Period
to 16 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Edinburgh with a requirement for Amazon S3 skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Amazon S3 over the 6 months to 16 October 2018 with a comparison to the same period in the previous 2 years.

Amazon Simple Storage Service (S3)
Scotland > Edinburgh
6 months to
16 Oct 2018
Same period 2017 Same period 2016
Rank 145 152 132
Rank change year-on-year +7 -20 -
Permanent jobs citing Amazon S3 8 5 6
As % of all permanent IT jobs advertised in Edinburgh 0.32% 0.19% 0.26%
As % of the Cloud Services category 1.70% 1.19% 2.74%
Number of salaries quoted 7 5 4
Edinburgh median annual salary £57,500 £42,500 £32,500
Median salary % change year-on-year +35.29% +30.77% -
10th Percentile £52,750 £38,750 £26,250
90th Percentile £65,250 £47,000 £44,875
Scotland median annual salary £57,500 £42,750 £41,250
% change year-on-year +34.50% +3.64% +34.15%

Amazon S3 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 471 420 219
As % of all permanent IT jobs advertised in Edinburgh 18.63% 15.61% 9.54%
Number of salaries quoted 274 287 126
Edinburgh median annual salary £52,500 £45,000 £41,421
Median salary % change year-on-year +16.67% +8.64% +3.55%
10th Percentile £31,250 £27,500 £29,250
90th Percentile £75,000 £66,250 £63,750
Scotland median annual salary £47,500 £45,000 £41,461
% change year-on-year +5.56% +8.54% +3.65%

Amazon S3
Job Vacancy Trend in Edinburgh

Job postings citing Amazon S3 as a percentage of all IT jobs advertised in Edinburgh.

Job vacancy trend for Amazon S3 in Edinburgh

Amazon S3
Salary Trend in Edinburgh

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Amazon S3 in Edinburgh.

Salary trend for Amazon S3 in Edinburgh

Amazon S3
Salary Histogram in Edinburgh

The salary distribution of IT jobs citing Amazon S3 in Edinburgh over the 6 months to 16 October 2018.

Salary histogram for Amazon S3 in Edinburgh

For the 6 months to 16 October 2018, IT jobs citing Amazon S3 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 S3.

1 8 (100.00%) Amazon AWS
2 7 (87.50%) Big Data
2 7 (87.50%) Analytics
2 7 (87.50%) SQL
2 7 (87.50%) Python
2 7 (87.50%) Scala
2 7 (87.50%) Apache Spark
2 7 (87.50%) AWS Lambda
2 7 (87.50%) Serverless
3 6 (75.00%) Oozie
3 6 (75.00%) ETL
3 6 (75.00%) Apache Pig
3 6 (75.00%) Amazon EMR
3 6 (75.00%) Amazon RDS
3 6 (75.00%) Amazon EC2
3 6 (75.00%) Apache Hive
4 5 (62.50%) Java
4 5 (62.50%) Hadoop
4 5 (62.50%) Ruby
4 5 (62.50%) Amazon Redshift
4 5 (62.50%) Data Science
4 5 (62.50%) Problem-Solving
5 4 (50.00%) Terraform
5 4 (50.00%) HDFS
5 4 (50.00%) Bash Shell
5 4 (50.00%) Sqoop
5 4 (50.00%) R
5 4 (50.00%) Node.js
5 4 (50.00%) Kafka
6 3 (37.50%) Puppet

Amazon S3
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 7 (87.50%) Apache Spark
2 6 (75.00%) Apache Pig
3 1 (12.50%) Apache
3 1 (12.50%) Elasticsearch
3 1 (12.50%) SAS
Cloud Services
1 8 (100.00%) Amazon AWS
2 7 (87.50%) AWS Lambda
2 7 (87.50%) Serverless
3 6 (75.00%) Amazon EC2
3 6 (75.00%) Amazon EMR
4 2 (25.00%) Amazon CloudWatch
4 2 (25.00%) Amazon ElastiCache
4 2 (25.00%) Amazon ELB
4 2 (25.00%) AWS CloudFormation
4 2 (25.00%) AWS CodePipeline
4 2 (25.00%) AWS Elastic Beanstalk
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%) Amazon Kinesis
5 1 (12.50%) AWS Data Pipeline
5 1 (12.50%) Google Cloud Platform
5 1 (12.50%) SaaS
Database & Business Intelligence
1 7 (87.50%) Big Data
2 6 (75.00%) Amazon RDS
2 6 (75.00%) Apache Hive
3 5 (62.50%) Amazon Redshift
3 5 (62.50%) Hadoop
4 4 (50.00%) Sqoop
5 2 (25.00%) Amazon DynamoDB
5 2 (25.00%) Data Warehouse
5 2 (25.00%) NoSQL
6 1 (12.50%) Apache Kudu
6 1 (12.50%) BigQuery
6 1 (12.50%) Data Lake
6 1 (12.50%) Data Mining
6 1 (12.50%) HBase
6 1 (12.50%) Impala
6 1 (12.50%) MongoDB
6 1 (12.50%) MySQL
6 1 (12.50%) Presto
6 1 (12.50%) Relational Database
Development Applications
1 2 (25.00%) Atlassian Bamboo
1 2 (25.00%) Bitbucket
1 2 (25.00%) Git (software)
1 2 (25.00%) GitLab
1 2 (25.00%) Jenkins
1 2 (25.00%) Travis CI
Job Titles
1 4 (50.00%) AWS Consultant
1 4 (50.00%) Consultant
2 3 (37.50%) Big Data Consultant
2 3 (37.50%) Data Consultant
3 2 (25.00%) AWS Engineer
3 2 (25.00%) Cloud Consultant
3 2 (25.00%) Cloud Engineer
3 2 (25.00%) Junior
3 2 (25.00%) Senior Cloud Engineer
4 1 (12.50%) Data Scientist
4 1 (12.50%) Machine Learning Scientist
4 1 (12.50%) Operations Team Leader
4 1 (12.50%) Solutions Consultant
4 1 (12.50%) Team Leader
Libraries, Frameworks & Software Standards
1 4 (50.00%) Kafka
1 4 (50.00%) Node.js
2 2 (25.00%) Elastic Stack
2 2 (25.00%) Web Services
3 1 (12.50%) Natural Language Processing
3 1 (12.50%) RabbitMQ
3 1 (12.50%) Ruby on Rails
Miscellaneous
1 3 (37.50%) Public Cloud
2 2 (25.00%) Computer Science
2 2 (25.00%) Enterprise Cloud
2 2 (25.00%) Linux Command Line
2 2 (25.00%) Private Cloud
3 1 (12.50%) Analytical Mindset
3 1 (12.50%) Analytical Skills
3 1 (12.50%) Data Centre
3 1 (12.50%) Self-Motivation
Operating Systems
1 3 (37.50%) Linux
2 1 (12.50%) SmartOS
Processes & Methodologies
1 7 (87.50%) Analytics
2 6 (75.00%) ETL
3 5 (62.50%) Data Science
3 5 (62.50%) Problem-Solving
4 2 (25.00%) Configuration Management
4 2 (25.00%) Customer Requirements
4 2 (25.00%) Deployment Automation
4 2 (25.00%) MapReduce
4 2 (25.00%) OO
4 2 (25.00%) Security Patching
4 2 (25.00%) Software Engineering
4 2 (25.00%) Systems Analysis
4 2 (25.00%) Task Automation
4 2 (25.00%) Test Automation
5 1 (12.50%) Data Analysis
5 1 (12.50%) Data Architecture
5 1 (12.50%) Data Modelling
5 1 (12.50%) Mathematics
5 1 (12.50%) Migration
5 1 (12.50%) Predictive Analytics
Programming Languages
1 7 (87.50%) Python
1 7 (87.50%) Scala
1 7 (87.50%) SQL
2 5 (62.50%) Java
2 5 (62.50%) Ruby
3 4 (50.00%) Bash Shell
3 4 (50.00%) R
4 2 (25.00%) Go
4 2 (25.00%) JavaScript
4 2 (25.00%) PHP
Qualifications
1 1 (12.50%) Computer Science Degree
1 1 (12.50%) Degree
1 1 (12.50%) Numerate Degree
System Software
1 4 (50.00%) HDFS
2 3 (37.50%) Docker
Systems Management
1 6 (75.00%) Oozie
2 4 (50.00%) Terraform
3 3 (37.50%) Kubernetes
3 3 (37.50%) Puppet
4 2 (25.00%) Ansible
4 2 (25.00%) Grafana
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