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

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
20 Jun 2018
Same period 2017 Same period 2016
Rank 995 1082 1183
Rank change year-on-year +87 +101 +16
Permanent jobs citing Amazon EMR 188 103 94
As % of all permanent IT jobs advertised in the UK 0.11% 0.060% 0.047%
As % of the Cloud Services category 0.48% 0.37% 0.40%
Number of salaries quoted 166 83 71
UK median annual salary £72,500 £67,500 £80,000
Median salary % change year-on-year +7.41% -15.63% +28.00%
10th Percentile £47,500 £26,250 £43,750
90th Percentile £100,000 £111,000 £120,000
UK excluding London median annual salary £60,000 £40,000 £44,000
% change year-on-year +50.00% -9.09% -26.67%

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 39,098 27,897 23,604
As % of all permanent IT jobs advertised in the UK 22.69% 16.19% 11.74%
Number of salaries quoted 31,853 23,165 19,890
UK median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,750 £28,000 £27,500
90th Percentile £85,000 £80,000 £78,750
UK excluding London median annual salary £46,500 £43,500 £44,000
% change year-on-year +6.90% -1.14% +3.53%

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 June 2018.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 11 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 June 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 +65 177 £72,500 +7.41% 29
London +43 121 £80,000 +18.52% 27
UK excluding London +21 65 £60,000 +50.00% 4
East of England +17 24 £72,500 -9.38% 1
South West +13 23 £50,000 +57.97%
Scotland - 9 £52,500 - 1
South East +2 7 £57,500 -31.55%
North of England -2 2 £42,500 +54.55%
Yorkshire +16 1 £35,000 +34.62%
North West -25 1 £50,000 +81.82%
Midlands - 1 £77,500 - 1

For the 6 months to 20 June 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.

1 188 (100.00%) Amazon AWS
2 156 (82.98%) Apache Spark
3 151 (80.32%) Big Data
4 131 (69.68%) Hadoop
5 125 (66.49%) Python
6 111 (59.04%) Amazon Redshift
7 98 (52.13%) Analytics
8 94 (50.00%) Amazon Kinesis
9 89 (47.34%) ETL
10 85 (45.21%) SQL
10 85 (45.21%) Scala
11 75 (39.89%) Kafka
11 75 (39.89%) Java
12 69 (36.70%) DevOps
13 66 (35.11%) Amazon S3
14 65 (34.57%) NoSQL
15 61 (32.45%) Microsoft Azure
15 61 (32.45%) Apache Hive
16 59 (31.38%) HDFS
17 58 (30.85%) Agile Software Development
18 55 (29.26%) Impala
19 53 (28.19%) Open Source
20 52 (27.66%) Amazon Athena
21 51 (27.13%) Serverless
21 51 (27.13%) AWS Lambda
22 44 (23.40%) HBase
22 44 (23.40%) Software Engineering
23 43 (22.87%) Data Engineering
23 43 (22.87%) Docker
23 43 (22.87%) Oozie

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
1 156 (82.98%) Apache Spark
2 37 (19.68%) Apache Pig
2 37 (19.68%) Elasticsearch
3 18 (9.57%) Apache
4 15 (7.98%) Apache Solr
5 10 (5.32%) SAS
6 8 (4.26%) Tomcat
7 7 (3.72%) NServiceBus
8 6 (3.19%) Apache Airflow
9 5 (2.66%) Jetty
9 5 (2.66%) nginx
10 3 (1.60%) WildFly
11 2 (1.06%) Luigi
12 1 (0.53%) Confluence
12 1 (0.53%) IIS
12 1 (0.53%) Jupyter
Applications
1 1 (0.53%) Microsoft Office
Cloud Services
1 188 (100.00%) Amazon AWS
2 94 (50.00%) Amazon Kinesis
3 66 (35.11%) Amazon S3
4 61 (32.45%) Microsoft Azure
5 51 (27.13%) AWS Lambda
5 51 (27.13%) Serverless
6 28 (14.89%) Amazon EC2
7 23 (12.23%) Google Cloud Platform
8 22 (11.70%) GitHub
9 17 (9.04%) Amazon SQS
10 15 (7.98%) IBM Cloud
11 12 (6.38%) Amazon CloudWatch
12 11 (5.85%) AWS CloudTrail
13 10 (5.32%) Route 53
13 10 (5.32%) Virtual Private Cloud
14 6 (3.19%) AWS CloudFormation
15 5 (2.66%) PaaS
16 4 (2.13%) Adobe Analytics
16 4 (2.13%) AWS Data Pipeline
16 4 (2.13%) Cloud Computing
Communications & Networking
1 10 (5.32%) VPN
2 4 (2.13%) DAB
3 3 (1.60%) Kerberos
4 2 (1.06%) Internet
5 1 (0.53%) Network Security
Database & Business Intelligence
1 151 (80.32%) Big Data
2 131 (69.68%) Hadoop
3 111 (59.04%) Amazon Redshift
4 65 (34.57%) NoSQL
5 61 (32.45%) Apache Hive
6 55 (29.26%) Impala
7 52 (27.66%) Amazon Athena
8 44 (23.40%) HBase
9 37 (19.68%) Sqoop
10 35 (18.62%) Apache Cassandra
11 33 (17.55%) Data Warehouse
12 32 (17.02%) Parquet
13 27 (14.36%) Amazon QuickSight
14 26 (13.83%) Amazon RDS
15 24 (12.77%) Spotfire
16 21 (11.17%) PostgreSQL
17 20 (10.64%) Neo4j
17 20 (10.64%) Presto
18 19 (10.11%) Power BI
19 18 (9.57%) BigQuery
Development Applications
1 35 (18.62%) Jenkins
2 25 (13.30%) JIRA
3 15 (7.98%) Atlassian Bamboo
3 15 (7.98%) Vagrant
4 10 (5.32%) Git (software)
5 8 (4.26%) GitLab
6 6 (3.19%) Selenium
6 6 (3.19%) Subversion
7 5 (2.66%) Gradle
8 4 (2.13%) Sonatype Nexus
9 1 (0.53%) GoCD
9 1 (0.53%) RStudio
9 1 (0.53%) SonarQube
General
1 17 (9.04%) Advertising
2 16 (8.51%) Finance
3 15 (7.98%) Retail
4 11 (5.85%) Manufacturing
5 10 (5.32%) Electronics
6 6 (3.19%) Marketing
7 3 (1.60%) Banking
8 2 (1.06%) Music Industry
9 1 (0.53%) Digital Economy
9 1 (0.53%) Games
9 1 (0.53%) Law
9 1 (0.53%) Pharmaceutical
9 1 (0.53%) Telecoms
Job Titles
1 79 (42.02%) Data Engineer
2 43 (22.87%) AWS Engineer
3 40 (21.28%) Architect
4 32 (17.02%) Data Architect
5 27 (14.36%) Big Data Engineer
6 26 (13.83%) Big Data Architect
7 25 (13.30%) DevOps Engineer
7 25 (13.30%) Senior Data Engineer
8 24 (12.77%) Hadoop Engineer
9 23 (12.23%) Technical Architect
10 20 (10.64%) AWS DevOps
10 20 (10.64%) AWS DevOps Engineer
10 20 (10.64%) Cloud Architect
11 18 (9.57%) Data Analytics Architect
11 18 (9.57%) Senior Hadoop Engineer
12 12 (6.38%) Developer
12 12 (6.38%) Technical Leader
13 10 (5.32%) Consultant
14 9 (4.79%) Azure DevOps
14 9 (4.79%) Azure Engineer
Libraries, Frameworks & Software Standards
1 75 (39.89%) Kafka
2 31 (16.49%) .NET
3 24 (12.77%) Pandas
3 24 (12.77%) Web Services
4 21 (11.17%) Apache Avro
4 21 (11.17%) Elastic Stack
4 21 (11.17%) MLlib
5 15 (7.98%) Spark Streaming
6 14 (7.45%) AngularJS
7 13 (6.91%) REST
8 11 (5.85%) RabbitMQ
9 10 (5.32%) Lucene
10 8 (4.26%) JSON
10 8 (4.26%) Natural Language Processing
10 8 (4.26%) Node.js
10 8 (4.26%) XML
11 7 (3.72%) Swagger
12 6 (3.19%) PostGIS
13 5 (2.66%) Apache Thrift
13 5 (2.66%) Protocol Buffers
Miscellaneous
1 27 (14.36%) Clustering
2 19 (10.11%) Algorithms
3 17 (9.04%) Fintech
4 15 (7.98%) Analytical Skills
4 15 (7.98%) Computer Science
5 12 (6.38%) User Experience
6 10 (5.32%) Tandem
7 9 (4.79%) Blog
8 5 (2.66%) Enterprise Software
8 5 (2.66%) Linked Data
9 4 (2.13%) Internet of Things
10 3 (1.60%) Analytical Mindset
10 3 (1.60%) Cloud Native
10 3 (1.60%) Data Centre
10 3 (1.60%) Greenfield Project
10 3 (1.60%) Hedge funds
10 3 (1.60%) Social Media
11 2 (1.06%) Life Science
12 1 (0.53%) Replication
12 1 (0.53%) Video on Demand
Operating Systems
1 41 (21.81%) Linux
2 8 (4.26%) Ubuntu
3 6 (3.19%) Unix
4 3 (1.60%) CentOS
4 3 (1.60%) Debian
4 3 (1.60%) Windows
5 1 (0.53%) Android
5 1 (0.53%) Apple iOS
Processes & Methodologies
1 98 (52.13%) Analytics
2 89 (47.34%) ETL
3 69 (36.70%) DevOps
4 58 (30.85%) Agile Software Development
5 53 (28.19%) Open Source
6 44 (23.40%) Software Engineering
7 43 (22.87%) Data Engineering
8 41 (21.81%) Machine Learning
9 39 (20.74%) Business Intelligence
10 38 (20.21%) Visualisation
11 36 (19.15%) Data Science
12 35 (18.62%) MapReduce
13 30 (15.96%) Data Analytics
14 29 (15.43%) Data Visualisation
15 28 (14.89%) Artificial Intelligence
16 24 (12.77%) Configuration Management
16 24 (12.77%) Scrum
17 23 (12.23%) Continuous Integration
18 21 (11.17%) Data Modelling
19 20 (10.64%) CRM
Programming Languages
1 125 (66.49%) Python
2 85 (45.21%) Scala
2 85 (45.21%) SQL
3 75 (39.89%) Java
4 37 (19.68%) C#
5 25 (13.30%) R
6 16 (8.51%) JavaScript
7 13 (6.91%) Ruby
8 10 (5.32%) C++
9 8 (4.26%) Bash Shell
10 7 (3.72%) C
11 6 (3.19%) Go
12 5 (2.66%) Java 8
13 4 (2.13%) Perl
14 3 (1.60%) PHP
14 3 (1.60%) Shell Script
15 1 (0.53%) Clojure
15 1 (0.53%) CoffeeScript
15 1 (0.53%) F#
15 1 (0.53%) T-SQL
Qualifications
1 15 (7.98%) AWS Certification
2 13 (6.91%) Degree
3 9 (4.79%) Computer Science Degree
4 8 (4.26%) Security Cleared
5 5 (2.66%) Master's Degree
6 3 (1.60%) TOGAF Certification
7 2 (1.06%) PhD
8 1 (0.53%) DV Cleared
8 1 (0.53%) ITIL Foundation Certificate
8 1 (0.53%) MCSA
8 1 (0.53%) MCSE
8 1 (0.53%) Microsoft Certification
8 1 (0.53%) Numerate Degree
Quality Assurance & Compliance
1 18 (9.57%) QA
2 6 (3.19%) GCP
3 4 (2.13%) Data Quality
4 3 (1.60%) GDPR
System Software
1 59 (31.38%) HDFS
2 43 (22.87%) Docker
3 26 (13.83%) Apache Flume
4 15 (7.98%) VirtualBox
5 11 (5.85%) Apache ZooKeeper
Systems Management
1 43 (22.87%) Oozie
2 40 (21.28%) Ansible
3 30 (15.96%) Terraform
4 20 (10.64%) Kubernetes
5 16 (8.51%) Docker Swarm
5 16 (8.51%) Mesos
6 13 (6.91%) Hadoop YARN
7 10 (5.32%) Kibana
7 10 (5.32%) Prometheus
8 9 (4.79%) logstash
9 8 (4.26%) Consul
9 8 (4.26%) Grafana
10 6 (3.19%) Opscode Chef
10 6 (3.19%) Puppet
11 4 (2.13%) ZABBIX
12 3 (1.60%) Xymon
13 2 (1.06%) Nagios
13 2 (1.06%) Systems Management Server (SMS)
14 1 (0.53%) Graphite
14 1 (0.53%) Packer
Vendors
1 31 (16.49%) Tableau
2 29 (15.43%) Cloudera
3 25 (13.30%) Hortonworks
4 24 (12.77%) Talend
5 22 (11.70%) Atlassian
6 19 (10.11%) Informatica
6 19 (10.11%) SAP
7 17 (9.04%) Google
7 17 (9.04%) IBM
8 6 (3.19%) Cognizant
8 6 (3.19%) MicroStrategy
8 6 (3.19%) Salesforce.com
9 4 (2.13%) Adobe
9 4 (2.13%) Microsoft
9 4 (2.13%) Oracle
10 3 (1.60%) Cisco
10 3 (1.60%) MapR
10 3 (1.60%) Red Hat
11 2 (1.06%) Actian
11 2 (1.06%) ParAccel