Period
to 12 November 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 12 November 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK > England
6 months to
12 Nov 2018
Same period 2017 Same period 2016
Rank 914 1042 1060
Rank change year-on-year +128 +18 +166
Permanent jobs citing Amazon EMR 203 129 142
As % of all permanent IT jobs advertised in England 0.13% 0.077% 0.079%
As % of the Cloud Services category 0.56% 0.41% 0.60%
Number of salaries quoted 169 94 125
England median annual salary £75,000 £63,750 £75,000
Median salary % change year-on-year +17.65% -15.00% +15.38%
10th Percentile £58,750 £26,625 £48,750
90th Percentile £100,000 £106,250 £91,500
UK median annual salary £72,500 £62,500 £75,000
% change year-on-year +16.00% -16.67% +11.11%

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 advertised in England with a requirement for cloud computing skills.

All Cloud Skills
England
Permanent vacancies with a requirement for cloud computing skills 36,527 31,278 23,494
As % of all permanent IT jobs advertised in England 24.26% 18.73% 13.11%
Number of salaries quoted 29,609 26,006 19,877
England median annual salary £55,000 £52,500 £51,500
Median salary % change year-on-year +4.76% +1.94% +3.00%
10th Percentile £30,000 £27,500 £28,500
90th Percentile £86,250 £81,250 £80,000
UK median annual salary £55,000 £51,000 £50,000
% change year-on-year +7.84% +2.00% +5.26%

Amazon EMR
Job Vacancy Trend in England

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

Job vacancy trend for Amazon EMR in England

Amazon EMR
Salary Trend in England

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

Salary trend for Amazon EMR in England

Amazon EMR
Salary Histogram in England

The salary distribution of IT jobs citing Amazon EMR in England over the 6 months to 12 November 2018.

Salary histogram for Amazon EMR in England

Amazon EMR
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon EMR within the England region over the 6 months to 12 November 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
London +93 119 £72,500 +7.41% 20
South East +55 39 £85,000 +1.19% 4
North of England +38 31 £70,000 +154.55% 7
North West +16 28 £75,000 +172.73% 4
Midlands - 28 £85,000 - 3
West Midlands - 25 £85,000 - 3
East of England +31 7 £75,000 -11.76% 1
South West +14 4 £60,000 +14.29% 3
Yorkshire +33 3 £55,000 +111.54% 3
East Midlands - 2 £65,000 -
Amazon EMR
UK

For the 6 months to 12 November 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 across the England region with a requirement for Amazon EMR.

1 203 (100.00%) Amazon AWS
2 146 (71.92%) Python
3 122 (60.10%) Hadoop
4 116 (57.14%) Amazon EC2
5 115 (56.65%) Big Data
6 114 (56.16%) Apache Spark
7 110 (54.19%) Amazon Redshift
8 107 (52.71%) Java
9 97 (47.78%) SQL
10 95 (46.80%) Amazon S3
11 90 (44.33%) NoSQL
12 88 (43.35%) Scala
13 83 (40.89%) Kafka
14 72 (35.47%) Agile Software Development
15 70 (34.48%) Web Services
16 66 (32.51%) DevOps
17 65 (32.02%) Amazon Kinesis
18 63 (31.03%) ETL
18 63 (31.03%) MongoDB
19 61 (30.05%) Analytics
20 59 (29.06%) Apache Hive
21 57 (28.08%) AWS Lambda
22 56 (27.59%) Amazon RDS
23 53 (26.11%) Serverless
23 53 (26.11%) Apache
24 51 (25.12%) Amazon Athena
25 49 (24.14%) Configuration Management
26 47 (23.15%) Data Modelling
27 43 (21.18%) Microsoft Azure
28 42 (20.69%) Open Source

Amazon EMR
Co-occurring IT Skills in England 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
1 114 (56.16%) Apache Spark
2 53 (26.11%) Apache
3 25 (12.32%) Elasticsearch
4 20 (9.85%) Apache Pig
5 8 (3.94%) Apache Airflow
6 6 (2.96%) Tomcat
6 6 (2.96%) WildFly
7 3 (1.48%) Apache Solr
7 3 (1.48%) NServiceBus
8 2 (0.99%) Confluence
8 2 (0.99%) Jupyter
9 1 (0.49%) IIS
9 1 (0.49%) Luigi
9 1 (0.49%) MediaWiki
Applications
1 19 (9.36%) Microsoft Office
Cloud Services
1 203 (100.00%) Amazon AWS
2 116 (57.14%) Amazon EC2
3 95 (46.80%) Amazon S3
4 65 (32.02%) Amazon Kinesis
5 57 (28.08%) AWS Lambda
6 53 (26.11%) Serverless
7 43 (21.18%) Microsoft Azure
8 35 (17.24%) Cloud Computing
9 32 (15.76%) Amazon SQS
10 27 (13.30%) Azure Active Directory
11 19 (9.36%) Office 365
12 17 (8.37%) Amazon ELB
13 10 (4.93%) Google Cloud Platform
14 8 (3.94%) IBM Cloud
15 6 (2.96%) Amazon CloudWatch
15 6 (2.96%) AWS CloudFormation
15 6 (2.96%) AWS Data Pipeline
16 5 (2.46%) GitHub
16 5 (2.46%) Route 53
17 4 (1.97%) PaaS
Communications & Networking
1 28 (13.79%) Network Security
2 13 (6.40%) Internet
3 6 (2.96%) Kerberos
4 5 (2.46%) HTTP
5 2 (0.99%) DAB
5 2 (0.99%) VPN
6 1 (0.49%) TCP/IP
Database & Business Intelligence
1 122 (60.10%) Hadoop
2 115 (56.65%) Big Data
3 110 (54.19%) Amazon Redshift
4 90 (44.33%) NoSQL
5 63 (31.03%) MongoDB
6 59 (29.06%) Apache Hive
7 56 (27.59%) Amazon RDS
8 51 (25.12%) Amazon Athena
9 40 (19.70%) Relational Database
10 36 (17.73%) Cosmos DB
11 33 (16.26%) RDBMS
12 30 (14.78%) Apache Cassandra
13 29 (14.29%) Flink
13 29 (14.29%) MySQL
14 28 (13.79%) HBase
15 24 (11.82%) PostgreSQL
16 20 (9.85%) Amazon DynamoDB
16 20 (9.85%) SQL Server
17 15 (7.39%) Data Warehouse
18 14 (6.90%) Sqoop
Development Applications
1 33 (16.26%) JIRA
2 26 (12.81%) Git (software)
3 19 (9.36%) Jenkins
4 16 (7.88%) Subversion
5 4 (1.97%) Atlassian Bamboo
5 4 (1.97%) Eclipse
5 4 (1.97%) Team Foundation Server
5 4 (1.97%) Vagrant
6 1 (0.49%) CircleCI
6 1 (0.49%) GitLab
6 1 (0.49%) Gradle
6 1 (0.49%) JMeter
6 1 (0.49%) JUnit
6 1 (0.49%) Mockito
6 1 (0.49%) RStudio
6 1 (0.49%) Selenium
6 1 (0.49%) SonarQube
6 1 (0.49%) Spock
General
1 24 (11.82%) Finance
2 14 (6.90%) Banking
3 10 (4.93%) Advertising
4 7 (3.45%) Marketing
4 7 (3.45%) Retail
5 6 (2.96%) Music Industry
6 5 (2.46%) Publishing
7 4 (1.97%) Law
7 4 (1.97%) Manufacturing
8 2 (0.99%) Pharmaceutical
8 2 (0.99%) Telecoms
9 1 (0.49%) Digital Economy
9 1 (0.49%) Legal
Job Titles
1 70 (34.48%) Data Engineer
2 63 (31.03%) Architect
3 39 (19.21%) Big Data Engineer
4 37 (18.23%) Solutions Architect
5 31 (15.27%) Data Architect
6 29 (14.29%) Cloud Architect
7 27 (13.30%) Cloud Solutions Architect
8 24 (11.82%) Lead Architect
9 23 (11.33%) Lead Solutions Architect
10 20 (9.85%) AWS Engineer
11 19 (9.36%) Hadoop Engineer
11 19 (9.36%) Senior Data Engineer
12 18 (8.87%) Developer
12 18 (8.87%) DevOps Engineer
12 18 (8.87%) Senior Architect
13 17 (8.37%) Senior Data Architect
14 12 (5.91%) AWS Architect
14 12 (5.91%) Cloud Engineer
15 10 (4.93%) Java Engineer
15 10 (4.93%) Senior Developer
Libraries, Frameworks & Software Standards
1 83 (40.89%) Kafka
2 70 (34.48%) Web Services
3 34 (16.75%) Spark Streaming
4 24 (11.82%) .NET
5 22 (10.84%) ASP.NET
6 21 (10.34%) ASP.NET Web API
7 19 (9.36%) PySpark
8 18 (8.87%) RabbitMQ
9 14 (6.90%) Elastic Stack
10 12 (5.91%) ActiveMQ
10 12 (5.91%) JSON
11 11 (5.42%) Middleware
11 11 (5.42%) XML
12 10 (4.93%) AngularJS
13 7 (3.45%) React
13 7 (3.45%) REST
14 6 (2.96%) CSS
14 6 (2.96%) LAMP
14 6 (2.96%) LDAP
14 6 (2.96%) PostGIS
Miscellaneous
1 40 (19.70%) Computer Science
2 19 (9.36%) Algorithms
3 15 (7.39%) Analytical Skills
4 13 (6.40%) Internet of Things
4 13 (6.40%) Linux Command Line
5 12 (5.91%) Clustering
5 12 (5.91%) Replication
6 8 (3.94%) Fintech
7 6 (2.96%) Greenfield Project
8 5 (2.46%) Blog
8 5 (2.46%) Hedge funds
9 4 (1.97%) Data Centre
10 3 (1.48%) Cloud Native
11 2 (0.99%) Anti-Piracy
11 2 (0.99%) Marketing Technology
12 1 (0.49%) Acoustics
12 1 (0.49%) Enterprise Cloud
12 1 (0.49%) Enterprise Software
12 1 (0.49%) Infotainment
12 1 (0.49%) Social Media
Operating Systems
1 41 (20.20%) Linux
2 7 (3.45%) Unix
3 6 (2.96%) CentOS
3 6 (2.96%) Ubuntu
4 5 (2.46%) Windows
5 3 (1.48%) Red Hat Enterprise Linux
Processes & Methodologies
1 72 (35.47%) Agile Software Development
2 66 (32.51%) DevOps
3 63 (31.03%) ETL
4 61 (30.05%) Analytics
5 49 (24.14%) Configuration Management
6 47 (23.15%) Data Modelling
7 42 (20.69%) Data Engineering
7 42 (20.69%) Open Source
8 34 (16.75%) Data Science
9 31 (15.27%) Mathematics
10 30 (14.78%) Data Ingestion
11 29 (14.29%) Identity Access Management
12 28 (13.79%) Vendor Relationship Management
13 27 (13.30%) TDD
14 26 (12.81%) Presales
14 26 (12.81%) Software Engineering
15 25 (12.32%) Change Management
16 24 (11.82%) Machine Learning
17 20 (9.85%) Data Architecture
17 20 (9.85%) Problem-Solving
Programming Languages
1 146 (71.92%) Python
2 107 (52.71%) Java
3 97 (47.78%) SQL
4 88 (43.35%) Scala
5 25 (12.32%) R
6 24 (11.82%) Bash Shell
7 23 (11.33%) Shell Script
8 19 (9.36%) PL/SQL
9 18 (8.87%) Ruby
10 14 (6.90%) Go
11 12 (5.91%) JavaScript
12 9 (4.43%) C#
13 8 (3.94%) PowerShell
14 3 (1.48%) CoffeeScript
14 3 (1.48%) F#
14 3 (1.48%) PHP
15 2 (0.99%) Java 8
16 1 (0.49%) C
16 1 (0.49%) C++
16 1 (0.49%) Groovy
Qualifications
1 42 (20.69%) Degree
2 35 (17.24%) Computer Science Degree
3 28 (13.79%) MCSA
3 28 (13.79%) MCSE
3 28 (13.79%) Microsoft Certification
4 26 (12.81%) Numerate Degree
5 22 (10.84%) Security Cleared
6 16 (7.88%) AWS Certification
7 3 (1.48%) PhD
7 3 (1.48%) SC Cleared
8 2 (0.99%) Master's Degree
9 1 (0.49%) ITIL Foundation Certificate
9 1 (0.49%) Sun Certification
Quality Assurance & Compliance
1 5 (2.46%) MiFID
1 5 (2.46%) QA
2 3 (1.48%) GDPR
3 2 (0.99%) Data Quality
4 1 (0.49%) ISO/IEC 27001
4 1 (0.49%) PMO
System Software
1 38 (18.72%) HDFS
2 31 (15.27%) Docker
3 29 (14.29%) Active Directory
4 7 (3.45%) Apache Flume
5 5 (2.46%) Apache ZooKeeper
6 4 (1.97%) Virtual Machines
6 4 (1.97%) VirtualBox
Systems Management
1 34 (16.75%) Kibana
2 32 (15.76%) Prometheus
3 28 (13.79%) logstash
4 24 (11.82%) Terraform
5 23 (11.33%) Ansible
5 23 (11.33%) Opscode Chef
6 22 (10.84%) Puppet
7 21 (10.34%) Oozie
8 20 (9.85%) Grafana
8 20 (9.85%) Kubernetes
9 18 (8.87%) ZABBIX
10 16 (7.88%) Docker Swarm
11 13 (6.40%) Nagios
12 7 (3.45%) Hadoop YARN
13 6 (2.96%) Xymon
14 5 (2.46%) Ambari
14 5 (2.46%) Mesos
15 4 (1.97%) Consul
15 4 (1.97%) Packer
15 4 (1.97%) Rundeck
Vendors
1 39 (19.21%) Hortonworks
2 34 (16.75%) Microsoft
3 26 (12.81%) CA Agile Central
4 19 (9.36%) Tableau
5 15 (7.39%) Cloudera
5 15 (7.39%) Informatica
6 11 (5.42%) IBM
6 11 (5.42%) Oracle
6 11 (5.42%) Talend
7 9 (4.43%) Google
8 6 (2.96%) Cognos
8 6 (2.96%) Red Hat
9 5 (2.46%) Solace
9 5 (2.46%) TIBCO
10 4 (1.97%) Adobe
10 4 (1.97%) Alteryx
10 4 (1.97%) MicroStrategy
10 4 (1.97%) Splunk
11 2 (0.99%) Databricks
12 1 (0.49%) MapR