Period
to 9 April 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 9 April 2020 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
9 Apr 2020
Same period 2019 Same period 2018
Rank 792 939 1018
Rank change year-on-year +147 +79 +99
Permanent jobs citing Amazon EMR 191 192 191
As % of all permanent jobs advertised in the UK 0.17% 0.13% 0.11%
As % of the Cloud Services category 0.48% 0.47% 0.47%
Number of salaries quoted 141 156 175
Median annual salary £70,000 £70,000 £72,500
Median salary % change year-on-year - -3.45% +5.45%
10th Percentile £50,000 £56,250 £47,500
90th Percentile £93,750 £98,750 £100,000
UK excluding London median annual salary £55,000 £67,500 £55,000
% change year-on-year -18.52% +22.73% +41.94%

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 39,997 41,236 40,269
As % of all permanent IT jobs advertised in the UK 34.73% 27.67% 22.72%
Number of salaries quoted 32,500 32,926 33,043
Median annual salary £55,000 £55,000 £52,500
Median salary % change year-on-year - +4.76% +5.00%
10th Percentile £31,250 £30,500 £29,000
90th Percentile £91,250 £87,500 £82,500
UK excluding London median annual salary £48,000 £47,500 £45,000
% change year-on-year +1.05% +5.56% -

Amazon EMR
Job Vacancy Trend

Job postings citing Amazon EMR as a proportion of all IT jobs advertised.

Job vacancy trend for Amazon EMR in the UK

Amazon EMR
Salary Trend

3-month moving average salary quoted in jobs citing Amazon EMR.

Salary trend for Amazon EMR in the UK

Amazon EMR
Salary Histogram

Salary distribution for jobs citing Amazon EMR over the 6 months to 9 April 2020.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 16 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 9 April 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 +136 185 £72,500 +3.57% 19
London +143 146 £75,000 - 12
UK excluding London +93 44 £55,000 -18.52% 8
North of England +47 21 £54,671 -21.90%
Yorkshire +71 13 £54,835 +15.44%
South East +55 6 £75,000 +3.45% 2
East of England +50 5 £80,000 +14.29% 5
Scotland +38 4 £55,000 -13.73% 1
North West +28 4 - -
North East - 4 £54,671 -
South West +59 3 £42,500 -29.17%
Midlands +39 3 £55,000 -35.29%
East Midlands - 2 £67,500 -
Wales - 2 £47,500 -
West Midlands +43 1 £55,000 -35.29%
Work from Home +11 1 £77,500 +24.00%

For the 6 months to 9 April 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.

1 175 (91.62%) AWS
2 144 (75.39%) Python
3 131 (68.59%) Apache Spark
4 121 (63.35%) Hadoop
5 120 (62.83%) Big Data
6 117 (61.26%) SQL
7 116 (60.73%) NoSQL
8 114 (59.69%) Amazon Redshift
9 112 (58.64%) Analytics
10 110 (57.59%) ETL
11 108 (56.54%) Amazon S3
12 94 (49.21%) Scala
13 86 (45.03%) Agile Software Development
14 82 (42.93%) Data Science
15 77 (40.31%) GCP
16 76 (39.79%) Java
17 75 (39.27%) Data Engineering
18 71 (37.17%) Docker
19 70 (36.65%) Kafka
19 70 (36.65%) Azure
20 67 (35.08%) Kubernetes
21 66 (34.55%) Amazon DynamoDB
22 63 (32.98%) Google
22 63 (32.98%) Amazon Athena
23 58 (30.37%) Apache Hive
24 55 (28.80%) Data Modelling
24 55 (28.80%) Spark Streaming
25 52 (27.23%) Continuous Integration
26 48 (25.13%) Terraform
27 46 (24.08%) Data Munging

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
1 131 (68.59%) Apache Spark
2 32 (16.75%) Apache Airflow
3 18 (9.42%) Luigi
4 17 (8.90%) Apache
5 16 (8.38%) Confluence
6 7 (3.66%) Elasticsearch
7 6 (3.14%) Jupyter
8 4 (2.09%) Apache Pig
8 4 (2.09%) Cloud Foundry
9 3 (1.57%) NetWeaver
Applications
1 1 (0.52%) Microsoft Excel
Business Applications
1 3 (1.57%) SAP BPC
2 1 (0.52%) PolarLake
Cloud Services
1 175 (91.62%) AWS
2 108 (56.54%) Amazon S3
3 77 (40.31%) GCP
4 70 (36.65%) Azure
5 45 (23.56%) Amazon EC2
5 45 (23.56%) Amazon Kinesis
6 37 (19.37%) Serverless
7 35 (18.32%) AWS Lambda
8 28 (14.66%) IBM Cloud
9 19 (9.95%) Azure Data Factory
10 15 (7.85%) Amazon SQS
11 12 (6.28%) Amazon Glacier
12 11 (5.76%) Amazon ECS
12 11 (5.76%) AWS CloudFormation
12 11 (5.76%) AWS Data Pipeline
13 10 (5.24%) Amazon EKS
14 6 (3.14%) Power Platform
14 6 (3.14%) SaaS
15 5 (2.62%) AWS Step Functions
15 5 (2.62%) GitHub
Communications & Networking
1 2 (1.05%) TCP/IP
2 1 (0.52%) Unified Communications
Database & Business Intelligence
1 121 (63.35%) Hadoop
2 120 (62.83%) Big Data
3 116 (60.73%) NoSQL
4 114 (59.69%) Amazon Redshift
5 66 (34.55%) Amazon DynamoDB
6 63 (32.98%) Amazon Athena
7 58 (30.37%) Apache Hive
8 40 (20.94%) Amazon RDS
8 40 (20.94%) Electronic Patient Records
9 37 (19.37%) Neo4j
10 35 (18.32%) Relational Database
11 34 (17.80%) PostgreSQL
12 32 (16.75%) Impala
13 25 (13.09%) Data Lake
13 25 (13.09%) Data Warehouse
13 25 (13.09%) HBase
14 21 (10.99%) BigQuery
15 18 (9.42%) Azkaban
16 17 (8.90%) HDInsight
17 15 (7.85%) MongoDB
Development Applications
1 45 (23.56%) Jenkins
2 28 (14.66%) Atlassian Bamboo
2 28 (14.66%) Vagrant
3 26 (13.61%) Git (software)
4 19 (9.95%) JIRA
5 6 (3.14%) Sonatype Nexus
6 5 (2.62%) Travis CI
7 4 (2.09%) CircleCI
7 4 (2.09%) GoCD
8 2 (1.05%) Gerrit
9 1 (0.52%) Cucumber
9 1 (0.52%) GitLab
9 1 (0.52%) JUnit
General
1 38 (19.90%) Finance
2 30 (15.71%) Manufacturing
3 29 (15.18%) Retail
4 17 (8.90%) Automotive
5 15 (7.85%) Public Sector
6 11 (5.76%) Banking
7 8 (4.19%) Legal
7 8 (4.19%) Marketing
8 3 (1.57%) Telecoms
9 2 (1.05%) Advertising
10 1 (0.52%) Publishing
Job Titles
1 117 (61.26%) Data Engineer
2 42 (21.99%) Architect
3 34 (17.80%) Senior Data Engineer
4 29 (15.18%) Data Architect
5 23 (12.04%) AWS Engineer
6 22 (11.52%) Big Data Engineer
7 14 (7.33%) Platform Engineer
8 12 (6.28%) Cloud Architect
9 10 (5.24%) Python Engineer
10 9 (4.71%) Developer
11 8 (4.19%) Platform Architect
12 7 (3.66%) Principal Engineer
13 6 (3.14%) Java Developer
14 5 (2.62%) DevOps Engineer
14 5 (2.62%) Java Engineer
14 5 (2.62%) Senior Java Engineer
15 4 (2.09%) Administrator
15 4 (2.09%) Azure Architect
15 4 (2.09%) Data Science Director
15 4 (2.09%) Principal Architect
Libraries, Frameworks & Software Standards
1 70 (36.65%) Kafka
2 55 (28.80%) Spark Streaming
3 26 (13.61%) TensorFlow
4 10 (5.24%) Web Services
5 9 (4.71%) Lambda Expressions
6 8 (4.19%) LAPP Stack
7 7 (3.66%) Node.js
8 5 (2.62%) Elastic Stack
8 5 (2.62%) NumPy
8 5 (2.62%) Pandas
8 5 (2.62%) PySpark
8 5 (2.62%) RabbitMQ
9 4 (2.09%) Akka
9 4 (2.09%) REST
10 3 (1.57%) RESTful
10 3 (1.57%) SAP Basis
11 2 (1.05%) .NET
11 2 (1.05%) HTML
11 2 (1.05%) HTML5
11 2 (1.05%) Spring
Miscellaneous
1 34 (17.80%) Data Structures
2 28 (14.66%) Blog
3 26 (13.61%) Acoustics
4 16 (8.38%) Analytical Skills
5 15 (7.85%) Algorithms
5 15 (7.85%) Management Information System
6 8 (4.19%) Cloud Native
7 4 (2.09%) Public Cloud
7 4 (2.09%) Self-Motivation
7 4 (2.09%) Virtual Team
8 2 (1.05%) Foreign Exchange (FX)
8 2 (1.05%) Greenfield Project
8 2 (1.05%) PMI
8 2 (1.05%) Tandem
9 1 (0.52%) Equities
9 1 (0.52%) Private Cloud
9 1 (0.52%) Reference Data
9 1 (0.52%) Semantic Web
9 1 (0.52%) Social Network
Operating Systems
1 26 (13.61%) Linux
2 14 (7.33%) Unix
3 2 (1.05%) Windows
Processes & Methodologies
1 112 (58.64%) Analytics
2 110 (57.59%) ETL
3 86 (45.03%) Agile Software Development
4 82 (42.93%) Data Science
5 75 (39.27%) Data Engineering
6 55 (28.80%) Data Modelling
7 52 (27.23%) Continuous Integration
8 46 (24.08%) Data Munging
9 45 (23.56%) Software Engineering
10 41 (21.47%) DevOps
11 40 (20.94%) Business Intelligence
12 34 (17.80%) OO
13 33 (17.28%) Artificial Intelligence
13 33 (17.28%) Project Management
14 30 (15.71%) Configuration Management
15 29 (15.18%) Data Architecture
15 29 (15.18%) Translating Business Requirements
16 28 (14.66%) Unit Testing
17 26 (13.61%) Image Processing
18 24 (12.57%) Data Integration
Programming Languages
1 144 (75.39%) Python
2 117 (61.26%) SQL
3 94 (49.21%) Scala
4 76 (39.79%) Java
5 18 (9.42%) C++
6 13 (6.81%) R
7 8 (4.19%) Bash Shell
8 6 (3.14%) T-SQL
9 4 (2.09%) JavaScript
10 3 (1.57%) Go
10 3 (1.57%) Shell Script
10 3 (1.57%) TypeScript
11 2 (1.05%) C#
12 1 (0.52%) PowerShell
Qualifications
1 22 (11.52%) Computer Science Degree
1 22 (11.52%) Degree
2 5 (2.62%) AWS Certification
3 2 (1.05%) PMI Certification
4 1 (0.52%) Oracle Certification
Quality Assurance & Compliance
1 12 (6.28%) QA
2 10 (5.24%) Data Quality
3 6 (3.14%) GDPR
4 5 (2.62%) ISO/IEC 27001
5 3 (1.57%) CDISC
5 3 (1.57%) HL7
System Software
1 71 (37.17%) Docker
2 30 (15.71%) HDFS
3 28 (14.66%) VirtualBox
4 9 (4.71%) Apache Flume
5 7 (3.66%) Apache ZooKeeper
Systems Management
1 67 (35.08%) Kubernetes
2 48 (25.13%) Terraform
3 43 (22.51%) Ansible
4 29 (15.18%) Docker Swarm
5 14 (7.33%) Hadoop YARN
6 5 (2.62%) Mesos
7 4 (2.09%) Oozie
7 4 (2.09%) Puppet
8 2 (1.05%) Grafana
8 2 (1.05%) Opscode Chef
9 1 (0.52%) Rancher
Vendors
1 63 (32.98%) Google
2 45 (23.56%) Talend
3 42 (21.99%) Cloudera
4 32 (16.75%) Hortonworks
4 32 (16.75%) Informatica
5 28 (14.66%) IBM
6 27 (14.14%) Databricks
7 16 (8.38%) Tableau
8 8 (4.19%) Oracle
9 6 (3.14%) MicroStrategy
10 5 (2.62%) Vertica
11 3 (1.57%) Cognizant
11 3 (1.57%) SAP
12 2 (1.05%) Sybase
13 1 (0.52%) Bloomberg
13 1 (0.52%) Microsoft
13 1 (0.52%) Red Hat
13 1 (0.52%) Snapchat
13 1 (0.52%) Sun
13 1 (0.52%) WSO2