Period
to 20 April 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 20 April 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
20 Apr 2018
Same period 2017 Same period 2016
Rank 1009 1098 1205
Rank change year-on-year +89 +107 +16
Permanent jobs citing Amazon EMR 194 73 83
As % of all permanent IT jobs advertised in the UK 0.11% 0.042% 0.041%
As % of the Cloud Services category 0.50% 0.28% 0.36%
Number of salaries quoted 176 66 62
UK median annual salary £72,500 £70,000 £80,000
Median salary % change year-on-year +3.57% -12.50% +28.00%
10th Percentile £47,500 £44,375 £43,750
90th Percentile £100,000 £115,000 £104,500
UK excluding London median annual salary £55,000 £65,000 £43,750
% change year-on-year -15.38% +48.57% -27.08%

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 39,110 25,868 22,851
As % of all permanent IT jobs advertised in the UK 22.03% 14.99% 11.17%
Number of salaries quoted 32,089 21,614 19,296
UK median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,000 £28,287 £28,000
90th Percentile £82,500 £80,000 £78,750
UK excluding London median annual salary £45,000 £45,000 £45,000

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 20 April 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 20 April 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 +111 189 £72,500 +3.57% 22
London +39 115 £85,000 +9.68% 14
UK excluding London +50 77 £55,000 -15.38% 9
South West +29 45 £50,000 +57.97% 3
East of England - 21 £72,500 - 1
South East +7 7 £57,500 -31.55% 2
Scotland -37 3 £62,000 - 1
North of England -2 1 £50,000 +33.33% 1
North West -14 1 £50,000 +33.33%

For the 6 months to 20 April 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.

1 194 (100.00%) Amazon AWS
2 149 (76.80%) Apache Spark
3 144 (74.23%) Python
4 131 (67.53%) Big Data
5 122 (62.89%) Hadoop
6 115 (59.28%) Amazon Redshift
7 108 (55.67%) Scala
8 104 (53.61%) Amazon Kinesis
9 102 (52.58%) Java
10 91 (46.91%) SQL
11 88 (45.36%) Analytics
12 86 (44.33%) ETL
13 74 (38.14%) DevOps
14 73 (37.63%) Agile Software Development
15 72 (37.11%) Kafka
16 71 (36.60%) Open Source
17 67 (34.54%) Amazon Athena
18 62 (31.96%) Elasticsearch
18 62 (31.96%) Microsoft Azure
19 61 (31.44%) Impala
20 59 (30.41%) NoSQL
21 58 (29.90%) Apache Hive
21 58 (29.90%) MapReduce
21 58 (29.90%) Amazon S3
22 55 (28.35%) Docker
23 51 (26.29%) AWS Lambda
23 51 (26.29%) Serverless
24 49 (25.26%) HDFS
25 47 (24.23%) Machine Learning
26 45 (23.20%) Data Science

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
1 149 (76.80%) Apache Spark
2 62 (31.96%) Elasticsearch
3 32 (16.49%) Apache Pig
4 19 (9.79%) Apache
5 14 (7.22%) Apache Solr
6 6 (3.09%) Apache Airflow
7 5 (2.58%) Jetty
7 5 (2.58%) nginx
7 5 (2.58%) Tomcat
8 4 (2.06%) SAS
9 1 (0.52%) Jupyter
9 1 (0.52%) Luigi
9 1 (0.52%) NServiceBus
Applications
1 3 (1.55%) SPSS
2 1 (0.52%) Weka
Cloud Services
1 194 (100.00%) Amazon AWS
2 104 (53.61%) Amazon Kinesis
3 62 (31.96%) Microsoft Azure
4 58 (29.90%) Amazon S3
5 51 (26.29%) AWS Lambda
5 51 (26.29%) Serverless
6 34 (17.53%) GitHub
7 19 (9.79%) Amazon CloudWatch
8 18 (9.28%) Amazon EC2
8 18 (9.28%) Amazon SQS
8 18 (9.28%) Virtual Private Cloud
9 17 (8.76%) AWS CloudTrail
9 17 (8.76%) Route 53
10 15 (7.73%) Google Cloud Platform
11 7 (3.61%) AWS CloudFormation
11 7 (3.61%) Cloud Computing
11 7 (3.61%) IBM Cloud
12 4 (2.06%) Datadog
13 3 (1.55%) Amazon Kinesis Data Analytics
13 3 (1.55%) AWS Data Pipeline
Communications & Networking
1 17 (8.76%) VPN
2 6 (3.09%) DAB
3 2 (1.03%) Internet
4 1 (0.52%) MQTT
Database & Business Intelligence
1 131 (67.53%) Big Data
2 122 (62.89%) Hadoop
3 115 (59.28%) Amazon Redshift
4 67 (34.54%) Amazon Athena
5 61 (31.44%) Impala
6 59 (30.41%) NoSQL
7 58 (29.90%) Apache Hive
8 44 (22.68%) HBase
9 40 (20.62%) Apache Cassandra
10 39 (20.10%) Data Warehouse
11 38 (19.59%) BigQuery
12 34 (17.53%) Parquet
13 30 (15.46%) Spotfire
14 28 (14.43%) PostgreSQL
14 28 (14.43%) Sqoop
15 26 (13.40%) Presto
16 25 (12.89%) Power BI
17 19 (9.79%) Amazon QuickSight
18 17 (8.76%) Amazon RDS
19 16 (8.25%) Redis
Development Applications
1 35 (18.04%) JIRA
2 22 (11.34%) Jenkins
3 9 (4.64%) GitLab
4 7 (3.61%) Atlassian Bamboo
4 7 (3.61%) Git (software)
4 7 (3.61%) Vagrant
5 5 (2.58%) Gradle
5 5 (2.58%) Selenium
5 5 (2.58%) Sonatype Nexus
5 5 (2.58%) Subversion
6 2 (1.03%) GoCD
General
1 23 (11.86%) Electronics
2 18 (9.28%) Finance
3 14 (7.22%) Advertising
4 12 (6.19%) Retail
5 7 (3.61%) Banking
6 6 (3.09%) Manufacturing
7 5 (2.58%) Marketing
8 4 (2.06%) Telecoms
9 2 (1.03%) Digital Economy
9 2 (1.03%) Music Industry
9 2 (1.03%) Pharmaceutical
10 1 (0.52%) Games
10 1 (0.52%) Legal
10 1 (0.52%) Retail Banking
Job Titles
1 77 (39.69%) Data Engineer
2 53 (27.32%) AWS Engineer
3 38 (19.59%) Architect
4 33 (17.01%) Data Architect
5 32 (16.49%) Senior Data Engineer
6 29 (14.95%) DevOps Engineer
7 26 (13.40%) Big Data Architect
8 23 (11.86%) Hadoop Engineer
9 22 (11.34%) Senior Hadoop Engineer
10 20 (10.31%) AWS DevOps
10 20 (10.31%) AWS DevOps Engineer
10 20 (10.31%) Big Data Engineer
10 20 (10.31%) Technical Leader
11 19 (9.79%) Developer
11 19 (9.79%) Technical Architect
12 15 (7.73%) Cloud Architect
12 15 (7.73%) Data Analytics Architect
13 13 (6.70%) Cloud Engineer
14 10 (5.15%) AWS Developer
14 10 (5.15%) Software Engineer
Libraries, Frameworks & Software Standards
1 72 (37.11%) Kafka
2 35 (18.04%) MLlib
2 35 (18.04%) Pandas
3 29 (14.95%) Elastic Stack
4 27 (13.92%) .NET
5 19 (9.79%) Web Services
6 17 (8.76%) Apache Avro
7 13 (6.70%) AngularJS
8 11 (5.67%) Apache Thrift
8 11 (5.67%) Natural Language Processing
8 11 (5.67%) PostGIS
8 11 (5.67%) Protocol Buffers
9 10 (5.15%) JSON
9 10 (5.15%) Lucene
10 9 (4.64%) XML
11 8 (4.12%) RabbitMQ
11 8 (4.12%) React
11 8 (4.12%) RESTful
11 8 (4.12%) Samza
12 7 (3.61%) Spark Streaming
Miscellaneous
1 40 (20.62%) Clustering
2 27 (13.92%) User Experience
3 21 (10.82%) Algorithms
4 15 (7.73%) Computer Science
5 14 (7.22%) Internet of Things
6 13 (6.70%) Fintech
6 13 (6.70%) Tandem
7 10 (5.15%) Analytical Skills
8 6 (3.09%) Hedge funds
9 5 (2.58%) Enterprise Software
9 5 (2.58%) Linked Data
10 3 (1.55%) Blog
10 3 (1.55%) Cloud Native
10 3 (1.55%) Data Centre
10 3 (1.55%) Greenfield Project
11 2 (1.03%) Life Science
11 2 (1.03%) Linux Command Line
11 2 (1.03%) Social Media
12 1 (0.52%) Data Structures
12 1 (0.52%) Marketing Technology
Operating Systems
1 40 (20.62%) Linux
2 7 (3.61%) Unix
3 6 (3.09%) Ubuntu
4 4 (2.06%) Windows
5 3 (1.55%) Debian
6 2 (1.03%) Android
6 2 (1.03%) Apple iOS
Processes & Methodologies
1 88 (45.36%) Analytics
2 86 (44.33%) ETL
3 74 (38.14%) DevOps
4 73 (37.63%) Agile Software Development
5 71 (36.60%) Open Source
6 58 (29.90%) MapReduce
7 47 (24.23%) Machine Learning
8 45 (23.20%) Data Science
9 42 (21.65%) Business Intelligence
9 42 (21.65%) Visualisation
10 41 (21.13%) Artificial Intelligence
10 41 (21.13%) Data Engineering
10 41 (21.13%) Scrum
11 39 (20.10%) Software Engineering
12 34 (17.53%) Coaching
12 34 (17.53%) Continuous Delivery
12 34 (17.53%) Data Visualisation
13 33 (17.01%) Data Analytics
14 21 (10.82%) Data Modelling
15 20 (10.31%) TDD
Programming Languages
1 144 (74.23%) Python
2 108 (55.67%) Scala
3 102 (52.58%) Java
4 91 (46.91%) SQL
5 44 (22.68%) C#
6 19 (9.79%) JavaScript
7 17 (8.76%) Ruby
8 13 (6.70%) R
9 11 (5.67%) C++
10 9 (4.64%) Bash Shell
10 9 (4.64%) Perl
11 8 (4.12%) C
11 8 (4.12%) Java 8
12 5 (2.58%) CoffeeScript
12 5 (2.58%) F#
12 5 (2.58%) PHP
13 3 (1.55%) Shell Script
14 1 (0.52%) Go
14 1 (0.52%) MATLAB
14 1 (0.52%) T-SQL
Qualifications
1 18 (9.28%) AWS Certification
2 11 (5.67%) Degree
3 7 (3.61%) Computer Science Degree
4 5 (2.58%) Master's Degree
4 5 (2.58%) Security Cleared
5 3 (1.55%) TOGAF Certification
6 2 (1.03%) PhD
7 1 (0.52%) DV Cleared
Quality Assurance & Compliance
1 15 (7.73%) QA
2 5 (2.58%) GCP
3 4 (2.06%) GDPR
4 3 (1.55%) Data Quality
System Software
1 55 (28.35%) Docker
2 49 (25.26%) HDFS
3 26 (13.40%) Apache Flume
4 11 (5.67%) Apache ZooKeeper
5 7 (3.61%) VirtualBox
Systems Management
1 37 (19.07%) Ansible
2 25 (12.89%) Oozie
3 23 (11.86%) Mesos
4 20 (10.31%) Hadoop YARN
5 14 (7.22%) Terraform
6 12 (6.19%) Kibana
7 11 (5.67%) Kubernetes
7 11 (5.67%) logstash
8 10 (5.15%) Opscode Chef
9 7 (3.61%) Docker Swarm
10 6 (3.09%) Prometheus
11 5 (2.58%) Graphite
12 4 (2.06%) Grafana
13 3 (1.55%) Puppet
14 2 (1.03%) Systems Management Server (SMS)
15 1 (0.52%) Consul
15 1 (0.52%) Simian Army
Vendors
1 33 (17.01%) Tableau
2 31 (15.98%) Atlassian
3 24 (12.37%) Cloudera
4 18 (9.28%) Talend
5 16 (8.25%) Hortonworks
5 16 (8.25%) SAP
6 14 (7.22%) Informatica
7 10 (5.15%) Google
8 9 (4.64%) IBM
9 7 (3.61%) Oracle
10 6 (3.09%) Cognizant
10 6 (3.09%) Salesforce.com
11 5 (2.58%) Teradata
12 4 (2.06%) MicroStrategy
13 3 (1.55%) Ab Initio
13 3 (1.55%) Actian
13 3 (1.55%) Cisco
13 3 (1.55%) Microsoft
13 3 (1.55%) ParAccel
13 3 (1.55%) Sybase