Period
to 14 August 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 14 August 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
14 Aug 2018
Same period 2017 Same period 2016
Rank 958 1081 1157
Rank change year-on-year +123 +76 +27
Permanent jobs citing Amazon EMR 211 115 113
As % of all permanent IT jobs advertised in the UK 0.12% 0.065% 0.057%
As % of the Cloud Services category 0.54% 0.37% 0.47%
Number of salaries quoted 182 88 98
UK median annual salary £71,250 £67,500 £80,000
Median salary % change year-on-year +5.56% -15.63% +25.49%
10th Percentile £50,000 £26,250 £43,750
90th Percentile £95,000 £101,000 £116,500
UK excluding London median annual salary £65,000 £58,000 £48,250
% change year-on-year +12.07% +20.21% -21.22%

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 39,039 30,698 24,137
As % of all permanent IT jobs advertised in the UK 23.02% 17.33% 12.15%
Number of salaries quoted 31,582 25,220 20,331
UK median annual salary £54,055 £50,000 £50,000
Median salary % change year-on-year +8.11% - +5.26%
10th Percentile £29,900 £28,500 £28,250
90th Percentile £85,000 £80,000 £78,750
UK excluding London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

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 14 August 2018.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 13 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 14 August 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 +145 194 £72,500 +7.41% 21
London +83 129 £72,500 +7.41% 16
UK excluding London +41 78 £65,000 +12.07% 9
South East +4 22 £82,500 -1.79% 2
East of England +37 19 £72,500 -9.38%
South West +18 14 £50,000 +57.97%
Scotland - 14 £55,000 - 3
Midlands - 11 £82,500 - 2
West Midlands - 9 £82,500 -
North of England +18 8 £55,000 +100.00% 1
North West -6 5 £53,750 +95.45%
Yorkshire +41 3 £55,000 +111.54%
East Midlands - 1 £65,000 - 2

For the 6 months to 14 August 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.

1 211 (100.00%) Amazon AWS
2 151 (71.56%) Apache Spark
3 145 (68.72%) Big Data
4 143 (67.77%) Python
5 136 (64.45%) Hadoop
6 117 (55.45%) SQL
7 112 (53.08%) Analytics
7 112 (53.08%) Amazon Redshift
8 98 (46.45%) ETL
9 94 (44.55%) Amazon S3
10 84 (39.81%) Amazon Kinesis
11 82 (38.86%) NoSQL
12 79 (37.44%) Scala
12 79 (37.44%) Java
13 74 (35.07%) Kafka
14 71 (33.65%) Apache Hive
14 71 (33.65%) Amazon EC2
15 64 (30.33%) DevOps
15 64 (30.33%) Serverless
16 63 (29.86%) AWS Lambda
17 60 (28.44%) Agile Software Development
18 58 (27.49%) Microsoft Azure
19 56 (26.54%) HDFS
20 52 (24.64%) Amazon RDS
21 48 (22.75%) Oozie
21 48 (22.75%) Linux
22 47 (22.27%) Docker
23 46 (21.80%) Data Engineering
24 44 (20.85%) Apache Pig
25 42 (19.91%) Amazon Athena

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
1 151 (71.56%) Apache Spark
2 44 (20.85%) Apache Pig
3 29 (13.74%) Elasticsearch
4 22 (10.43%) Apache
5 9 (4.27%) SAS
6 8 (3.79%) Apache Airflow
6 8 (3.79%) Tomcat
7 7 (3.32%) Apache Solr
7 7 (3.32%) NServiceBus
8 6 (2.84%) WildFly
9 2 (0.95%) Jetty
9 2 (0.95%) Mule
9 2 (0.95%) nginx
9 2 (0.95%) OpenStack
10 1 (0.47%) Confluence
10 1 (0.47%) IIS
10 1 (0.47%) Jupyter
10 1 (0.47%) Luigi
Applications
1 7 (3.32%) Microsoft Office
Cloud Services
1 211 (100.00%) Amazon AWS
2 94 (44.55%) Amazon S3
3 84 (39.81%) Amazon Kinesis
4 71 (33.65%) Amazon EC2
5 64 (30.33%) Serverless
6 63 (29.86%) AWS Lambda
7 58 (27.49%) Microsoft Azure
8 24 (11.37%) Google Cloud Platform
9 22 (10.43%) Amazon SQS
10 16 (7.58%) IBM Cloud
11 14 (6.64%) GitHub
12 13 (6.16%) Amazon ELB
13 11 (5.21%) Azure Active Directory
14 9 (4.27%) Virtual Private Cloud
15 8 (3.79%) Amazon CloudWatch
16 7 (3.32%) Office 365
17 6 (2.84%) Amazon ElastiCache
17 6 (2.84%) AWS CloudTrail
18 5 (2.37%) Datadog
18 5 (2.37%) Route 53
Communications & Networking
1 12 (5.69%) Network Security
2 6 (2.84%) Kerberos
3 5 (2.37%) VPN
4 3 (1.42%) Internet
5 2 (0.95%) DAB
6 1 (0.47%) DNS
Database & Business Intelligence
1 145 (68.72%) Big Data
2 136 (64.45%) Hadoop
3 112 (53.08%) Amazon Redshift
4 82 (38.86%) NoSQL
5 71 (33.65%) Apache Hive
6 52 (24.64%) Amazon RDS
7 42 (19.91%) Amazon Athena
8 37 (17.54%) Apache Cassandra
9 36 (17.06%) HBase
9 36 (17.06%) Impala
10 35 (16.59%) Sqoop
11 29 (13.74%) Cosmos DB
12 28 (13.27%) Relational Database
13 27 (12.80%) PostgreSQL
14 26 (12.32%) Data Warehouse
15 25 (11.85%) MongoDB
16 22 (10.43%) MySQL
16 22 (10.43%) RDBMS
17 21 (9.95%) Neo4j
18 20 (9.48%) Parquet
Development Applications
1 34 (16.11%) Jenkins
2 22 (10.43%) Git (software)
3 19 (9.00%) JIRA
4 18 (8.53%) Atlassian Bamboo
5 16 (7.58%) Vagrant
6 9 (4.27%) Subversion
7 8 (3.79%) GitLab
8 3 (1.42%) Gradle
8 3 (1.42%) Selenium
9 2 (0.95%) Bitbucket
9 2 (0.95%) Travis CI
10 1 (0.47%) JMeter
10 1 (0.47%) JUnit
10 1 (0.47%) Mockito
10 1 (0.47%) RStudio
10 1 (0.47%) SonarQube
10 1 (0.47%) Spock
General
1 22 (10.43%) Finance
2 18 (8.53%) Advertising
3 15 (7.11%) Retail
4 12 (5.69%) Banking
4 12 (5.69%) Manufacturing
5 8 (3.79%) Marketing
6 6 (2.84%) Music Industry
7 4 (1.90%) Electronics
7 4 (1.90%) Publishing
8 1 (0.47%) Digital Economy
8 1 (0.47%) Financial Institution
8 1 (0.47%) Law
8 1 (0.47%) Pharmaceutical
Job Titles
1 77 (36.49%) Data Engineer
2 43 (20.38%) Architect
3 40 (18.96%) AWS Engineer
4 32 (15.17%) Big Data Engineer
5 27 (12.80%) Hadoop Engineer
6 26 (12.32%) Data Architect
7 25 (11.85%) Cloud Architect
8 24 (11.37%) DevOps Engineer
9 18 (8.53%) Big Data Architect
10 17 (8.06%) Solutions Architect
11 16 (7.58%) Cloud Engineer
12 15 (7.11%) AWS DevOps
12 15 (7.11%) AWS DevOps Engineer
12 15 (7.11%) Consultant
12 15 (7.11%) Technical Architect
13 14 (6.64%) Senior Data Engineer
14 13 (6.16%) AWS Consultant
14 13 (6.16%) Developer
14 13 (6.16%) Lead Architect
15 12 (5.69%) Data Analytics Architect
Libraries, Frameworks & Software Standards
1 74 (35.07%) Kafka
2 37 (17.54%) Web Services
3 28 (13.27%) .NET
4 18 (8.53%) Spark Streaming
5 16 (7.58%) Pandas
5 16 (7.58%) RabbitMQ
6 15 (7.11%) Apache Avro
7 14 (6.64%) REST
8 13 (6.16%) Elastic Stack
8 13 (6.16%) MLlib
9 12 (5.69%) Node.js
10 11 (5.21%) AngularJS
11 10 (4.74%) PySpark
12 9 (4.27%) ASP.NET
12 9 (4.27%) JSON
12 9 (4.27%) XML
13 7 (3.32%) ActiveMQ
13 7 (3.32%) ASP.NET Web API
13 7 (3.32%) Swagger
14 6 (2.84%) LDAP
Miscellaneous
1 25 (11.85%) Algorithms
2 22 (10.43%) Clustering
3 17 (8.06%) Analytical Skills
4 14 (6.64%) Fintech
5 13 (6.16%) Computer Science
6 11 (5.21%) Blog
7 9 (4.27%) Linux Command Line
8 7 (3.32%) Replication
9 5 (2.37%) Tandem
9 5 (2.37%) User Experience
10 4 (1.90%) Public Cloud
11 3 (1.42%) Analytical Mindset
11 3 (1.42%) Cloud Native
11 3 (1.42%) Enterprise Cloud
11 3 (1.42%) Enterprise Software
11 3 (1.42%) Greenfield Project
11 3 (1.42%) Internet of Things
11 3 (1.42%) Social Media
12 2 (0.95%) Life Science
12 2 (0.95%) Marketing Technology
Operating Systems
1 48 (22.75%) Linux
2 10 (4.74%) Ubuntu
3 7 (3.32%) CentOS
3 7 (3.32%) Unix
4 3 (1.42%) Debian
4 3 (1.42%) Red Hat Enterprise Linux
4 3 (1.42%) Windows
5 1 (0.47%) Android
5 1 (0.47%) Apple iOS
Processes & Methodologies
1 112 (53.08%) Analytics
2 98 (46.45%) ETL
3 64 (30.33%) DevOps
4 60 (28.44%) Agile Software Development
5 46 (21.80%) Data Engineering
6 41 (19.43%) Machine Learning
7 39 (18.48%) Open Source
8 38 (18.01%) Data Science
8 38 (18.01%) Software Engineering
9 34 (16.11%) Configuration Management
10 33 (15.64%) Business Intelligence
11 32 (15.17%) Visualisation
12 27 (12.80%) MapReduce
13 26 (12.32%) Data Analytics
14 24 (11.37%) Data Modelling
14 24 (11.37%) Scrum
15 21 (9.95%) Continuous Integration
16 20 (9.48%) Artificial Intelligence
17 17 (8.06%) Data Visualisation
17 17 (8.06%) Unit Testing
Programming Languages
1 143 (67.77%) Python
2 117 (55.45%) SQL
3 79 (37.44%) Java
3 79 (37.44%) Scala
4 39 (18.48%) R
5 26 (12.32%) C#
6 22 (10.43%) Bash Shell
7 18 (8.53%) Ruby
8 16 (7.58%) Go
9 13 (6.16%) JavaScript
10 9 (4.27%) Shell Script
11 6 (2.84%) PL/SQL
12 5 (2.37%) C++
12 5 (2.37%) PHP
13 3 (1.42%) C
13 3 (1.42%) Java 8
14 2 (0.95%) Perl
15 1 (0.47%) Clojure
15 1 (0.47%) F#
15 1 (0.47%) T-SQL
Qualifications
1 15 (7.11%) Degree
1 15 (7.11%) Security Cleared
2 13 (6.16%) AWS Certification
3 12 (5.69%) MCSA
3 12 (5.69%) MCSE
3 12 (5.69%) Microsoft Certification
4 10 (4.74%) Computer Science Degree
5 4 (1.90%) Master's Degree
6 3 (1.42%) Numerate Degree
7 2 (0.95%) PhD
7 2 (0.95%) SC Cleared
7 2 (0.95%) TOGAF Certification
8 1 (0.47%) ITIL Foundation Certificate
8 1 (0.47%) Sun Certification
Quality Assurance & Compliance
1 12 (5.69%) QA
2 6 (2.84%) GCP
3 3 (1.42%) Data Quality
4 1 (0.47%) GDPR
4 1 (0.47%) ISO/IEC 27001
4 1 (0.47%) PMO
System Software
1 56 (26.54%) HDFS
2 47 (22.27%) Docker
3 19 (9.00%) Apache Flume
4 16 (7.58%) VirtualBox
5 11 (5.21%) Active Directory
6 5 (2.37%) Apache ZooKeeper
7 1 (0.47%) VMware Infrastructure
Systems Management
1 48 (22.75%) Oozie
2 39 (18.48%) Terraform
3 36 (17.06%) Ansible
4 31 (14.69%) Kubernetes
5 23 (10.90%) Docker Swarm
6 22 (10.43%) Prometheus
7 18 (8.53%) Puppet
8 17 (8.06%) Opscode Chef
9 15 (7.11%) Grafana
10 13 (6.16%) ZABBIX
11 12 (5.69%) Kibana
11 12 (5.69%) logstash
12 8 (3.79%) Consul
12 8 (3.79%) Mesos
12 8 (3.79%) Nagios
13 7 (3.32%) Hadoop YARN
14 6 (2.84%) Xymon
15 2 (0.95%) Sysdig
16 1 (0.47%) Graphite
16 1 (0.47%) Packer
Vendors
1 31 (14.69%) Hortonworks
2 28 (13.27%) Tableau
3 25 (11.85%) Cloudera
4 24 (11.37%) Informatica
5 22 (10.43%) Google
6 20 (9.48%) IBM
6 20 (9.48%) Talend
7 16 (7.58%) Atlassian
8 14 (6.64%) Microsoft
9 13 (6.16%) SAP
10 8 (3.79%) Oracle
11 7 (3.32%) Red Hat
12 6 (2.84%) MicroStrategy
13 5 (2.37%) Cognizant
13 5 (2.37%) Cognos
13 5 (2.37%) Splunk
14 4 (1.90%) Adobe
15 3 (1.42%) Alteryx
15 3 (1.42%) Cisco
15 3 (1.42%) Salesforce.com