Period
to 16 December 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 16 December 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
16 Dec 2018
Same period 2017 Same period 2016
Rank 892 1079 1071
Rank change year-on-year +187 -8 +153
Permanent jobs citing Amazon EMR 234 122 139
As % of all permanent IT jobs advertised in the UK 0.15% 0.068% 0.075%
As % of the Cloud Services category 0.60% 0.35% 0.56%
Number of salaries quoted 196 100 121
UK median annual salary £72,500 £70,000 £75,000
Median salary % change year-on-year +3.57% -6.67% +15.38%
10th Percentile £55,000 £38,625 £51,250
90th Percentile £100,000 £106,250 £86,250
UK excluding London median annual salary £71,250 £50,000 £47,000
% change year-on-year +42.50% +6.38% -40.88%

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 38,903 34,505 24,715
As % of all permanent IT jobs advertised in the UK 24.60% 19.37% 13.34%
Number of salaries quoted 31,054 28,469 20,724
UK median annual salary £55,000 £52,500 £51,000
Median salary % change year-on-year +4.76% +2.94% +2.00%
10th Percentile £30,000 £27,500 £28,500
90th Percentile £86,250 £81,250 £80,000
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 16 December 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 16 December 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 +183 222 £72,500 +3.57% 33
London +92 120 £72,500 -14.71% 22
UK excluding London +118 110 £71,250 +42.50% 12
South East +41 44 £85,000 +161.54% 3
North of England +71 43 £70,000 +154.55% 5
North West +57 41 £70,000 +154.55% 3
Midlands - 33 £85,000 - 1
West Midlands - 30 £85,000 - 1
Scotland +4 9 £57,500 +27.78% 1
South West +2 7 £60,000 +20.00% 2
East of England +20 5 £72,500 -12.12%
Yorkshire - 2 £67,500 - 2
East Midlands - 2 £65,000 -

For the 6 months to 16 December 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.

1 234 (100.00%) Amazon AWS
2 183 (78.21%) Python
3 145 (61.97%) Hadoop
4 138 (58.97%) Java
5 137 (58.55%) Big Data
6 135 (57.69%) Amazon EC2
7 133 (56.84%) Apache Spark
8 127 (54.27%) Amazon Redshift
9 118 (50.43%) Scala
10 109 (46.58%) Amazon S3
11 103 (44.02%) Kafka
12 102 (43.59%) NoSQL
13 101 (43.16%) SQL
14 98 (41.88%) Agile Software Development
15 86 (36.75%) Web Services
16 77 (32.91%) DevOps
17 76 (32.48%) AWS Lambda
18 75 (32.05%) Apache Hive
19 74 (31.62%) MongoDB
20 68 (29.06%) Serverless
21 66 (28.21%) Data Modelling
22 65 (27.78%) ETL
23 63 (26.92%) Configuration Management
24 61 (26.07%) Amazon RDS
25 60 (25.64%) Analytics
25 60 (25.64%) Apache
26 59 (25.21%) Amazon Athena
27 58 (24.79%) Degree
28 56 (23.93%) Amazon Kinesis
29 55 (23.50%) Open Source

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
1 133 (56.84%) Apache Spark
2 60 (25.64%) Apache
3 32 (13.68%) Elasticsearch
4 23 (9.83%) Apache Pig
5 8 (3.42%) Apache Airflow
6 3 (1.28%) Tomcat
6 3 (1.28%) WildFly
7 2 (0.85%) Apache Solr
7 2 (0.85%) Jupyter
7 2 (0.85%) Mule
7 2 (0.85%) OpenStack
8 1 (0.43%) Confluence
8 1 (0.43%) Luigi
8 1 (0.43%) MediaWiki
Applications
1 24 (10.26%) Microsoft Office
Cloud Services
1 234 (100.00%) Amazon AWS
2 135 (57.69%) Amazon EC2
3 109 (46.58%) Amazon S3
4 76 (32.48%) AWS Lambda
5 68 (29.06%) Serverless
6 56 (23.93%) Amazon Kinesis
7 51 (21.79%) Cloud Computing
8 46 (19.66%) Microsoft Azure
9 38 (16.24%) Amazon SQS
10 32 (13.68%) Azure Active Directory
11 24 (10.26%) Office 365
12 20 (8.55%) Amazon ELB
13 14 (5.98%) AWS CloudFormation
14 12 (5.13%) Amazon CloudWatch
15 10 (4.27%) Route 53
15 10 (4.27%) Virtual Private Cloud
16 9 (3.85%) AWS Data Pipeline
17 7 (2.99%) AWS CloudTrail
17 7 (2.99%) GitHub
17 7 (2.99%) Google Cloud Platform
Communications & Networking
1 33 (14.10%) Network Security
2 18 (7.69%) Internet
3 6 (2.56%) HTTP
3 6 (2.56%) VPN
4 3 (1.28%) Kerberos
5 1 (0.43%) DNS
5 1 (0.43%) RTMP
5 1 (0.43%) TCP/IP
Database & Business Intelligence
1 145 (61.97%) Hadoop
2 137 (58.55%) Big Data
3 127 (54.27%) Amazon Redshift
4 102 (43.59%) NoSQL
5 75 (32.05%) Apache Hive
6 74 (31.62%) MongoDB
7 61 (26.07%) Amazon RDS
8 59 (25.21%) Amazon Athena
9 46 (19.66%) Relational Database
10 41 (17.52%) Flink
11 38 (16.24%) Cosmos DB
11 38 (16.24%) RDBMS
12 31 (13.25%) Apache Cassandra
13 28 (11.97%) MySQL
14 26 (11.11%) Amazon DynamoDB
14 26 (11.11%) HBase
15 25 (10.68%) PostgreSQL
16 21 (8.97%) SQL Server
17 18 (7.69%) Data Warehouse
17 18 (7.69%) Sqoop
Development Applications
1 46 (19.66%) JIRA
2 29 (12.39%) Git (software)
3 18 (7.69%) Subversion
4 15 (6.41%) Jenkins
5 4 (1.71%) Eclipse
5 4 (1.71%) Team Foundation Server
6 3 (1.28%) Atlassian Bamboo
6 3 (1.28%) GitLab
7 2 (0.85%) Bitbucket
7 2 (0.85%) Travis CI
8 1 (0.43%) CircleCI
8 1 (0.43%) Gradle
8 1 (0.43%) JMeter
8 1 (0.43%) JUnit
8 1 (0.43%) Mockito
8 1 (0.43%) Spock
8 1 (0.43%) Vagrant
General
1 35 (14.96%) Finance
2 21 (8.97%) Banking
3 10 (4.27%) Telecoms
4 8 (3.42%) Advertising
5 7 (2.99%) Retail
6 6 (2.56%) Marketing
6 6 (2.56%) Music Industry
7 5 (2.14%) Publishing
8 3 (1.28%) Law
9 2 (0.85%) Legal
9 2 (0.85%) Pharmaceutical
10 1 (0.43%) Digital Economy
10 1 (0.43%) Financial Institution
10 1 (0.43%) Manufacturing
Job Titles
1 83 (35.47%) Data Engineer
2 70 (29.91%) Architect
3 54 (23.08%) Big Data Engineer
4 40 (17.09%) Solutions Architect
5 35 (14.96%) Data Architect
6 33 (14.10%) Cloud Architect
7 32 (13.68%) Cloud Solutions Architect
8 29 (12.39%) Lead Architect
8 29 (12.39%) Senior Data Engineer
9 28 (11.97%) Lead Solutions Architect
10 27 (11.54%) Hadoop Engineer
11 26 (11.11%) AWS Engineer
12 23 (9.83%) Senior Architect
13 22 (9.40%) Cloud Engineer
13 22 (9.40%) Senior Data Architect
14 21 (8.97%) Developer
15 18 (7.69%) DevOps Engineer
16 11 (4.70%) AWS Architect
16 11 (4.70%) Python Engineer
16 11 (4.70%) Senior Developer
Libraries, Frameworks & Software Standards
1 103 (44.02%) Kafka
2 86 (36.75%) Web Services
3 44 (18.80%) Spark Streaming
4 27 (11.54%) .NET
4 27 (11.54%) ASP.NET
5 26 (11.11%) ASP.NET Web API
5 26 (11.11%) Elastic Stack
6 17 (7.26%) PySpark
6 17 (7.26%) RabbitMQ
7 14 (5.98%) ActiveMQ
8 12 (5.13%) JSON
8 12 (5.13%) Middleware
9 11 (4.70%) XML
10 9 (3.85%) Rendezvous
11 8 (3.42%) Node.js
11 8 (3.42%) React
12 7 (2.99%) AngularJS
12 7 (2.99%) Apache Thrift
12 7 (2.99%) PostGIS
12 7 (2.99%) Samza
Miscellaneous
1 18 (7.69%) Internet of Things
2 17 (7.26%) Algorithms
2 17 (7.26%) Linux Command Line
3 16 (6.84%) Analytical Skills
4 14 (5.98%) Clustering
4 14 (5.98%) Replication
5 7 (2.99%) Cloud Native
5 7 (2.99%) Greenfield Project
6 6 (2.56%) Data Centre
7 4 (1.71%) Hedge funds
8 3 (1.28%) Data Structures
8 3 (1.28%) Enterprise Cloud
8 3 (1.28%) Fintech
8 3 (1.28%) Public Cloud
9 2 (0.85%) Anti-Piracy
9 2 (0.85%) Blog
9 2 (0.85%) Hybrid Cloud
9 2 (0.85%) IPTV
9 2 (0.85%) Marketing Technology
10 1 (0.43%) Video on Demand
Operating Systems
1 53 (22.65%) Linux
2 6 (2.56%) Unix
3 5 (2.14%) Windows
4 4 (1.71%) CentOS
4 4 (1.71%) Red Hat Enterprise Linux
4 4 (1.71%) Ubuntu
Processes & Methodologies
1 98 (41.88%) Agile Software Development
2 77 (32.91%) DevOps
3 66 (28.21%) Data Modelling
4 65 (27.78%) ETL
5 63 (26.92%) Configuration Management
6 60 (25.64%) Analytics
7 55 (23.50%) Open Source
8 51 (21.79%) Computer Science
8 51 (21.79%) Data Engineering
9 44 (18.80%) Mathematics
10 42 (17.95%) Data Ingestion
11 41 (17.52%) TDD
12 38 (16.24%) Change Management
13 35 (14.96%) Thought Leadership
14 34 (14.53%) Data Science
14 34 (14.53%) Identity Access Management
15 33 (14.10%) Vendor Relationship Management
16 31 (13.25%) Presales
17 29 (12.39%) Problem-Solving
18 27 (11.54%) Machine Learning
Programming Languages
1 183 (78.21%) Python
2 138 (58.97%) Java
3 118 (50.43%) Scala
4 101 (43.16%) SQL
5 35 (14.96%) Bash Shell
6 30 (12.82%) Shell Script
7 28 (11.97%) Ruby
8 27 (11.54%) R
9 24 (10.26%) PL/SQL
10 20 (8.55%) Go
11 14 (5.98%) JavaScript
12 8 (3.42%) PowerShell
13 7 (2.99%) C#
14 5 (2.14%) PHP
15 3 (1.28%) CoffeeScript
15 3 (1.28%) F#
16 2 (0.85%) Java 8
17 1 (0.43%) C
17 1 (0.43%) C++
17 1 (0.43%) Groovy
Qualifications
1 58 (24.79%) Degree
2 48 (20.51%) Computer Science Degree
3 39 (16.67%) Numerate Degree
4 33 (14.10%) MCSA
4 33 (14.10%) MCSE
4 33 (14.10%) Microsoft Certification
5 27 (11.54%) Security Cleared
6 17 (7.26%) AWS Certification
7 3 (1.28%) SC Cleared
8 2 (0.85%) Master's Degree
8 2 (0.85%) PhD
9 1 (0.43%) Sun Certification
Quality Assurance & Compliance
1 10 (4.27%) GDPR
2 9 (3.85%) MiFID
3 5 (2.14%) QA
4 2 (0.85%) Data Quality
5 1 (0.43%) ISO/IEC 27001
5 1 (0.43%) PMO
System Software
1 40 (17.09%) Docker
1 40 (17.09%) HDFS
2 38 (16.24%) Active Directory
3 9 (3.85%) Apache ZooKeeper
4 6 (2.56%) Apache Flume
5 4 (1.71%) Virtual Machines
6 1 (0.43%) VirtualBox
6 1 (0.43%) VMware Infrastructure
Systems Management
1 38 (16.24%) Kibana
2 34 (14.53%) Prometheus
3 32 (13.68%) logstash
4 31 (13.25%) Opscode Chef
5 30 (12.82%) Ansible
6 28 (11.97%) Puppet
7 25 (10.68%) Kubernetes
8 23 (9.83%) Terraform
9 22 (9.40%) Oozie
10 20 (8.55%) Grafana
11 17 (7.26%) ZABBIX
12 15 (6.41%) Docker Swarm
13 14 (5.98%) Nagios
14 13 (5.56%) Hadoop YARN
15 9 (3.85%) Ambari
16 7 (2.99%) Mesos
16 7 (2.99%) Packer
17 4 (1.71%) Rundeck
18 3 (1.28%) Graphite
18 3 (1.28%) Xymon
Vendors
1 43 (18.38%) Microsoft
2 39 (16.67%) CA Agile Central
3 37 (15.81%) Hortonworks
4 17 (7.26%) Tableau
5 16 (6.84%) Informatica
6 15 (6.41%) Oracle
7 14 (5.98%) Cloudera
8 12 (5.13%) Talend
9 9 (3.85%) Google
9 9 (3.85%) IBM
9 9 (3.85%) Solace
9 9 (3.85%) TIBCO
10 6 (2.56%) Cognos
10 6 (2.56%) Splunk
11 5 (2.14%) Alteryx
12 4 (1.71%) Red Hat
13 2 (0.85%) Teradata
14 1 (0.43%) Databricks
14 1 (0.43%) VMware