Period
to 19 October 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 19 October 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 927 1080 1107
Rank change year-on-year +153 +27 +109
Permanent jobs citing Amazon EMR 215 119 136
As % of all permanent IT jobs advertised in the UK 0.13% 0.068% 0.071%
As % of the Cloud Services category 0.55% 0.37% 0.56%
Number of salaries quoted 182 83 120
UK median annual salary £72,500 £60,000 £75,000
Median salary % change year-on-year +20.83% -20.00% +15.38%
10th Percentile £52,625 £26,250 £48,375
90th Percentile £97,250 £105,000 £99,250
UK excluding London median annual salary £75,000 £40,000 £47,000
% change year-on-year +87.50% -14.89% -27.69%

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 38,890 32,021 24,488
As % of all permanent IT jobs advertised in the UK 23.60% 18.32% 12.80%
Number of salaries quoted 31,350 26,317 20,540
UK median annual salary £55,000 £51,000 £50,000
Median salary % change year-on-year +7.84% +2.00% +5.26%
10th Percentile £30,000 £27,750 £28,000
90th Percentile £85,000 £80,000 £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 19 October 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 19 October 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 +125 199 £75,000 +20.00% 26
London +86 125 £72,500 +7.41% 16
UK excluding London +66 87 £75,000 +87.50% 11
South East +23 35 £85,000 +1.19% 1
Midlands - 25 £85,000 - 5
West Midlands - 22 £85,000 -
North of England +24 21 £80,000 +190.91% 3
North West +5 18 £87,500 +218.18% 2
Scotland +12 14 £55,000 +22.22% 1
East of England +21 10 £72,500 -12.12% 1
South West - 5 £77,500 -
Yorkshire +29 3 £55,000 +111.54% 1
East Midlands - 2 £65,000 - 5

For the 6 months to 19 October 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.

1 215 (100.00%) Amazon AWS
2 150 (69.77%) Python
3 132 (61.40%) Big Data
3 132 (61.40%) Apache Spark
4 131 (60.93%) Hadoop
5 118 (54.88%) SQL
6 115 (53.49%) Amazon Redshift
7 109 (50.70%) Amazon EC2
8 101 (46.98%) Java
9 94 (43.72%) Amazon S3
10 90 (41.86%) Analytics
11 88 (40.93%) ETL
12 86 (40.00%) Scala
12 86 (40.00%) NoSQL
13 77 (35.81%) Kafka
14 75 (34.88%) Apache Hive
15 74 (34.42%) Amazon Kinesis
16 67 (31.16%) Web Services
17 64 (29.77%) Amazon RDS
18 62 (28.84%) DevOps
18 62 (28.84%) Agile Software Development
19 59 (27.44%) AWS Lambda
20 57 (26.51%) Serverless
21 53 (24.65%) Microsoft Azure
22 52 (24.19%) MongoDB
23 51 (23.72%) HDFS
24 49 (22.79%) Amazon Athena
25 46 (21.40%) Configuration Management
26 44 (20.47%) Apache
27 43 (20.00%) Linux

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
1 132 (61.40%) Apache Spark
2 44 (20.47%) Apache
3 39 (18.14%) Apache Pig
4 26 (12.09%) Elasticsearch
5 9 (4.19%) Apache Airflow
5 9 (4.19%) SAS
6 6 (2.79%) NServiceBus
6 6 (2.79%) Tomcat
6 6 (2.79%) WildFly
7 2 (0.93%) Apache Solr
7 2 (0.93%) Confluence
7 2 (0.93%) Jupyter
7 2 (0.93%) Luigi
7 2 (0.93%) Mule
7 2 (0.93%) OpenStack
8 1 (0.47%) IIS
8 1 (0.47%) MediaWiki
Applications
1 16 (7.44%) Microsoft Office
Cloud Services
1 215 (100.00%) Amazon AWS
2 109 (50.70%) Amazon EC2
3 94 (43.72%) Amazon S3
4 74 (34.42%) Amazon Kinesis
5 59 (27.44%) AWS Lambda
6 57 (26.51%) Serverless
7 53 (24.65%) Microsoft Azure
8 30 (13.95%) Amazon SQS
9 24 (11.16%) Azure Active Directory
10 22 (10.23%) Cloud Computing
11 18 (8.37%) Amazon ELB
12 16 (7.44%) Google Cloud Platform
12 16 (7.44%) Office 365
13 13 (6.05%) IBM Cloud
14 10 (4.65%) GitHub
15 6 (2.79%) Amazon CloudWatch
15 6 (2.79%) Amazon ElastiCache
15 6 (2.79%) PaaS
16 5 (2.33%) AWS Data Pipeline
17 4 (1.86%) Adobe Analytics
Communications & Networking
1 25 (11.63%) Network Security
2 10 (4.65%) Internet
3 6 (2.79%) Kerberos
4 4 (1.86%) HTTP
5 2 (0.93%) DAB
6 1 (0.47%) DNS
Database & Business Intelligence
1 132 (61.40%) Big Data
2 131 (60.93%) Hadoop
3 115 (53.49%) Amazon Redshift
4 86 (40.00%) NoSQL
5 75 (34.88%) Apache Hive
6 64 (29.77%) Amazon RDS
7 52 (24.19%) MongoDB
8 49 (22.79%) Amazon Athena
9 38 (17.67%) Cosmos DB
10 37 (17.21%) Relational Database
11 31 (14.42%) HBase
12 29 (13.49%) Apache Cassandra
12 29 (13.49%) MySQL
12 29 (13.49%) RDBMS
13 28 (13.02%) Sqoop
14 21 (9.77%) PostgreSQL
15 19 (8.84%) Flink
15 19 (8.84%) SQL Server
16 18 (8.37%) Amazon DynamoDB
17 16 (7.44%) Data Warehouse
Development Applications
1 32 (14.88%) Jenkins
2 29 (13.49%) Git (software)
3 26 (12.09%) JIRA
4 15 (6.98%) Subversion
5 11 (5.12%) Atlassian Bamboo
6 9 (4.19%) Vagrant
7 4 (1.86%) Eclipse
7 4 (1.86%) Team Foundation Server
8 3 (1.40%) GitLab
9 2 (0.93%) Bitbucket
9 2 (0.93%) Travis CI
10 1 (0.47%) CircleCI
10 1 (0.47%) Gradle
10 1 (0.47%) JMeter
10 1 (0.47%) JUnit
10 1 (0.47%) Mockito
10 1 (0.47%) RStudio
10 1 (0.47%) Selenium
10 1 (0.47%) SonarQube
10 1 (0.47%) Spock
General
1 23 (10.70%) Finance
2 14 (6.51%) Banking
3 10 (4.65%) Advertising
3 10 (4.65%) Retail
4 7 (3.26%) Manufacturing
4 7 (3.26%) Marketing
5 6 (2.79%) Music Industry
6 5 (2.33%) Publishing
7 4 (1.86%) Law
8 2 (0.93%) Pharmaceutical
8 2 (0.93%) Telecoms
9 1 (0.47%) Digital Economy
9 1 (0.47%) Financial Institution
9 1 (0.47%) Legal
Job Titles
1 70 (32.56%) Data Engineer
2 59 (27.44%) Architect
3 35 (16.28%) Big Data Engineer
4 34 (15.81%) Solutions Architect
5 31 (14.42%) Data Architect
6 30 (13.95%) AWS Engineer
7 29 (13.49%) Cloud Architect
8 24 (11.16%) Cloud Solutions Architect
9 23 (10.70%) Hadoop Engineer
10 21 (9.77%) DevOps Engineer
10 21 (9.77%) Lead Architect
11 20 (9.30%) Lead Solutions Architect
12 17 (7.91%) Developer
13 16 (7.44%) Cloud Engineer
14 15 (6.98%) Consultant
14 15 (6.98%) Senior Architect
14 15 (6.98%) Senior Data Engineer
15 14 (6.51%) Senior Data Architect
16 13 (6.05%) AWS Consultant
17 12 (5.58%) AWS DevOps
Libraries, Frameworks & Software Standards
1 77 (35.81%) Kafka
2 67 (31.16%) Web Services
3 29 (13.49%) Spark Streaming
4 27 (12.56%) .NET
5 20 (9.30%) RabbitMQ
6 19 (8.84%) ASP.NET
6 19 (8.84%) PySpark
7 18 (8.37%) ASP.NET Web API
8 13 (6.05%) AngularJS
8 13 (6.05%) REST
9 12 (5.58%) JSON
10 11 (5.12%) ActiveMQ
10 11 (5.12%) Node.js
10 11 (5.12%) XML
11 10 (4.65%) Elastic Stack
12 9 (4.19%) Middleware
13 8 (3.72%) Apache Avro
13 8 (3.72%) Pandas
14 7 (3.26%) React
15 6 (2.79%) Swagger
Miscellaneous
1 30 (13.95%) Computer Science
2 19 (8.84%) Algorithms
3 17 (7.91%) Analytical Skills
4 14 (6.51%) Clustering
5 13 (6.05%) Linux Command Line
6 11 (5.12%) Fintech
6 11 (5.12%) Replication
7 10 (4.65%) Internet of Things
8 8 (3.72%) Blog
9 6 (2.79%) Greenfield Project
10 4 (1.86%) Hedge funds
10 4 (1.86%) Public Cloud
11 3 (1.40%) Analytical Mindset
11 3 (1.40%) Cloud Native
11 3 (1.40%) Enterprise Cloud
12 2 (0.93%) Data Centre
12 2 (0.93%) Hybrid Cloud
12 2 (0.93%) Marketing Technology
13 1 (0.47%) Data Structures
13 1 (0.47%) Private Cloud
Operating Systems
1 43 (20.00%) Linux
2 7 (3.26%) CentOS
2 7 (3.26%) Ubuntu
2 7 (3.26%) Unix
3 5 (2.33%) Windows
4 4 (1.86%) Red Hat Enterprise Linux
Processes & Methodologies
1 90 (41.86%) Analytics
2 88 (40.93%) ETL
3 62 (28.84%) Agile Software Development
3 62 (28.84%) DevOps
4 46 (21.40%) Configuration Management
5 41 (19.07%) Data Science
6 37 (17.21%) Data Engineering
7 36 (16.74%) Open Source
8 35 (16.28%) Data Modelling
9 32 (14.88%) Software Engineering
10 26 (12.09%) Identity Access Management
11 25 (11.63%) Vendor Relationship Management
12 24 (11.16%) Presales
13 22 (10.23%) Problem-Solving
14 21 (9.77%) Business Intelligence
14 21 (9.77%) Mathematics
15 20 (9.30%) Continuous Integration
15 20 (9.30%) Data Architecture
15 20 (9.30%) Data Ingestion
16 19 (8.84%) Visualisation
Programming Languages
1 150 (69.77%) Python
2 118 (54.88%) SQL
3 101 (46.98%) Java
4 86 (40.00%) Scala
5 38 (17.67%) R
6 29 (13.49%) Bash Shell
7 21 (9.77%) Ruby
8 20 (9.30%) Go
8 20 (9.30%) Shell Script
9 17 (7.91%) JavaScript
10 16 (7.44%) C#
10 16 (7.44%) PL/SQL
11 8 (3.72%) PowerShell
12 5 (2.33%) PHP
13 3 (1.40%) CoffeeScript
13 3 (1.40%) F#
14 2 (0.93%) Java 8
15 1 (0.47%) C
15 1 (0.47%) C++
15 1 (0.47%) Groovy
Qualifications
1 30 (13.95%) Degree
2 25 (11.63%) Computer Science Degree
2 25 (11.63%) MCSA
2 25 (11.63%) MCSE
2 25 (11.63%) Microsoft Certification
3 21 (9.77%) Security Cleared
4 17 (7.91%) Numerate Degree
5 15 (6.98%) AWS Certification
6 3 (1.40%) PhD
6 3 (1.40%) SC Cleared
7 2 (0.93%) Master's Degree
8 1 (0.47%) ITIL Foundation Certificate
8 1 (0.47%) Sun Certification
Quality Assurance & Compliance
1 8 (3.72%) QA
2 3 (1.40%) MiFID
3 2 (0.93%) Data Quality
4 1 (0.47%) ISO/IEC 27001
4 1 (0.47%) PMO
System Software
1 51 (23.72%) HDFS
2 41 (19.07%) Docker
3 24 (11.16%) Active Directory
4 10 (4.65%) Apache Flume
5 9 (4.19%) VirtualBox
6 4 (1.86%) Virtual Machines
7 3 (1.40%) Apache ZooKeeper
8 1 (0.47%) VMware Infrastructure
Systems Management
1 40 (18.60%) Oozie
2 35 (16.28%) Terraform
3 33 (15.35%) Prometheus
4 30 (13.95%) Kibana
5 29 (13.49%) Ansible
5 29 (13.49%) Kubernetes
6 24 (11.16%) logstash
7 22 (10.23%) Grafana
7 22 (10.23%) Opscode Chef
7 22 (10.23%) Puppet
8 20 (9.30%) Docker Swarm
9 17 (7.91%) ZABBIX
10 12 (5.58%) Nagios
11 7 (3.26%) Consul
12 6 (2.79%) Xymon
13 5 (2.33%) Hadoop YARN
14 4 (1.86%) Rundeck
15 3 (1.40%) Ambari
15 3 (1.40%) Graphite
15 3 (1.40%) Mesos
Vendors
1 42 (19.53%) Hortonworks
2 29 (13.49%) Microsoft
3 21 (9.77%) Cloudera
3 21 (9.77%) Tableau
4 19 (8.84%) Informatica
5 17 (7.91%) Google
6 16 (7.44%) CA Agile Central
6 16 (7.44%) IBM
7 15 (6.98%) Talend
8 10 (4.65%) Oracle
9 7 (3.26%) Red Hat
10 6 (2.79%) Splunk
11 5 (2.33%) Cognos
12 4 (1.86%) Adobe
12 4 (1.86%) Alteryx
12 4 (1.86%) Atlassian
12 4 (1.86%) MicroStrategy
13 3 (1.40%) SAP
13 3 (1.40%) Solace
13 3 (1.40%) TIBCO