Period
to 17 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh 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 17 December 2018 with a comparison to the same period in the previous 2 years.

Amazon Elastic MapReduce (Amazon EMR)
Scotland > Edinburgh
6 months to
17 Dec 2018
Same period 2017 Same period 2016
Rank 143 148 133
Rank change year-on-year +5 -15 +26
Permanent jobs citing Amazon EMR 8 3 1
As % of all permanent IT jobs advertised in Edinburgh 0.32% 0.11% 0.044%
As % of the Cloud Services category 1.67% 0.69% 0.45%
Number of salaries quoted 8 3 0
Edinburgh median annual salary £57,500 £45,000 -
Median salary % change year-on-year +27.78% - -
Scotland median annual salary £57,500 £45,000 £40,000
% change year-on-year +27.78% +12.50% -49.69%

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 advertised in Edinburgh with a requirement for cloud computing skills.

All Cloud Skills
Edinburgh
Permanent vacancies with a requirement for cloud computing skills 479 433 223
As % of all permanent IT jobs advertised in Edinburgh 19.01% 16.53% 9.87%
Number of salaries quoted 280 289 145
Edinburgh median annual salary £50,000 £45,000 £42,500
Median salary % change year-on-year +11.11% +5.88% +6.25%
10th Percentile £31,250 £26,500 £31,000
90th Percentile £75,000 £65,000 £65,750
Scotland median annual salary £47,500 £44,705 £42,500
% change year-on-year +6.25% +5.19% +2.41%

Amazon EMR
Job Vacancy Trend in Edinburgh

Job postings citing Amazon EMR as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Amazon EMR in Edinburgh

Amazon EMR
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Amazon EMR in Edinburgh.

Salary trend for Amazon EMR in Edinburgh

Amazon EMR
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Amazon EMR in Edinburgh over the 6 months to 17 December 2018.

Salary histogram for Amazon EMR in Edinburgh

For the 6 months to 17 December 2018, 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 across the Edinburgh region with a requirement for Amazon EMR.

1 8 (100.00%) Java
1 8 (100.00%) Python
1 8 (100.00%) Amazon AWS
1 8 (100.00%) Apache Spark
2 7 (87.50%) AWS Lambda
2 7 (87.50%) Serverless
2 7 (87.50%) Amazon EC2
2 7 (87.50%) Amazon S3
2 7 (87.50%) Ruby
3 6 (75.00%) SQL
3 6 (75.00%) ETL
3 6 (75.00%) Apache Hive
3 6 (75.00%) Big Data
3 6 (75.00%) Analytics
3 6 (75.00%) Apache Pig
3 6 (75.00%) Oozie
4 5 (62.50%) Amazon RDS
4 5 (62.50%) Amazon Redshift
4 5 (62.50%) HDFS
4 5 (62.50%) Problem-Solving
4 5 (62.50%) Kafka
4 5 (62.50%) Bash Shell
4 5 (62.50%) Scala
4 5 (62.50%) Hadoop
5 4 (50.00%) Node.js
5 4 (50.00%) Linux
5 4 (50.00%) Elastic Stack
5 4 (50.00%) Terraform
5 4 (50.00%) Ansible
5 4 (50.00%) AWS CloudFormation

Amazon EMR
Co-occurring IT Skills in Edinburgh 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 8 (100.00%) Apache Spark
2 6 (75.00%) Apache Pig
3 2 (25.00%) Elasticsearch
4 1 (12.50%) Apache
Cloud Services
1 8 (100.00%) Amazon AWS
2 7 (87.50%) Amazon EC2
2 7 (87.50%) Amazon S3
2 7 (87.50%) AWS Lambda
2 7 (87.50%) Serverless
3 4 (50.00%) AWS CloudFormation
4 2 (25.00%) Amazon CloudWatch
4 2 (25.00%) Amazon ElastiCache
4 2 (25.00%) Amazon ELB
4 2 (25.00%) AWS CodePipeline
4 2 (25.00%) AWS Elastic Beanstalk
4 2 (25.00%) Cloud Computing
4 2 (25.00%) Datadog
4 2 (25.00%) GitHub
4 2 (25.00%) Sumo Logic
4 2 (25.00%) Virtual Private Cloud
5 1 (12.50%) Google Cloud Platform
Communications & Networking
1 1 (12.50%) DNS
Database & Business Intelligence
1 6 (75.00%) Apache Hive
1 6 (75.00%) Big Data
2 5 (62.50%) Amazon RDS
2 5 (62.50%) Amazon Redshift
2 5 (62.50%) Hadoop
3 3 (37.50%) Amazon DynamoDB
3 3 (37.50%) Sqoop
4 2 (25.00%) OpenTSDB
4 2 (25.00%) Parquet
4 2 (25.00%) PostgreSQL
5 1 (12.50%) Apache Kudu
5 1 (12.50%) BigQuery
5 1 (12.50%) Data Lake
5 1 (12.50%) Data Mining
5 1 (12.50%) Data Warehouse
5 1 (12.50%) HBase
5 1 (12.50%) Impala
5 1 (12.50%) NoSQL
5 1 (12.50%) Presto
Development Applications
1 3 (37.50%) Jenkins
2 2 (25.00%) Atlassian Bamboo
2 2 (25.00%) Bitbucket
2 2 (25.00%) Git (software)
2 2 (25.00%) GitLab
2 2 (25.00%) Travis CI
General
1 1 (12.50%) Finance
1 1 (12.50%) Financial Institution
Job Titles
1 4 (50.00%) Cloud Engineer
1 4 (50.00%) Senior Cloud Engineer
2 3 (37.50%) AWS Consultant
2 3 (37.50%) AWS Engineer
2 3 (37.50%) Big Data Consultant
2 3 (37.50%) Consultant
2 3 (37.50%) Data Consultant
3 2 (25.00%) Cloud Consultant
3 2 (25.00%) Junior
3 2 (25.00%) Senior Software Engineer
3 2 (25.00%) Senior Web Engineer
3 2 (25.00%) Software Engineer
3 2 (25.00%) Web Engineer
4 1 (12.50%) Cloud Software Engineer
4 1 (12.50%) Solutions Consultant
Libraries, Frameworks & Software Standards
1 5 (62.50%) Kafka
2 4 (50.00%) Elastic Stack
2 4 (50.00%) Node.js
3 3 (37.50%) Web Services
4 2 (25.00%) Apache Flex
4 2 (25.00%) Apache Thrift
4 2 (25.00%) PostGIS
4 2 (25.00%) Protocol Buffers
4 2 (25.00%) Samza
Miscellaneous
1 2 (25.00%) Analytical Skills
1 2 (25.00%) Cloud Native
1 2 (25.00%) Data Centre
1 2 (25.00%) Enterprise Cloud
1 2 (25.00%) Linux Command Line
1 2 (25.00%) Public Cloud
2 1 (12.50%) Self-Motivation
Operating Systems
1 4 (50.00%) Linux
2 1 (12.50%) CentOS
2 1 (12.50%) Red Hat Enterprise Linux
2 1 (12.50%) Ubuntu
Processes & Methodologies
1 6 (75.00%) Analytics
1 6 (75.00%) ETL
2 5 (62.50%) Problem-Solving
3 3 (37.50%) Configuration Management
3 3 (37.50%) Continuous Delivery
3 3 (37.50%) Data Science
3 3 (37.50%) Open Source
3 3 (37.50%) Software Engineering
4 2 (25.00%) Agile Software Development
4 2 (25.00%) Continuous Deployment
4 2 (25.00%) Decision-Making
4 2 (25.00%) Deployment Automation
4 2 (25.00%) Low Latency
4 2 (25.00%) OO
4 2 (25.00%) Security Patching
4 2 (25.00%) Systems Analysis
4 2 (25.00%) Task Automation
4 2 (25.00%) Test Automation
5 1 (12.50%) Customer Requirements
5 1 (12.50%) Tech Ops
Programming Languages
1 8 (100.00%) Java
1 8 (100.00%) Python
2 7 (87.50%) Ruby
3 6 (75.00%) SQL
4 5 (62.50%) Bash Shell
4 5 (62.50%) Scala
5 3 (37.50%) JavaScript
5 3 (37.50%) R
6 2 (25.00%) C#
6 2 (25.00%) Go
6 2 (25.00%) PHP
System Software
1 5 (62.50%) HDFS
2 3 (37.50%) Docker
Systems Management
1 6 (75.00%) Oozie
2 4 (50.00%) Ansible
2 4 (50.00%) Terraform
3 3 (37.50%) Kubernetes
3 3 (37.50%) Puppet
4 2 (25.00%) Grafana
4 2 (25.00%) Kibana
4 2 (25.00%) logstash
4 2 (25.00%) Mesos
4 2 (25.00%) Opscode Chef
4 2 (25.00%) Prometheus
4 2 (25.00%) Sysdig
Vendors
1 2 (25.00%) Splunk
2 1 (12.50%) Cloudera
2 1 (12.50%) Google
2 1 (12.50%) Red Hat