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

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
22 Sep 2019
Same period 2018 Same period 2017
Rank 894 963 1101
Rank change year-on-year +69 +138 +25
Permanent jobs citing Amazon EMR 184 210 108
As % of all permanent IT jobs advertised in the UK 0.13% 0.13% 0.061%
As % of the Cloud Services category 0.42% 0.51% 0.33%
Number of salaries quoted 145 182 78
UK median annual salary £75,000 £72,500 £63,750
Median salary % change year-on-year +3.45% +13.73% -15.00%
10th Percentile £48,850 £52,500 £26,250
90th Percentile £90,000 £92,500 £88,000
UK excluding London median annual salary £57,275 £72,500 £60,500
% change year-on-year -21.00% +19.83% +21.00%

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 with a requirement for cloud computing skills.

All Cloud Skills
UK
Permanent vacancies with a requirement for cloud computing skills 43,382 40,798 32,858
As % of all permanent IT jobs advertised in the UK 31.18% 24.50% 18.60%
Number of salaries quoted 35,281 33,036 27,054
UK median annual salary £55,000 £55,000 £50,000
Median salary % change year-on-year - +10.00% -
10th Percentile £30,000 £30,000 £28,163
90th Percentile £88,750 £85,000 £80,000
UK excluding London median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

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 September 2019.

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 22 September 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 +75 181 £75,000 +1.35% 35
London +87 114 £75,000 +3.45% 21
UK excluding London +54 68 £57,275 -21.00% 16
South West +19 24 £55,000 -29.03% 4
North of England +13 17 £57,275 -28.41% 4
South East +13 16 £72,000 -15.29% 1
North West +20 9 - - 3
East of England +67 8 £80,000 +10.34% 4
Yorkshire +3 5 £57,275 +4.14% 1
North East - 3 £57,275 -
Scotland +2 2 £42,500 -22.73% 1
East Midlands +21 1 £70,000 +7.69%
Midlands +6 1 £70,000 -15.15% 1

For the 6 months to 22 September 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.

1 170 (92.39%) AWS
2 127 (69.02%) Big Data
3 125 (67.93%) Python
4 122 (66.30%) Apache Spark
5 112 (60.87%) SQL
6 107 (58.15%) Amazon S3
7 104 (56.52%) Hadoop
8 98 (53.26%) Agile Software Development
9 93 (50.54%) Java
10 87 (47.28%) NoSQL
11 84 (45.65%) Analytics
12 79 (42.93%) Kafka
13 78 (42.39%) Amazon Redshift
14 77 (41.85%) Apache Hive
14 77 (41.85%) ETL
15 74 (40.22%) Scala
16 62 (33.70%) Azure
17 55 (29.89%) Amazon EC2
17 55 (29.89%) Linux
17 55 (29.89%) DevOps
17 55 (29.89%) Data Science
18 52 (28.26%) Data Engineering
19 48 (26.09%) Machine Learning
20 47 (25.54%) Terraform
21 46 (25.00%) Amazon Athena
21 46 (25.00%) Software Engineering
22 45 (24.46%) Business Intelligence
23 44 (23.91%) Git (software)
24 43 (23.37%) Docker
24 43 (23.37%) Amazon Kinesis

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
1 122 (66.30%) Apache Spark
2 33 (17.93%) Apache
3 17 (9.24%) Apache Airflow
4 13 (7.07%) Apache Pig
5 11 (5.98%) Confluence
6 10 (5.43%) Jupyter
7 3 (1.63%) Apache Solr
7 3 (1.63%) Cloud Foundry
7 3 (1.63%) Elasticsearch
7 3 (1.63%) Luigi
Cloud Services
1 170 (92.39%) AWS
2 107 (58.15%) Amazon S3
3 62 (33.70%) Azure
4 55 (29.89%) Amazon EC2
5 43 (23.37%) Amazon Kinesis
6 38 (20.65%) GCP
7 35 (19.02%) AWS Lambda
7 35 (19.02%) Serverless
8 28 (15.22%) Amazon ELB
9 19 (10.33%) AWS CloudFormation
10 14 (7.61%) Amazon ECS
11 13 (7.07%) Azure Data Factory
12 12 (6.52%) Cloud Computing
13 10 (5.43%) Amazon SQS
13 10 (5.43%) IBM Cloud
14 8 (4.35%) Amazon CloudWatch
15 7 (3.80%) Amazon EKS
16 6 (3.26%) GitHub
16 6 (3.26%) Route 53
17 5 (2.72%) Virtual Private Cloud
Communications & Networking
1 5 (2.72%) VPN
2 4 (2.17%) Internet
3 1 (0.54%) Kerberos
3 1 (0.54%) TCP/IP
Database & Business Intelligence
1 127 (69.02%) Big Data
2 104 (56.52%) Hadoop
3 87 (47.28%) NoSQL
4 78 (42.39%) Amazon Redshift
5 77 (41.85%) Apache Hive
6 46 (25.00%) Amazon Athena
7 40 (21.74%) MongoDB
8 38 (20.65%) Data Warehouse
9 37 (20.11%) Amazon RDS
10 36 (19.57%) SQL Server
11 35 (19.02%) PostgreSQL
12 34 (18.48%) HBase
13 32 (17.39%) MySQL
14 26 (14.13%) HDInsight
15 25 (13.59%) Amazon DynamoDB
16 24 (13.04%) Electronic Patient Records
17 23 (12.50%) Impala
18 21 (11.41%) Data Lake
18 21 (11.41%) MariaDB
18 21 (11.41%) Neo4j
Development Applications
1 44 (23.91%) Git (software)
2 42 (22.83%) Jenkins
3 19 (10.33%) Subversion
4 18 (9.78%) Maven
5 14 (7.61%) JIRA
6 9 (4.89%) Ant
7 6 (3.26%) Atlassian Bamboo
7 6 (3.26%) Vagrant
8 5 (2.72%) Bitbucket
9 3 (1.63%) Sonatype Nexus
10 1 (0.54%) Cucumber
10 1 (0.54%) git-flow
10 1 (0.54%) GoCD
10 1 (0.54%) RStudio
10 1 (0.54%) Selenium
10 1 (0.54%) TeamCity
General
1 14 (7.61%) Finance
2 9 (4.89%) Retail
3 7 (3.80%) Law
4 5 (2.72%) Legal
4 5 (2.72%) Manufacturing
4 5 (2.72%) Marketing
5 3 (1.63%) Public Sector
5 3 (1.63%) Publishing
6 2 (1.09%) Automotive
6 2 (1.09%) Banking
7 1 (0.54%) Multimedia
Job Titles
1 91 (49.46%) Data Engineer
2 34 (18.48%) AWS Engineer
3 31 (16.85%) Senior Data Engineer
4 29 (15.76%) DevOps Engineer
5 27 (14.67%) Big Data Engineer
6 20 (10.87%) Architect
7 19 (10.33%) Developer
8 16 (8.70%) Data Architect
9 13 (7.07%) Python Engineer
10 12 (6.52%) Platform Engineer
11 11 (5.98%) Big Data Developer
11 11 (5.98%) Cloud Architect
12 10 (5.43%) Lead Developer
12 10 (5.43%) Senior DevOps
12 10 (5.43%) Senior DevOps Engineer
13 8 (4.35%) Technical Leader
14 6 (3.26%) Cloud Engineer
14 6 (3.26%) Data Science Engineer
15 5 (2.72%) AWS DevOps
15 5 (2.72%) AWS Infrastructure Engineer
Libraries, Frameworks & Software Standards
1 79 (42.93%) Kafka
2 22 (11.96%) RabbitMQ
3 19 (10.33%) ActiveMQ
4 15 (8.15%) LAPP Stack
4 15 (8.15%) Spark Streaming
4 15 (8.15%) Web Services
5 11 (5.98%) Elastic Stack
6 10 (5.43%) Lambda Expressions
7 9 (4.89%) JSON
8 7 (3.80%) Apache NiFi
8 7 (3.80%) Spring
9 6 (3.26%) JDBC
9 6 (3.26%) Node.js
9 6 (3.26%) ODBC
9 6 (3.26%) TensorFlow
9 6 (3.26%) XML
9 6 (3.26%) YAML
10 4 (2.17%) NumPy
10 4 (2.17%) scikit-learn
10 4 (2.17%) Spring MVC
Miscellaneous
1 19 (10.33%) Clustering
1 19 (10.33%) Linux Command Line
1 19 (10.33%) Replication
2 16 (8.70%) Algorithms
3 14 (7.61%) Analytical Skills
4 10 (5.43%) Data Structures
5 7 (3.80%) Management Information System
6 5 (2.72%) Blog
7 4 (2.17%) Acoustics
7 4 (2.17%) Cloud Native
7 4 (2.17%) Internet of Things
8 3 (1.63%) Data Centre
8 3 (1.63%) Public Cloud
9 2 (1.09%) Enterprise Software
9 2 (1.09%) Equities
9 2 (1.09%) Fixed Income
9 2 (1.09%) Social Network
10 1 (0.54%) Hybrid Cloud
10 1 (0.54%) Private Cloud
10 1 (0.54%) User Experience
Operating Systems
1 55 (29.89%) Linux
2 13 (7.07%) Unix
3 1 (0.54%) Windows
Processes & Methodologies
1 98 (53.26%) Agile Software Development
2 84 (45.65%) Analytics
3 77 (41.85%) ETL
4 55 (29.89%) Data Science
4 55 (29.89%) DevOps
5 52 (28.26%) Data Engineering
6 48 (26.09%) Machine Learning
7 46 (25.00%) Software Engineering
8 45 (24.46%) Business Intelligence
9 37 (20.11%) Data Modelling
10 31 (16.85%) Configuration Management
10 31 (16.85%) Data Integration
11 27 (14.67%) Data Architecture
12 26 (14.13%) Data Management
13 24 (13.04%) Load Balancing
13 24 (13.04%) Test Automation
13 24 (13.04%) Visualisation
14 23 (12.50%) Data Development
15 22 (11.96%) Scrum
16 20 (10.87%) Problem-Solving
Programming Languages
1 125 (67.93%) Python
2 112 (60.87%) SQL
3 93 (50.54%) Java
4 74 (40.22%) Scala
5 20 (10.87%) Ruby
6 19 (10.33%) Go
7 13 (7.07%) Perl
8 10 (5.43%) Clojure
9 6 (3.26%) Bash Shell
9 6 (3.26%) Shell Script
10 4 (2.17%) JavaScript
11 3 (1.63%) Java 8
11 3 (1.63%) PL/SQL
12 2 (1.09%) C#
13 1 (0.54%) C
13 1 (0.54%) C++
13 1 (0.54%) R
Qualifications
1 8 (4.35%) AWS Certification
1 8 (4.35%) Degree
2 4 (2.17%) Computer Science Degree
3 1 (0.54%) CCA
3 1 (0.54%) ISEB
3 1 (0.54%) ISTQB
3 1 (0.54%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 18 (9.78%) QA
2 16 (8.70%) Data Quality
3 5 (2.72%) GDPR
3 5 (2.72%) ISO/IEC 27001
System Software
1 43 (23.37%) Docker
2 40 (21.74%) HDFS
3 10 (5.43%) Apache ZooKeeper
4 6 (3.26%) Active Directory
4 6 (3.26%) Apache Flume
4 6 (3.26%) VirtualBox
Systems Management
1 47 (25.54%) Terraform
2 36 (19.57%) Kubernetes
3 26 (14.13%) Docker Swarm
4 24 (13.04%) Opscode Chef
4 24 (13.04%) Puppet
5 23 (12.50%) Ansible
6 20 (10.87%) Prometheus
7 19 (10.33%) Nagios
7 19 (10.33%) ZABBIX
8 15 (8.15%) Hadoop YARN
8 15 (8.15%) Oozie
9 4 (2.17%) Control-M
9 4 (2.17%) Mesos
10 2 (1.09%) Packer
11 1 (0.54%) Grafana
11 1 (0.54%) Graphite
11 1 (0.54%) Icinga
11 1 (0.54%) Kubeflow
11 1 (0.54%) Rancher
Vendors
1 35 (19.02%) Informatica
2 26 (14.13%) Cloudera
3 23 (12.50%) Google
3 23 (12.50%) Hortonworks
4 20 (10.87%) Oracle
4 20 (10.87%) Tableau
4 20 (10.87%) Talend
5 18 (9.78%) Databricks
6 10 (5.43%) IBM
7 7 (3.80%) Ab Initio
7 7 (3.80%) Splunk
8 6 (3.26%) Microsoft
9 5 (2.72%) Netezza
10 4 (2.17%) Cognizant
10 4 (2.17%) Teradata
11 3 (1.63%) Dynatrace
11 3 (1.63%) Salesforce.com
12 2 (1.09%) Blue Prism
12 2 (1.09%) UiPath
13 1 (0.54%) New Relic