Period
to 22 May 2019

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

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
22 May 2019
Same period 2018 Same period 2017
Rank 919 1019 1110
Rank change year-on-year +100 +91 +103
Permanent jobs citing Amazon EMR 163 187 69
As % of all permanent IT jobs advertised in the UK 0.11% 0.11% 0.041%
As % of the Cloud Services category 0.40% 0.47% 0.25%
Number of salaries quoted 118 166 61
UK median annual salary £70,000 £72,500 £77,500
Median salary % change year-on-year -3.45% -6.45% +6.90%
10th Percentile £55,000 £47,500 £37,500
90th Percentile £91,250 £100,000 £115,000
UK excluding London median annual salary £66,250 £60,000 £80,000
% change year-on-year +10.42% -25.00% +82.86%

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 40,914 40,143 27,404
As % of all permanent IT jobs advertised in the UK 28.35% 23.38% 16.22%
Number of salaries quoted 32,927 32,734 22,901
UK median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% -
10th Percentile £30,500 £29,750 £28,250
90th Percentile £87,500 £83,750 £80,000
UK excluding London median annual salary £47,500 £45,000 £44,000
% change year-on-year +5.56% +2.27% -2.22%

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 22 May 2019.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 12 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 22 May 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
England +74 156 £70,000 -3.45% 15
London +48 87 £75,000 -6.25% 9
UK excluding London +66 72 £66,250 +10.42% 6
South East +55 24 £69,500 +20.87% 2
North of England +61 20 £65,000 +30.00% 2
South West +25 19 £65,000 +30.00% 1
North West +38 18 £70,000 +40.00% 1
Midlands - 7 - -
West Midlands - 7 - -
East of England +52 6 £70,000 -3.45% 1
Scotland +9 3 £67,500 +22.73%
Yorkshire - 2 £47,500 - 1

For the 6 months to 22 May 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 with a requirement for Amazon EMR.

1 159 (97.55%) Amazon AWS
2 125 (76.69%) Python
3 114 (69.94%) Java
4 111 (68.10%) Apache Spark
5 108 (66.26%) Big Data
6 98 (60.12%) Hadoop
7 97 (59.51%) Kafka
8 96 (58.90%) Amazon Redshift
9 93 (57.06%) Amazon S3
10 89 (54.60%) Agile Software Development
11 81 (49.69%) SQL
12 79 (48.47%) Scala
13 73 (44.79%) NoSQL
14 69 (42.33%) DevOps
15 68 (41.72%) Amazon EC2
16 62 (38.04%) Analytics
17 60 (36.81%) Apache Hive
18 57 (34.97%) Amazon Athena
19 55 (33.74%) MongoDB
20 53 (32.52%) ETL
21 52 (31.90%) Data Modelling
22 50 (30.67%) Machine Learning
22 50 (30.67%) Amazon Kinesis
23 45 (27.61%) Amazon RDS
24 44 (26.99%) Data Science
24 44 (26.99%) Microsoft Azure
24 44 (26.99%) Data Warehouse
25 40 (24.54%) AWS Lambda
25 40 (24.54%) Linux
25 40 (24.54%) Apache

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
1 111 (68.10%) Apache Spark
2 40 (24.54%) Apache
3 23 (14.11%) Apache Pig
4 10 (6.13%) Confluence
5 9 (5.52%) Elasticsearch
6 4 (2.45%) Apache Airflow
7 2 (1.23%) Apache Solr
7 2 (1.23%) Luigi
7 2 (1.23%) SAS
8 1 (0.61%) Cloud Foundry
Applications
1 7 (4.29%) Microsoft Office
Business Applications
1 1 (0.61%) SAP MDG
Cloud Services
1 159 (97.55%) Amazon AWS
2 93 (57.06%) Amazon S3
3 68 (41.72%) Amazon EC2
4 50 (30.67%) Amazon Kinesis
5 44 (26.99%) Microsoft Azure
6 40 (24.54%) AWS Lambda
7 37 (22.70%) Serverless
8 33 (20.25%) Google Cloud Platform
9 30 (18.40%) Cloud Computing
10 22 (13.50%) AWS CloudFormation
11 19 (11.66%) Amazon ELB
12 11 (6.75%) Azure Active Directory
13 10 (6.13%) Amazon SQS
13 10 (6.13%) PaaS
14 9 (5.52%) AWS Data Pipeline
15 7 (4.29%) Office 365
16 6 (3.68%) Amazon Glacier
17 5 (3.07%) Amazon CloudWatch
17 5 (3.07%) Azure Data Factory
18 4 (2.45%) IBM Cloud
Communications & Networking
1 9 (5.52%) Internet
2 7 (4.29%) Network Security
3 2 (1.23%) VPN
4 1 (0.61%) HTTP
4 1 (0.61%) MQTT
4 1 (0.61%) RTMP
4 1 (0.61%) TCP/IP
Database & Business Intelligence
1 108 (66.26%) Big Data
2 98 (60.12%) Hadoop
3 96 (58.90%) Amazon Redshift
4 73 (44.79%) NoSQL
5 60 (36.81%) Apache Hive
6 57 (34.97%) Amazon Athena
7 55 (33.74%) MongoDB
8 45 (27.61%) Amazon RDS
9 44 (26.99%) Data Warehouse
10 39 (23.93%) SQL Server
11 34 (20.86%) HBase
12 33 (20.25%) MySQL
13 29 (17.79%) PostgreSQL
13 29 (17.79%) Sqoop
14 26 (15.95%) Apache Cassandra
15 23 (14.11%) Electronic Patient Records
16 22 (13.50%) Amazon DynamoDB
17 20 (12.27%) Relational Database
18 18 (11.04%) Flink
18 18 (11.04%) MariaDB
Development Applications
1 31 (19.02%) JIRA
2 28 (17.18%) Git (software)
3 25 (15.34%) Jenkins
4 11 (6.75%) Subversion
5 9 (5.52%) Maven
6 7 (4.29%) Bitbucket
7 3 (1.84%) Cucumber
8 2 (1.23%) Bitbucket Server
8 2 (1.23%) git-flow
8 2 (1.23%) Selenium
8 2 (1.23%) TeamCity
9 1 (0.61%) JUnit
9 1 (0.61%) Mockito
General
1 18 (11.04%) Finance
2 13 (7.98%) Retail
3 11 (6.75%) Law
4 7 (4.29%) Marketing
5 5 (3.07%) Legal
6 2 (1.23%) Banking
6 2 (1.23%) Telecoms
7 1 (0.61%) Retail Banking
Job Titles
1 89 (54.60%) Data Engineer
2 42 (25.77%) Senior Data Engineer
3 29 (17.79%) Big Data Engineer
4 23 (14.11%) AWS Engineer
5 21 (12.88%) DevOps Engineer
6 17 (10.43%) Developer
7 15 (9.20%) Architect
8 12 (7.36%) Python Engineer
9 10 (6.13%) Technical Leader
10 9 (5.52%) Cloud Architect
10 9 (5.52%) Senior DevOps
10 9 (5.52%) Senior DevOps Engineer
10 9 (5.52%) Solutions Architect
11 8 (4.91%) Cloud Solutions Architect
12 7 (4.29%) DBA
12 7 (4.29%) Lead Architect
12 7 (4.29%) Lead DevOps
12 7 (4.29%) Lead DevOps Engineer
12 7 (4.29%) Lead Solutions Architect
13 6 (3.68%) Lead Developer
Libraries, Frameworks & Software Standards
1 97 (59.51%) Kafka
2 32 (19.63%) Web Services
3 21 (12.88%) Spark Streaming
4 14 (8.59%) Elastic Stack
5 12 (7.36%) Apache NiFi
6 11 (6.75%) ActiveMQ
6 11 (6.75%) LAMP
6 11 (6.75%) RabbitMQ
7 9 (5.52%) Spring
7 9 (5.52%) YAML
8 8 (4.91%) .NET
8 8 (4.91%) LAPP Stack
9 7 (4.29%) ASP.NET
9 7 (4.29%) ASP.NET Web API
10 5 (3.07%) JSON
10 5 (3.07%) Node.js
10 5 (3.07%) RESTful
10 5 (3.07%) XML
11 4 (2.45%) AngularJS
11 4 (2.45%) Apache Beam
Miscellaneous
1 22 (13.50%) Data Structures
2 15 (9.20%) Linux Command Line
3 11 (6.75%) Clustering
3 11 (6.75%) Replication
4 10 (6.13%) Algorithms
5 9 (5.52%) Internet of Things
6 8 (4.91%) Cloud Native
7 7 (4.29%) User Experience
8 6 (3.68%) Analytical Skills
9 4 (2.45%) Linked Data
10 3 (1.84%) Greenfield Project
10 3 (1.84%) Self-Motivation
10 3 (1.84%) Virtual Team
11 2 (1.23%) Enterprise Software
12 1 (0.61%) Anti-Piracy
12 1 (0.61%) Blog
12 1 (0.61%) IPTV
12 1 (0.61%) Mobile App
12 1 (0.61%) Video on Demand
12 1 (0.61%) Video\Live Streaming
Operating Systems
1 40 (24.54%) Linux
2 5 (3.07%) Unix
3 4 (2.45%) Mac OS X
4 1 (0.61%) Windows
Processes & Methodologies
1 89 (54.60%) Agile Software Development
2 69 (42.33%) DevOps
3 62 (38.04%) Analytics
4 53 (32.52%) ETL
5 52 (31.90%) Data Modelling
6 50 (30.67%) Machine Learning
7 44 (26.99%) Data Science
8 39 (23.93%) Data Engineering
9 36 (22.09%) Software Engineering
10 32 (19.63%) TDD
11 28 (17.18%) Business Intelligence
11 28 (17.18%) Data Architecture
12 26 (15.95%) Data Integration
13 24 (14.72%) Configuration Management
13 24 (14.72%) Open Source
14 23 (14.11%) Data Development
14 23 (14.11%) MapReduce
15 21 (12.88%) Computer Science
16 19 (11.66%) Mathematics
16 19 (11.66%) Problem-Solving
Programming Languages
1 125 (76.69%) Python
2 114 (69.94%) Java
3 81 (49.69%) SQL
4 79 (48.47%) Scala
5 17 (10.43%) Shell Script
6 14 (8.59%) Go
7 12 (7.36%) PL/SQL
7 12 (7.36%) Ruby
8 11 (6.75%) Clojure
9 7 (4.29%) JavaScript
10 6 (3.68%) R
11 4 (2.45%) C++
11 4 (2.45%) Perl
12 3 (1.84%) Data Analysis Expressions (DAX)
12 3 (1.84%) Gremlin
12 3 (1.84%) T-SQL
13 2 (1.23%) Bash Shell
13 2 (1.23%) C#
13 2 (1.23%) Java 8
13 2 (1.23%) PHP
Qualifications
1 30 (18.40%) Degree
2 18 (11.04%) Computer Science Degree
3 13 (7.98%) Numerate Degree
4 8 (4.91%) AWS Certification
5 7 (4.29%) MCSA
5 7 (4.29%) MCSE
5 7 (4.29%) Microsoft Certification
5 7 (4.29%) Security Cleared
Quality Assurance & Compliance
1 18 (11.04%) GDPR
2 13 (7.98%) Data Quality
3 7 (4.29%) QA
4 4 (2.45%) ISO/IEC 27001
5 3 (1.84%) MiFID
6 1 (0.61%) COBIT
System Software
1 26 (15.95%) Docker
2 19 (11.66%) Apache Flume
2 19 (11.66%) HDFS
3 17 (10.43%) Apache ZooKeeper
4 9 (5.52%) Active Directory
Systems Management
1 22 (13.50%) Terraform
2 20 (12.27%) Kubernetes
3 17 (10.43%) Hadoop YARN
4 16 (9.82%) Oozie
5 15 (9.20%) Ansible
5 15 (9.20%) Opscode Chef
6 14 (8.59%) Puppet
7 12 (7.36%) Prometheus
8 11 (6.75%) Docker Swarm
8 11 (6.75%) Nagios
8 11 (6.75%) ZABBIX
9 6 (3.68%) Kibana
10 4 (2.45%) logstash
11 3 (1.84%) Ambari
11 3 (1.84%) Mesos
11 3 (1.84%) Salt
12 2 (1.23%) Packer
13 1 (0.61%) Graphite
13 1 (0.61%) Icinga
Vendors
1 37 (22.70%) Oracle
2 35 (21.47%) Informatica
3 26 (15.95%) Cloudera
4 22 (13.50%) Talend
5 16 (9.82%) Hortonworks
6 13 (7.98%) CA Agile Central
6 13 (7.98%) Google
7 11 (6.75%) Microsoft
7 11 (6.75%) Tableau
7 11 (6.75%) Teradata
8 7 (4.29%) IBM
9 4 (2.45%) Cognizant
9 4 (2.45%) Databricks
9 4 (2.45%) Salesforce.com
10 3 (1.84%) Alteryx
10 3 (1.84%) Dynatrace
10 3 (1.84%) Red Hat
10 3 (1.84%) Solace
10 3 (1.84%) TIBCO
11 2 (1.23%) Netezza