Period
to 4 July 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 4 July 2020 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
UK
6 months to
4 Jul 2020
Same period 2019 Same period 2018
Rank 683 959 1029
Rank change year-on-year +276 +70 +71
Permanent jobs citing Amazon EMR 164 153 199
As % of all permanent jobs advertised in the UK 0.21% 0.10% 0.11%
As % of the Cloud Services category 0.58% 0.35% 0.47%
Number of salaries quoted 115 120 180
Median annual salary £70,000 £71,250 £72,500
Median salary % change year-on-year -1.75% -1.72% +20.83%
10th Percentile £50,000 £55,000 £47,500
90th Percentile £93,750 £90,000 £97,750
UK excluding London median annual salary £70,000 £67,500 £62,250
% change year-on-year +3.70% +8.43% +60.65%

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 28,327 43,411 42,320
As % of all permanent IT jobs advertised in the UK 35.90% 29.57% 23.83%
Number of salaries quoted 23,069 35,257 34,458
Median annual salary £57,500 £55,000 £52,500
Median salary % change year-on-year +4.55% +4.76% +5.00%
10th Percentile £32,500 £30,750 £29,750
90th Percentile £92,500 £87,500 £83,750
UK excluding London median annual salary £50,000 £47,500 £46,000
% change year-on-year +5.26% +3.26% +5.14%

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 4 July 2020.

Salary histogram for Amazon EMR in the UK

Amazon EMR
Top 15 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 4 July 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 +277 156 £70,000 -3.45% 5
London +194 123 £72,500 -3.33% 4
UK excluding London +216 41 £70,000 +3.70% 3
South East +134 12 £77,500 +10.71%
East of England +107 11 £70,000 -6.67% 1
North of England +138 7 £55,000 +15.79%
Scotland +95 6 £55,000 -18.52% 2
North West +99 5 - -
Work from Home +55 5 £70,000 +27.27% 1
Yorkshire +115 2 £55,000 +15.79%
Midlands +111 2 £55,000 -
Wales - 2 £47,500 -
South West +91 1 £50,000 -19.03%
West Midlands +88 1 £55,000 -
East Midlands - 1 £55,000 -

For the 6 months to 4 July 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.

1 164 (100.00%) AWS
2 139 (84.76%) Python
3 117 (71.34%) Analytics
4 116 (70.73%) Apache Spark
5 104 (63.41%) Big Data
6 101 (61.59%) Amazon Redshift
7 95 (57.93%) Hadoop
8 91 (55.49%) SQL
9 88 (53.66%) NoSQL
10 82 (50.00%) Amazon S3
11 79 (48.17%) ETL
12 75 (45.73%) Scala
12 75 (45.73%) Kafka
13 68 (41.46%) Agile Software Development
13 68 (41.46%) Data Science
13 68 (41.46%) GCP
14 67 (40.85%) Azure
15 66 (40.24%) Java
16 64 (39.02%) Kubernetes
17 63 (38.41%) Docker
18 60 (36.59%) DevOps
19 57 (34.76%) Amazon EC2
20 54 (32.93%) Spark Streaming
21 53 (32.32%) Data Engineering
22 52 (31.71%) Google
23 48 (29.27%) Data Munging
23 48 (29.27%) Jenkins
23 48 (29.27%) Amazon Athena
24 46 (28.05%) Amazon DynamoDB
25 45 (27.44%) Ansible

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
1 116 (70.73%) Apache Spark
2 43 (26.22%) Apache Airflow
3 24 (14.63%) Luigi
4 12 (7.32%) Confluence
5 11 (6.71%) Apache
6 8 (4.88%) Jupyter
7 5 (3.05%) Elasticsearch
8 4 (2.44%) Apache Pig
8 4 (2.44%) Cloud Foundry
9 3 (1.83%) NetWeaver
Applications
1 1 (0.61%) Microsoft Excel
Business Applications
1 3 (1.83%) SAP BPC
Cloud Services
1 164 (100.00%) AWS
2 82 (50.00%) Amazon S3
3 68 (41.46%) GCP
4 67 (40.85%) Azure
5 57 (34.76%) Amazon EC2
6 32 (19.51%) Serverless
7 30 (18.29%) AWS Lambda
8 26 (15.85%) Amazon Kinesis
9 24 (14.63%) IBM Cloud
10 21 (12.80%) Amazon SQS
11 15 (9.15%) Azure Data Factory
12 14 (8.54%) Power Platform
13 13 (7.93%) AWS CloudFormation
14 12 (7.32%) AWS Data Pipeline
15 11 (6.71%) Amazon ECS
16 9 (5.49%) Amazon EKS
16 9 (5.49%) Amazon Glacier
17 8 (4.88%) Amazon CloudWatch
17 8 (4.88%) GitHub
17 8 (4.88%) Logic Apps
Communications & Networking
1 2 (1.22%) DSL
2 1 (0.61%) Unified Communications
Database & Business Intelligence
1 104 (63.41%) Big Data
2 101 (61.59%) Amazon Redshift
3 95 (57.93%) Hadoop
4 88 (53.66%) NoSQL
5 48 (29.27%) Amazon Athena
6 46 (28.05%) Amazon DynamoDB
7 39 (23.78%) Amazon RDS
8 35 (21.34%) PostgreSQL
9 33 (20.12%) Relational Database
10 32 (19.51%) Apache Hive
11 26 (15.85%) Data Warehouse
11 26 (15.85%) Neo4j
12 24 (14.63%) Azkaban
13 22 (13.41%) Electronic Patient Records
14 19 (11.59%) Apache Cassandra
15 18 (10.98%) BigQuery
16 17 (10.37%) Data Lake
16 17 (10.37%) SQL Server Integration Services
17 15 (9.15%) HBase
18 14 (8.54%) Impala
Development Applications
1 48 (29.27%) Jenkins
2 28 (17.07%) Git (software)
3 25 (15.24%) Atlassian Bamboo
4 24 (14.63%) Vagrant
5 17 (10.37%) JIRA
6 9 (5.49%) Sonatype Nexus
7 8 (4.88%) GoCD
8 5 (3.05%) CircleCI
8 5 (3.05%) Gradle
8 5 (3.05%) Travis CI
9 2 (1.22%) Cucumber
9 2 (1.22%) MLflow
10 1 (0.61%) Bitbucket
10 1 (0.61%) GitLab
10 1 (0.61%) JUnit
10 1 (0.61%) Maven
General
1 28 (17.07%) Manufacturing
2 27 (16.46%) Finance
3 24 (14.63%) Retail
4 15 (9.15%) Banking
5 13 (7.93%) Automotive
6 10 (6.10%) Public Sector
7 9 (5.49%) Marketing
8 4 (2.44%) Front Office
9 2 (1.22%) Telecoms
10 1 (0.61%) Publishing
Job Titles
1 93 (56.71%) Data Engineer
2 33 (20.12%) Architect
3 23 (14.02%) AWS Engineer
3 23 (14.02%) Senior Data Engineer
4 20 (12.20%) Data Architect
5 16 (9.76%) Platform Engineer
6 15 (9.15%) Python Engineer
7 13 (7.93%) Big Data Engineer
8 12 (7.32%) Cloud Engineer
8 12 (7.32%) Developer
9 8 (4.88%) DevOps Engineer
10 6 (3.66%) Java Engineer
10 6 (3.66%) Platform Architect
10 6 (3.66%) Principal Engineer
10 6 (3.66%) Senior Developer
11 5 (3.05%) Cloud Architect
11 5 (3.05%) Senior Architect
11 5 (3.05%) Senior Java Engineer
12 4 (2.44%) Senior Business Intelligence Developer
12 4 (2.44%) Senior Cloud Engineer
Libraries, Frameworks & Software Standards
1 75 (45.73%) Kafka
2 54 (32.93%) Spark Streaming
3 24 (14.63%) TensorFlow
4 10 (6.10%) Web Services
5 7 (4.27%) Elastic Stack
5 7 (4.27%) NumPy
5 7 (4.27%) Pandas
6 4 (2.44%) Akka
6 4 (2.44%) RabbitMQ
6 4 (2.44%) Sensu
6 4 (2.44%) Spring
7 3 (1.83%) Matplotlib
7 3 (1.83%) SAP Basis
7 3 (1.83%) scikit-learn
8 2 (1.22%) Keras
8 2 (1.22%) Lambda Expressions
8 2 (1.22%) Natural Language Processing
8 2 (1.22%) Node.js
8 2 (1.22%) PyTorch
8 2 (1.22%) REST
Miscellaneous
1 35 (21.34%) Data Structures
2 25 (15.24%) Blog
3 22 (13.41%) Acoustics
3 22 (13.41%) Management Information System
4 14 (8.54%) Analytical Skills
5 9 (5.49%) Algorithms
6 8 (4.88%) Cloud Native
6 8 (4.88%) Data Centre
7 6 (3.66%) Public Cloud
8 4 (2.44%) Self-Motivation
8 4 (2.44%) Virtual Team
9 2 (1.22%) Equities
9 2 (1.22%) Fixed Income
9 2 (1.22%) Foreign Exchange (FX)
9 2 (1.22%) User Experience
10 1 (0.61%) Greenfield Project
10 1 (0.61%) Private Cloud
10 1 (0.61%) Semantic Web
10 1 (0.61%) Social Network
Operating Systems
1 16 (9.76%) Linux
2 10 (6.10%) Unix
3 1 (0.61%) Windows
Processes & Methodologies
1 117 (71.34%) Analytics
2 79 (48.17%) ETL
3 68 (41.46%) Agile Software Development
3 68 (41.46%) Data Science
4 60 (36.59%) DevOps
5 53 (32.32%) Data Engineering
6 48 (29.27%) Data Munging
7 41 (25.00%) Continuous Integration
8 37 (22.56%) OO
9 35 (21.34%) Data Modelling
9 35 (21.34%) Software Engineering
10 33 (20.12%) Business Intelligence
11 31 (18.90%) Artificial Intelligence
11 31 (18.90%) Computer Science
12 30 (18.29%) Workflow
13 28 (17.07%) Configuration Management
14 27 (16.46%) Project Management
15 26 (15.85%) Data Transformation
16 25 (15.24%) Data Architecture
16 25 (15.24%) Translating Business Requirements
Programming Languages
1 139 (84.76%) Python
2 91 (55.49%) SQL
3 75 (45.73%) Scala
4 66 (40.24%) Java
5 24 (14.63%) C++
6 17 (10.37%) R
7 10 (6.10%) Bash Shell
8 6 (3.66%) Go
8 6 (3.66%) JavaScript
9 5 (3.05%) Groovy
9 5 (3.05%) Korn
10 4 (2.44%) Java 8
10 4 (2.44%) Shell Script
11 2 (1.22%) PL/SQL
11 2 (1.22%) T-SQL
12 1 (0.61%) Elm
Qualifications
1 31 (18.90%) Degree
2 29 (17.68%) Computer Science Degree
3 6 (3.66%) AWS Certification
4 2 (1.22%) PhD
Quality Assurance & Compliance
1 4 (2.44%) Data Quality
1 4 (2.44%) QA
System Software
1 63 (38.41%) Docker
2 24 (14.63%) VirtualBox
3 8 (4.88%) Apache Flume
3 8 (4.88%) Apache ZooKeeper
4 6 (3.66%) HDFS
Systems Management
1 64 (39.02%) Kubernetes
2 45 (27.44%) Ansible
2 45 (27.44%) Terraform
3 25 (15.24%) Docker Swarm
4 5 (3.05%) Hadoop YARN
5 4 (2.44%) Nagios
5 4 (2.44%) Oozie
5 4 (2.44%) Opscode Chef
5 4 (2.44%) Puppet
6 3 (1.83%) Mesos
7 2 (1.22%) Grafana
Vendors
1 52 (31.71%) Google
2 39 (23.78%) Talend
3 32 (19.51%) Cloudera
4 26 (15.85%) Hortonworks
5 25 (15.24%) Informatica
6 24 (14.63%) IBM
7 19 (11.59%) Databricks
8 16 (9.76%) Tableau
9 8 (4.88%) Microsoft
9 8 (4.88%) Palantir
10 6 (3.66%) MicroStrategy
10 6 (3.66%) Oracle
11 5 (3.05%) Vertica
12 4 (2.44%) Foundry
12 4 (2.44%) Splunk
13 3 (1.83%) SAP
14 2 (1.22%) Cognizant
14 2 (1.22%) Confluent
14 2 (1.22%) Snapchat
14 2 (1.22%) Sybase