lucene
11 7 (4.93%) Node.js
11 7 (4.93%) Velocity
Miscellaneous
1 30 (21.13%) Clustering
2 25 (17.61%) User Experience
3 17 (11.97%) Computer Science
4 12 (8.45%) Fintech
4 12 (8.45%) Internet of Things
5 10 (7.04%) Analytical Skills
6 9 (6.34%) Algorithms
7 8 (5.63%) Hedge funds
7 8 (5.63%) Tandem
8 4 (2.82%) Greenfield Project
8 4 (2.82%) Linked Data
9 3 (2.11%) Cloud Native
9 3 (2.11%) Data Centre
9 3 (2.11%) Enterprise Software
10 2 (1.41%) Linux Command Line
11 1 (0.70%) Augmented Reality
11 1 (0.70%) Client/Server
11 1 (0.70%) Data Structures
Operating Systems
1 32 (22.54%) Linux
2 4 (2.82%) Unix
3 3 (2.11%) Android
3 3 (2.11%) Apple iOS
3 3 (2.11%) Ubuntu
4 1 (0.70%) Windows
Processes & Methodologies
1 62 (43.66%) Analytics
2 60 (42.25%) Agile Software Development
3 58 (40.85%) ETL
4 57 (40.14%) DevOps
5 56 (39.44%) Open Source
6 51 (35.92%) MapReduce
7 41 (28.87%) Data Science
8 36 (25.35%) Scrum
9 35 (24.65%) Visualisation
10 33 (23.24%) Business Intelligence
11 30 (21.13%) Continuous Delivery
11 30 (21.13%) Software Engineering
12 29 (20.42%) Data Visualisation
13 28 (19.72%) Machine Learning
14 27 (19.01%) Coaching
15 21 (14.79%) Data Analytics
16 18 (12.68%) Data Engineering
17 16 (11.27%) Load Balancing
18 15 (10.56%) TDD
19 14 (9.86%) Data Modelling
Programming Languages
1 112 (78.87%) Python
2 88 (61.97%) Java
3 77 (54.23%) Scala
4 64 (45.07%) SQL
5 33 (23.24%) C#
6 22 (15.49%) JavaScript
7 18 (12.68%) Ruby
8 12 (8.45%) R
9 11 (7.75%) Perl
10 9 (6.34%) Bash Shell
10 9 (6.34%) C++
11 7 (4.93%) PHP
12 6 (4.23%) C
13 5 (3.52%) CoffeeScript
13 5 (3.52%) F#
14 1 (0.70%) Go
14 1 (0.70%) GraphQL
14 1 (0.70%) PowerShell
14 1 (0.70%) Rust
14 1 (0.70%) Shell Script
Qualifications
1 14 (9.86%) AWS Certification
2 11 (7.75%) Degree
3 8 (5.63%) Computer Science Degree
4 4 (2.82%) Master's Degree
5 2 (1.41%) PhD
6 1 (0.70%) DV Cleared
6 1 (0.70%) Security Cleared
Quality Assurance & Compliance
1 11 (7.75%) QA
2 5 (3.52%) Data Quality
3 3 (2.11%) GDPR
4 2 (1.41%) GCP
System Software
1 45 (31.69%) Docker
2 36 (25.35%) HDFS
3 21 (14.79%) Apache Flume
4 9 (6.34%) Apache ZooKeeper
5 1 (0.70%) LXC
Systems Management
1 31 (21.83%) Ansible
2 18 (12.68%) Oozie
3 16 (11.27%) Hadoop YARN
3 16 (11.27%) Mesos
3 16 (11.27%) Opscode Chef
4 13 (9.15%) Kibana
5 12 (8.45%) logstash
6 6 (4.23%) Terraform
7 5 (3.52%) Graphite
7 5 (3.52%) Nagios
7 5 (3.52%) Puppet
8 3 (2.11%) Prometheus
9 1 (0.70%) Grafana
9 1 (0.70%) Kubernetes
9 1 (0.70%) Packer
9 1 (0.70%) Simian Army
9 1 (0.70%) Systems Management Server (SMS)
Vendors
1 26 (18.31%) Tableau
2 20 (14.08%) Atlassian
3 16 (11.27%) Cloudera
4 9 (6.34%) Hortonworks
4 9 (6.34%) Talend
5 8 (5.63%) SAP
6 7 (4.93%) Oracle
7 6 (4.23%) Microsoft
8 4 (2.82%) Informatica
8 4 (2.82%) Salesforce.com
8 4 (2.82%) Teradata
9 2 (1.41%) Cognizant
9 2 (1.41%) Google
9 2 (1.41%) MicroStrategy
10 1 (0.70%) Ab Initio
10 1 (0.70%) Cognos
10 1 (0.70%) Greenplum
10 1 (0.70%) Netezza
10 1 (0.70%) Splunk
10 1 (0.70%) Sybase