Period
to 19 January 2020

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 January 2020 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
19 Jan 2020
Same period 2019 Same period 2018
Rank 831 898 1095
Rank change year-on-year +67 +197 -1
Permanent jobs citing Amazon EMR 181 226 114
As % of all permanent IT jobs advertised in the UK 0.15% 0.15% 0.065%
As % of the Cloud Services category 0.43% 0.58% 0.31%
Number of salaries quoted 163 185 104
UK median annual salary £72,500 £70,000 £70,000
Median salary % change year-on-year +3.57% - -6.67%
10th Percentile £48,750 £57,500 £45,750
90th Percentile £93,750 £100,000 £104,375
UK excluding London median annual salary £54,671 £70,000 £50,000
% change year-on-year -21.90% +40.00% +11.11%

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 41,721 39,189 36,195
As % of all permanent IT jobs advertised in the UK 33.52% 26.01% 20.79%
Number of salaries quoted 33,885 31,270 29,960
UK median annual salary £55,000 £55,000 £51,000
Median salary % change year-on-year - +7.84% +2.00%
10th Percentile £30,000 £30,000 £27,863
90th Percentile £91,250 £86,250 £81,250
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 19 January 2020.

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 19 January 2020. 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 +54 179 £72,500 - 34
London +108 133 £75,000 +3.45% 24
UK excluding London +20 46 £54,671 -21.90% 12
North of England +44 26 £55,000 -21.43% 1
Yorkshire - 15 £55,000 -
South West +17 11 £47,500 -20.83% 1
North East - 7 £54,671 -
East of England +71 6 £80,000 +10.34% 3
North West +15 4 - - 1
Scotland +36 2 £50,000 -16.67% 2
East Midlands +17 1 £80,000 +23.08%
Midlands +5 1 £80,000 -5.88% 1

For the 6 months to 19 January 2020, 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.

1 151 (83.43%) AWS
2 128 (70.72%) Big Data
3 122 (67.40%) Apache Spark
4 120 (66.30%) Hadoop
5 112 (61.88%) Python
6 111 (61.33%) NoSQL
7 109 (60.22%) SQL
8 108 (59.67%) Amazon S3
9 95 (52.49%) Agile Software Development
10 94 (51.93%) ETL
11 86 (47.51%) Amazon Redshift
12 83 (45.86%) Azure
13 79 (43.65%) Java
14 76 (41.99%) Analytics
15 75 (41.44%) Apache Hive
16 72 (39.78%) Scala
17 71 (39.23%) Data Engineering
18 65 (35.91%) Data Science
19 58 (32.04%) HDFS
20 51 (28.18%) Amazon Athena
21 49 (27.07%) Docker
22 48 (26.52%) Kafka
22 48 (26.52%) Electronic Patient Records
22 48 (26.52%) GCP
23 47 (25.97%) Amazon DynamoDB
23 47 (25.97%) Linux
24 46 (25.41%) Neo4j
24 46 (25.41%) Kubernetes
24 46 (25.41%) Terraform
25 44 (24.31%) Cloudera

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 (67.40%) Apache Spark
2 31 (17.13%) Apache
3 15 (8.29%) Apache Airflow
4 9 (4.97%) Confluence
5 6 (3.31%) Luigi
6 5 (2.76%) Elasticsearch
6 5 (2.76%) Jupyter
7 2 (1.10%) Apache Solr
7 2 (1.10%) Cloud Foundry
8 1 (0.55%) NetWeaver
Business Applications
1 1 (0.55%) PolarLake
1 1 (0.55%) SAP BPC
Cloud Services
1 151 (83.43%) AWS
2 108 (59.67%) Amazon S3
3 83 (45.86%) Azure
4 48 (26.52%) GCP
5 41 (22.65%) Amazon Kinesis
6 36 (19.89%) Amazon EC2
7 29 (16.02%) AWS Lambda
7 29 (16.02%) Serverless
8 25 (13.81%) IBM Cloud
9 19 (10.50%) Azure Data Factory
10 10 (5.52%) AWS CloudFormation
11 9 (4.97%) Amazon SQS
12 8 (4.42%) Amazon ECS
12 8 (4.42%) Amazon ELB
13 5 (2.76%) GitHub
14 4 (2.21%) Amazon Glacier
14 4 (2.21%) Amazon SageMaker
14 4 (2.21%) AWS Data Pipeline
14 4 (2.21%) Cloud Computing
15 2 (1.10%) AWS Elastic Beanstalk
Communications & Networking
1 2 (1.10%) TCP/IP
2 1 (0.55%) Kerberos
2 1 (0.55%) Unified Communications
2 1 (0.55%) VPN
Database & Business Intelligence
1 128 (70.72%) Big Data
2 120 (66.30%) Hadoop
3 111 (61.33%) NoSQL
4 86 (47.51%) Amazon Redshift
5 75 (41.44%) Apache Hive
6 51 (28.18%) Amazon Athena
7 48 (26.52%) Electronic Patient Records
8 47 (25.97%) Amazon DynamoDB
9 46 (25.41%) Neo4j
10 39 (21.55%) HDInsight
11 37 (20.44%) PostgreSQL
12 35 (19.34%) Impala
13 27 (14.92%) SQL Server
14 24 (13.26%) Amazon RDS
15 23 (12.71%) Data Lake
15 23 (12.71%) HBase
16 21 (11.60%) MySQL
16 21 (11.60%) Relational Database
17 18 (9.94%) Data Warehouse
18 17 (9.39%) MongoDB
Development Applications
1 38 (20.99%) Jenkins
2 24 (13.26%) Git (software)
3 23 (12.71%) Atlassian Bamboo
3 23 (12.71%) Vagrant
4 9 (4.97%) JIRA
5 7 (3.87%) Ant
5 7 (3.87%) Maven
5 7 (3.87%) Subversion
6 4 (2.21%) Sonatype Nexus
7 2 (1.10%) Gerrit
8 1 (0.55%) Bitbucket
8 1 (0.55%) GoCD
8 1 (0.55%) JUnit
8 1 (0.55%) RStudio
General
1 22 (12.15%) Finance
2 21 (11.60%) Retail
3 18 (9.94%) Manufacturing
4 16 (8.84%) Public Sector
5 15 (8.29%) Automotive
6 11 (6.08%) Banking
6 11 (6.08%) Legal
7 4 (2.21%) Marketing
8 3 (1.66%) Advertising
8 3 (1.66%) Publishing
8 3 (1.66%) Telecoms
9 1 (0.55%) Multimedia
Job Titles
1 99 (54.70%) Data Engineer
2 43 (23.76%) Architect
3 41 (22.65%) Senior Data Engineer
4 38 (20.99%) Data Architect
5 30 (16.57%) Big Data Engineer
6 19 (10.50%) Cloud Architect
7 16 (8.84%) AWS Engineer
7 16 (8.84%) DevOps Engineer
8 13 (7.18%) Developer
9 10 (5.52%) Platform Engineer
10 8 (4.42%) Infrastructure Engineer
10 8 (4.42%) Java Developer
11 7 (3.87%) AWS DevOps
11 7 (3.87%) AWS DevOps Engineer
11 7 (3.87%) Big Data Developer
12 6 (3.31%) AWS Infrastructure Engineer
12 6 (3.31%) Lead Developer
12 6 (3.31%) Platform Architect
12 6 (3.31%) Python Engineer
13 5 (2.76%) Administrator
Libraries, Frameworks & Software Standards
1 48 (26.52%) Kafka
2 33 (18.23%) Spark Streaming
3 22 (12.15%) LAPP Stack
4 18 (9.94%) TensorFlow
5 17 (9.39%) Lambda Expressions
6 13 (7.18%) RabbitMQ
7 8 (4.42%) Node.js
8 7 (3.87%) ActiveMQ
8 7 (3.87%) Web Services
9 5 (2.76%) PySpark
9 5 (2.76%) REST
10 4 (2.21%) scikit-learn
11 3 (1.66%) .NET
11 3 (1.66%) Elastic Stack
11 3 (1.66%) JSON
11 3 (1.66%) Keras
11 3 (1.66%) NumPy
11 3 (1.66%) Pandas
11 3 (1.66%) Spring
12 2 (1.10%) RESTful
Miscellaneous
1 21 (11.60%) Algorithms
2 18 (9.94%) Blog
3 17 (9.39%) Acoustics
4 16 (8.84%) Data Structures
5 12 (6.63%) Analytical Skills
6 11 (6.08%) Management Information System
7 7 (3.87%) Clustering
7 7 (3.87%) Linux Command Line
7 7 (3.87%) Replication
8 5 (2.76%) Public Cloud
9 4 (2.21%) Equities
10 2 (1.10%) Data Centre
10 2 (1.10%) Fixed Income
10 2 (1.10%) PMI
10 2 (1.10%) Social Network
10 2 (1.10%) Tandem
11 1 (0.55%) Greenfield Project
11 1 (0.55%) Hybrid Cloud
11 1 (0.55%) Private Cloud
11 1 (0.55%) User Experience
Operating Systems
1 47 (25.97%) Linux
2 7 (3.87%) Unix
3 1 (0.55%) Windows
Processes & Methodologies
1 95 (52.49%) Agile Software Development
2 94 (51.93%) ETL
3 76 (41.99%) Analytics
4 71 (39.23%) Data Engineering
5 65 (35.91%) Data Science
6 43 (23.76%) Data Modelling
6 43 (23.76%) Software Engineering
7 38 (20.99%) Business Intelligence
8 34 (18.78%) Continuous Integration
8 34 (18.78%) DevOps
9 33 (18.23%) Configuration Management
10 30 (16.57%) Data Munging
11 29 (16.02%) Data Integration
12 28 (15.47%) Artificial Intelligence
13 27 (14.92%) Machine Learning
14 26 (14.36%) Translating Business Requirements
15 25 (13.81%) Project Management
16 24 (13.26%) Test Automation
17 23 (12.71%) Unit Testing
18 21 (11.60%) Data Management
Programming Languages
1 112 (61.88%) Python
2 109 (60.22%) SQL
3 79 (43.65%) Java
4 72 (39.78%) Scala
5 9 (4.97%) Go
6 7 (3.87%) Perl
6 7 (3.87%) Ruby
7 6 (3.31%) T-SQL
8 4 (2.21%) Bash Shell
8 4 (2.21%) C++
8 4 (2.21%) Shell Script
9 3 (1.66%) C#
9 3 (1.66%) Clojure
9 3 (1.66%) Java 8
9 3 (1.66%) JavaScript
9 3 (1.66%) TypeScript
10 2 (1.10%) R
11 1 (0.55%) C
11 1 (0.55%) PowerShell
Qualifications
1 8 (4.42%) Computer Science Degree
1 8 (4.42%) Degree
2 3 (1.66%) AWS Certification
3 2 (1.10%) PMI Certification
4 1 (0.55%) CCA
4 1 (0.55%) CSPO
4 1 (0.55%) ISEB
4 1 (0.55%) ISTQB
4 1 (0.55%) ISTQB Foundation Certification
4 1 (0.55%) Oracle Certification
Quality Assurance & Compliance
1 25 (13.81%) QA
2 15 (8.29%) Data Quality
3 9 (4.97%) GDPR
4 8 (4.42%) ISO/IEC 27001
5 3 (1.66%) CDISC
5 3 (1.66%) HL7
System Software
1 58 (32.04%) HDFS
2 49 (27.07%) Docker
3 23 (12.71%) VirtualBox
4 5 (2.76%) Apache Flume
5 2 (1.10%) Active Directory
5 2 (1.10%) Apache ZooKeeper
Systems Management
1 46 (25.41%) Kubernetes
1 46 (25.41%) Terraform
2 33 (18.23%) Ansible
3 31 (17.13%) Docker Swarm
4 19 (10.50%) Hadoop YARN
5 9 (4.97%) Puppet
6 7 (3.87%) Nagios
6 7 (3.87%) Opscode Chef
6 7 (3.87%) Prometheus
6 7 (3.87%) ZABBIX
7 5 (2.76%) Oozie
8 4 (2.21%) Control-M
9 2 (1.10%) Mesos
10 1 (0.55%) Grafana
10 1 (0.55%) Kubeflow
10 1 (0.55%) Packer
10 1 (0.55%) Rancher
Vendors
1 44 (24.31%) Cloudera
2 41 (22.65%) Google
3 37 (20.44%) Informatica
3 37 (20.44%) Talend
4 35 (19.34%) Hortonworks
5 25 (13.81%) IBM
6 21 (11.60%) Databricks
7 9 (4.97%) Tableau
8 7 (3.87%) Oracle
9 5 (2.76%) Ab Initio
10 4 (2.21%) MicroStrategy
10 4 (2.21%) Netezza
11 3 (1.66%) Microsoft
12 2 (1.10%) Blue Prism
12 2 (1.10%) Splunk
12 2 (1.10%) UiPath
13 1 (0.55%) Atlassian
13 1 (0.55%) Dynatrace
13 1 (0.55%) Snapchat
13 1 (0.55%) Sun