Period
to 22 January 2019

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 22 January 2019 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK > England
6 months to
22 Jan 2019
Same period 2018 Same period 2017
Rank 856 1041 1061
Rank change year-on-year +185 +20 +125
Permanent jobs citing Amazon EMR 214 111 116
As % of all permanent IT jobs advertised in England 0.15% 0.068% 0.070%
As % of the Cloud Services category 0.60% 0.34% 0.51%
Number of salaries quoted 173 101 100
England median annual salary £70,000 £70,000 £75,000
Median salary % change year-on-year - -6.67% +25.00%
10th Percentile £57,500 £47,500 £52,500
90th Percentile £100,000 £100,000 £86,250
UK median annual salary £70,000 £70,000 £75,000
% change year-on-year - -6.67% +25.00%

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 35,574 32,557 22,576
As % of all permanent IT jobs advertised in England 25.20% 20.04% 13.70%
Number of salaries quoted 28,564 27,260 19,029
England median annual salary £55,000 £52,500 £52,500
Median salary % change year-on-year +4.76% - +5.00%
10th Percentile £30,000 £28,000 £28,500
90th Percentile £87,500 £82,500 £80,000
UK median annual salary £55,000 £52,500 £50,251
% change year-on-year +4.76% +4.48% +0.50%

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 22 January 2019.

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 22 January 2019. 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 +99 116 £72,500 -14.71% 27
North West - 42 £70,000 - 2
North of England - 42 £70,000 - 3
South East +81 39 £85,000 +161.54% 4
Midlands - 31 £85,000 - 3
West Midlands - 29 £85,000 - 3
South West +10 10 £60,000 +20.00% 3
East of England +29 5 £72,500 - 2
East Midlands - 2 £65,000 -
Amazon EMR
UK

For the 6 months to 22 January 2019, 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.

1 213 (99.53%) Amazon AWS
2 174 (81.31%) Python
3 137 (64.02%) Hadoop
4 134 (62.62%) Java
5 126 (58.88%) Big Data
6 124 (57.94%) Amazon EC2
7 118 (55.14%) Apache Spark
8 116 (54.21%) Amazon Redshift
9 110 (51.40%) Scala
10 103 (48.13%) Amazon S3
11 102 (47.66%) NoSQL
11 102 (47.66%) Kafka
12 100 (46.73%) Agile Software Development
13 86 (40.19%) SQL
14 80 (37.38%) DevOps
14 80 (37.38%) Web Services
15 75 (35.05%) Data Modelling
16 74 (34.58%) MongoDB
17 63 (29.44%) Amazon Athena
18 62 (28.97%) Configuration Management
19 61 (28.50%) Degree
20 60 (28.04%) Apache
21 57 (26.64%) Apache Hive
22 56 (26.17%) AWS Lambda
23 55 (25.70%) Open Source
23 55 (25.70%) Computer Science
23 55 (25.70%) Cloud Computing
24 53 (24.77%) Data Engineering
25 52 (24.30%) Amazon RDS
25 52 (24.30%) JIRA

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
1 118 (55.14%) Apache Spark
2 60 (28.04%) Apache
3 24 (11.21%) Elasticsearch
4 7 (3.27%) Apache Airflow
4 7 (3.27%) Apache Pig
5 2 (0.93%) Apache Solr
5 2 (0.93%) Confluence
5 2 (0.93%) Jupyter
6 1 (0.47%) Luigi
6 1 (0.47%) MediaWiki
Applications
1 24 (11.21%) Microsoft Office
Cloud Services
1 213 (99.53%) Amazon AWS
2 124 (57.94%) Amazon EC2
3 103 (48.13%) Amazon S3
4 56 (26.17%) AWS Lambda
5 55 (25.70%) Cloud Computing
6 47 (21.96%) Serverless
7 44 (20.56%) Microsoft Azure
8 43 (20.09%) Amazon Kinesis
9 36 (16.82%) Amazon SQS
10 30 (14.02%) Azure Active Directory
11 24 (11.21%) Office 365
12 20 (9.35%) Amazon ELB
13 13 (6.07%) AWS CloudFormation
14 10 (4.67%) AWS Data Pipeline
14 10 (4.67%) Route 53
15 9 (4.21%) Amazon CloudWatch
16 7 (3.27%) Google Cloud Platform
17 6 (2.80%) AWS CloudTrail
17 6 (2.80%) GitHub
17 6 (2.80%) Virtual Private Cloud
Communications & Networking
1 30 (14.02%) Network Security
2 19 (8.88%) Internet
3 6 (2.80%) HTTP
3 6 (2.80%) VPN
4 1 (0.47%) RTMP
4 1 (0.47%) TCP/IP
Database & Business Intelligence
1 137 (64.02%) Hadoop
2 126 (58.88%) Big Data
3 116 (54.21%) Amazon Redshift
4 102 (47.66%) NoSQL
5 74 (34.58%) MongoDB
6 63 (29.44%) Amazon Athena
7 57 (26.64%) Apache Hive
8 52 (24.30%) Amazon RDS
9 45 (21.03%) Flink
10 40 (18.69%) Relational Database
11 36 (16.82%) RDBMS
12 35 (16.36%) Cosmos DB
12 35 (16.36%) MySQL
13 27 (12.62%) Apache Cassandra
13 27 (12.62%) SQL Server
14 25 (11.68%) Amazon DynamoDB
14 25 (11.68%) PostgreSQL
15 23 (10.75%) HBase
16 22 (10.28%) Data Warehouse
17 19 (8.88%) MariaDB
Development Applications
1 52 (24.30%) JIRA
2 23 (10.75%) Git (software)
3 20 (9.35%) Subversion
4 11 (5.14%) Jenkins
5 4 (1.87%) Eclipse
5 4 (1.87%) Team Foundation Server
6 1 (0.47%) Bitbucket
6 1 (0.47%) CircleCI
6 1 (0.47%) Cucumber
6 1 (0.47%) GitLab
6 1 (0.47%) JUnit
6 1 (0.47%) Mockito
6 1 (0.47%) TeamCity
General
1 36 (16.82%) Finance
2 22 (10.28%) Banking
3 11 (5.14%) Retail
3 11 (5.14%) Telecoms
4 6 (2.80%) Advertising
5 5 (2.34%) Marketing
6 4 (1.87%) Music Industry
7 3 (1.40%) Law
7 3 (1.40%) Legal
7 3 (1.40%) Publishing
8 2 (0.93%) Pharmaceutical
9 1 (0.47%) Digital Economy
9 1 (0.47%) Retail Banking
Job Titles
1 86 (40.19%) Data Engineer
2 66 (30.84%) Architect
3 47 (21.96%) Big Data Engineer
4 38 (17.76%) Senior Data Engineer
5 37 (17.29%) Solutions Architect
6 34 (15.89%) Data Architect
7 31 (14.49%) Cloud Architect
7 31 (14.49%) Cloud Solutions Architect
8 27 (12.62%) Hadoop Engineer
9 26 (12.15%) Lead Architect
9 26 (12.15%) Lead Solutions Architect
10 24 (11.21%) Senior Architect
10 24 (11.21%) Senior Data Architect
11 21 (9.81%) DevOps Engineer
12 18 (8.41%) Developer
13 17 (7.94%) AWS Engineer
14 12 (5.61%) Cloud Engineer
15 11 (5.14%) Python Engineer
16 10 (4.67%) Senior Developer
17 8 (3.74%) AWS Architect
Libraries, Frameworks & Software Standards
1 102 (47.66%) Kafka
2 80 (37.38%) Web Services
3 47 (21.96%) Spark Streaming
4 28 (13.08%) .NET
5 27 (12.62%) ASP.NET
5 27 (12.62%) ASP.NET Web API
6 21 (9.81%) Elastic Stack
7 19 (8.88%) RabbitMQ
8 16 (7.48%) ActiveMQ
9 10 (4.67%) JSON
9 10 (4.67%) PySpark
10 9 (4.21%) Middleware
10 9 (4.21%) Rendezvous
10 9 (4.21%) XML
10 9 (4.21%) YAML
11 8 (3.74%) LAMP
11 8 (3.74%) React
12 7 (3.27%) AngularJS
13 6 (2.80%) RESTful
13 6 (2.80%) Spring
Miscellaneous
1 19 (8.88%) Internet of Things
2 17 (7.94%) Linux Command Line
3 16 (7.48%) Clustering
3 16 (7.48%) Replication
4 15 (7.01%) Algorithms
5 12 (5.61%) Data Structures
6 11 (5.14%) Analytical Skills
7 7 (3.27%) Greenfield Project
8 4 (1.87%) Hedge funds
9 3 (1.40%) Cloud Native
10 2 (0.93%) Anti-Piracy
10 2 (0.93%) Data Centre
10 2 (0.93%) IPTV
10 2 (0.93%) User Experience
11 1 (0.47%) Blog
11 1 (0.47%) Enterprise Software
11 1 (0.47%) Life Science
11 1 (0.47%) Video on Demand
11 1 (0.47%) Video\Live Streaming
11 1 (0.47%) Wiki
Operating Systems
1 48 (22.43%) Linux
2 5 (2.34%) Unix
2 5 (2.34%) Windows
3 1 (0.47%) Red Hat Enterprise Linux
Processes & Methodologies
1 100 (46.73%) Agile Software Development
2 80 (37.38%) DevOps
3 75 (35.05%) Data Modelling
4 62 (28.97%) Configuration Management
5 55 (25.70%) Computer Science
5 55 (25.70%) Open Source
6 53 (24.77%) Data Engineering
7 47 (21.96%) ETL
8 46 (21.50%) Mathematics
9 45 (21.03%) Data Ingestion
10 44 (20.56%) TDD
11 41 (19.16%) Change Management
12 39 (18.22%) Thought Leadership
13 36 (16.82%) Analytics
14 30 (14.02%) Identity Access Management
14 30 (14.02%) Presales
14 30 (14.02%) Vendor Relationship Management
15 29 (13.55%) Data Science
16 27 (12.62%) Machine Learning
16 27 (12.62%) Project Management
Programming Languages
1 174 (81.31%) Python
2 134 (62.62%) Java
3 110 (51.40%) Scala
4 86 (40.19%) SQL
5 36 (16.82%) Shell Script
6 27 (12.62%) Bash Shell
7 25 (11.68%) PL/SQL
8 22 (10.28%) Ruby
9 20 (9.35%) Go
10 13 (6.07%) R
11 12 (5.61%) JavaScript
12 8 (3.74%) PowerShell
13 5 (2.34%) C#
14 3 (1.40%) CoffeeScript
14 3 (1.40%) F#
15 2 (0.93%) C++
15 2 (0.93%) Gremlin
15 2 (0.93%) Java 8
15 2 (0.93%) PHP
16 1 (0.47%) Data Analysis Expressions (DAX)
Qualifications
1 61 (28.50%) Degree
2 50 (23.36%) Computer Science Degree
3 42 (19.63%) Numerate Degree
4 30 (14.02%) MCSA
4 30 (14.02%) MCSE
4 30 (14.02%) Microsoft Certification
5 25 (11.68%) Security Cleared
6 15 (7.01%) AWS Certification
7 1 (0.47%) Master's Degree
7 1 (0.47%) PhD
7 1 (0.47%) SC Cleared
Quality Assurance & Compliance
1 20 (9.35%) GDPR
2 9 (4.21%) MiFID
3 6 (2.80%) QA
4 4 (1.87%) Data Quality
5 2 (0.93%) ISO/IEC 27001
6 1 (0.47%) COBIT
6 1 (0.47%) PMO
System Software
1 37 (17.29%) Docker
2 36 (16.82%) Active Directory
3 28 (13.08%) HDFS
4 14 (6.54%) Apache Flume
5 10 (4.67%) Apache ZooKeeper
6 4 (1.87%) Virtual Machines
Systems Management
1 30 (14.02%) Kibana
2 29 (13.55%) Opscode Chef
3 27 (12.62%) Prometheus
4 23 (10.75%) Ansible
4 23 (10.75%) logstash
5 22 (10.28%) Kubernetes
5 22 (10.28%) Puppet
6 20 (9.35%) Terraform
7 19 (8.88%) Hadoop YARN
8 16 (7.48%) Docker Swarm
8 16 (7.48%) Nagios
8 16 (7.48%) ZABBIX
9 11 (5.14%) Grafana
10 9 (4.21%) Ambari
11 7 (3.27%) Oozie
11 7 (3.27%) Packer
12 5 (2.34%) Mesos
13 4 (1.87%) Rundeck
14 3 (1.40%) Graphite
15 1 (0.47%) Salt
Vendors
1 42 (19.63%) CA Agile Central
2 40 (18.69%) Microsoft
3 30 (14.02%) Hortonworks
4 22 (10.28%) Oracle
5 19 (8.88%) Informatica
6 18 (8.41%) Cloudera
7 15 (7.01%) Talend
8 14 (6.54%) Tableau
9 9 (4.21%) Solace
9 9 (4.21%) TIBCO
10 7 (3.27%) IBM
10 7 (3.27%) Teradata
11 4 (1.87%) Alteryx
11 4 (1.87%) Cognos
11 4 (1.87%) Google
12 1 (0.47%) Databricks
12 1 (0.47%) Netezza
12 1 (0.47%) Red Hat
12 1 (0.47%) Splunk