Period
to 19 August 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Amazon Redshift skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Amazon Redshift over the 6 months to 19 August 2017 with a comparison to the same period in the previous 2 years.

Amazon Redshift
UK
6 months to
19 Aug 2017
Same period 2016 Same period 2015
Rank 842 919 1129
Rank change year-on-year +77 +210 +44
Permanent jobs citing Amazon Redshift 345 349 167
As % of all permanent IT jobs advertised in the UK 0.20% 0.18% 0.077%
As % of the Database & Business Intelligence category 0.64% 0.59% 0.24%
Number of salaries quoted 283 298 160
UK median annual salary £60,000 £57,500 £50,000
Median salary % change year-on-year +4.35% +15.00% -23.08%
10th Percentile £37,500 £37,500 £37,500
90th Percentile £85,000 £85,000 £71,375
UK excluding London median annual salary £42,000 £44,500 £43,750
% change year-on-year -5.62% +1.71% -20.45%

Amazon Redshift is in the database and business intelligence skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for database and business intelligence skills.

Database & Business Intelligence Skills
UK
Permanent job vacancies with a requirement for database and business intelligence skills 54325 59227 69040
As % of all permanent IT job vacancies advertised in the UK 30.71% 30.03% 31.76%
Number of salaries quoted 45217 50571 58229
UK median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +2.27%
10th Percentile £30,000 £28,750 £27,500
90th Percentile £77,500 £75,000 £72,500
UK excluding London median annual salary £42,500 £41,000 £40,000
% change year-on-year +3.66% +2.50% -

Amazon Redshift
Job Vacancy Trend

Job postings citing Amazon Redshift as a percentage of all IT jobs advertised.

Job vacancy trend for Amazon Redshift in the UK

Amazon Redshift
Salary Trend

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

Salary trend for Amazon Redshift in the UK

Amazon Redshift
Salary Histogram

The salary distribution of IT jobs citing Amazon Redshift over the 6 months to 19 August 2017.

Salary histogram for Amazon Redshift in the UK

Amazon Redshift
Top 11 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Amazon Redshift within the UK over the 6 months to 19 August 2017. 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 +66 325 £60,000 +4.35% 33
London +41 268 £62,500 +4.17% 25
UK excluding London +50 72 £42,000 -5.62% 9
North of England -34 28 £35,000 -22.22% 5
North West -17 25 £30,000 -45.45% 2
East of England +13 17 £42,000 -4.55%
South West -10 10 £55,000 +1.85% 2
Scotland +21 9 £58,750 +46.88%
Wales +20 6 £42,500 +21.43% 1
Yorkshire -2 3 £50,000 +17.65% 3
South East +64 2 £63,750 +15.91% 1

For the 6 months to 19 August 2017, IT jobs citing Amazon Redshift also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Amazon Redshift.

1 286 (82.90%) Amazon AWS
2 194 (56.23%) SQL
3 188 (54.49%) Python
4 143 (41.45%) Business Intelligence
5 142 (41.16%) Analytics
6 134 (38.84%) Apache Spark
7 125 (36.23%) Data Warehouse
8 122 (35.36%) Big Data
9 112 (32.46%) Hadoop
10 100 (28.99%) Agile Software Development
11 94 (27.25%) PostgreSQL
12 82 (23.77%) Machine Learning
13 75 (21.74%) ETL
14 74 (21.45%) Java
15 71 (20.58%) Tableau
16 69 (20.00%) Visualisation
17 66 (19.13%) Scala
18 63 (18.26%) Analytical Skills
19 60 (17.39%) Web Services
19 60 (17.39%) Apache
20 58 (16.81%) Relational Database
21 56 (16.23%) Data Modelling
21 56 (16.23%) Software Engineering
22 54 (15.65%) SQL Server
22 54 (15.65%) Computer Science
23 53 (15.36%) Degree
23 53 (15.36%) MySQL
24 48 (13.91%) Data Quality
24 48 (13.91%) Data Engineering
25 47 (13.62%) Open Source

Amazon Redshift
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
1 134 (38.84%) Apache Spark
2 60 (17.39%) Apache
3 43 (12.46%) Elasticsearch
4 19 (5.51%) Apache Airflow
5 14 (4.06%) SAS
6 11 (3.19%) Tomcat
7 10 (2.90%) Luigi
8 7 (2.03%) Mule
9 6 (1.74%) Confluence
9 6 (1.74%) Jetty
9 6 (1.74%) Mule ESB
10 4 (1.16%) Jupyter
11 3 (0.87%) Apache Pig
11 3 (0.87%) Oracle SOA Suite
12 2 (0.58%) JBoss
13 1 (0.29%) IPython
13 1 (0.29%) WebLogic
Applications
1 8 (2.32%) Microsoft Excel
2 7 (2.03%) SPSS
3 3 (0.87%) Microsoft Office
3 3 (0.87%) SPSS Modeler
4 1 (0.29%) Gephi
Business Applications
1 3 (0.87%) Magento
1 3 (0.87%) Odoo
1 3 (0.87%) Oracle EBS
2 1 (0.29%) Adobe Campaign
2 1 (0.29%) FastStats
Cloud Services
1 286 (82.90%) Amazon AWS
2 44 (12.75%) Google Cloud Platform
3 40 (11.59%) Amazon EC2
3 40 (11.59%) Amazon EMR
4 37 (10.72%) Amazon Kinesis
5 36 (10.43%) Amazon S3
6 25 (7.25%) AWS Lambda
7 23 (6.67%) Virtual Private Cloud
8 19 (5.51%) Google Analytics
8 19 (5.51%) Microsoft Azure
9 14 (4.06%) GitHub
10 13 (3.77%) SaaS
11 12 (3.48%) AWS CloudFormation
12 11 (3.19%) Amazon SQS
13 9 (2.61%) Amazon CloudWatch
13 9 (2.61%) Amazon Glacier
14 6 (1.74%) AWS Elastic Beanstalk
15 5 (1.45%) Datadog
15 5 (1.45%) Office 365
16 4 (1.16%) Trello
Communications & Networking
1 7 (2.03%) DNS
1 7 (2.03%) Internet
2 3 (0.87%) Broadband
2 3 (0.87%) Network Security
3 2 (0.58%) HTTP
3 2 (0.58%) Kerberos
3 2 (0.58%) LDAP
3 2 (0.58%) VPN
4 1 (0.29%) FTP
4 1 (0.29%) IPsec
4 1 (0.29%) SSL
Database & Business Intelligence
1 125 (36.23%) Data Warehouse
2 122 (35.36%) Big Data
3 112 (32.46%) Hadoop
4 94 (27.25%) PostgreSQL
5 58 (16.81%) Relational Database
6 54 (15.65%) SQL Server
7 53 (15.36%) MySQL
8 46 (13.33%) BigQuery
9 44 (12.75%) Amazon RDS
10 35 (10.14%) Apache Hive
11 34 (9.86%) Looker
12 31 (8.99%) SQL Server Integration Services
13 29 (8.41%) QlikView
14 27 (7.83%) BusinessObjects
15 23 (6.67%) RDBMS
16 22 (6.38%) Impala
16 22 (6.38%) SAP HANA
17 21 (6.09%) Redis
18 20 (5.80%) NoSQL
18 20 (5.80%) Qlik Sense
Development Applications
1 34 (9.86%) Git (software)
2 19 (5.51%) Jenkins
2 19 (5.51%) Talend Open Studio
3 12 (3.48%) Maven
4 11 (3.19%) Bitbucket
4 11 (3.19%) JIRA
5 8 (2.32%) Subversion
6 7 (2.03%) Cucumber
6 7 (2.03%) JUnit
6 7 (2.03%) Selenium
6 7 (2.03%) webpack
7 6 (1.74%) Jasmine
7 6 (1.74%) Karma Test Runner
7 6 (1.74%) Spock
8 4 (1.16%) NUnit
8 4 (1.16%) PHPUnit
8 4 (1.16%) TeamCity
9 3 (0.87%) TestRail
10 2 (0.58%) Sonatype Nexus
10 2 (0.58%) Team Foundation Server
General
1 38 (11.01%) Marketing
2 37 (10.72%) Finance
3 18 (5.22%) Games
4 13 (3.77%) Retail
5 9 (2.61%) Advertising
5 9 (2.61%) Telecoms
6 5 (1.45%) Banking
6 5 (1.45%) Pharmaceutical
7 3 (0.87%) Electronics
7 3 (0.87%) Manufacturing
7 3 (0.87%) Multimedia
8 2 (0.58%) Publishing
9 1 (0.29%) Financial Institution
9 1 (0.29%) Music Industry
Job Titles
1 101 (29.28%) Developer
2 82 (23.77%) Data Engineer
3 42 (12.17%) Data Scientist
4 34 (9.86%) Business Intelligence Developer
5 30 (8.70%) Java Developer
6 26 (7.54%) Analyst
7 24 (6.96%) Architect
8 22 (6.38%) Software Engineer
9 18 (5.22%) Data Analyst
10 17 (4.93%) Junior
10 17 (4.93%) Junior Developer
10 17 (4.93%) Scala Developer
11 16 (4.64%) AWS Engineer
11 16 (4.64%) Senior Developer
12 15 (4.35%) C# Developer
12 15 (4.35%) Java Scala Developer
12 15 (4.35%) Senior Data Engineer
13 13 (3.77%) Business Intelligence Analyst
13 13 (3.77%) Junior Java Developer
13 13 (3.77%) Senior Java Developer
Libraries, Frameworks & Software Standards
1 60 (17.39%) Web Services
2 41 (11.88%) Kafka
3 36 (10.43%) scikit-learn
4 22 (6.38%) Pandas
5 21 (6.09%) HTML
5 21 (6.09%) jQuery
5 21 (6.09%) Node.js
6 19 (5.51%) Spring
7 18 (5.22%) .NET
8 17 (4.93%) Hibernate
8 17 (4.93%) HTML5
9 16 (4.64%) AngularJS
10 13 (3.77%) CSS
11 12 (3.48%) Lucene
11 12 (3.48%) Serverless Framework
11 12 (3.48%) Spring MVC
12 11 (3.19%) Natural Language Processing
12 11 (3.19%) Scrapy
12 11 (3.19%) Twitter Bootstrap
13 10 (2.90%) D3.js
Miscellaneous
1 63 (18.26%) Analytical Skills
2 54 (15.65%) Computer Science
3 30 (8.70%) Data Structures
4 21 (6.09%) Algorithms
5 11 (3.19%) Enterprise Software
5 11 (3.19%) Life Science
6 8 (2.32%) Foreign Exchange (FX)
6 8 (2.32%) Mobile App
7 7 (2.03%) Data Centre
7 7 (2.03%) Fintech
7 7 (2.03%) Streaming Media
8 5 (1.45%) Cyberthreat
9 4 (1.16%) Greenfield Project
10 3 (0.87%) Digital Currency
10 3 (0.87%) Online Games
10 3 (0.87%) PDA
10 3 (0.87%) Social Gaming
10 3 (0.87%) User Experience
11 2 (0.58%) Linux Command Line
11 2 (0.58%) Mashup
Operating Systems
1 43 (12.46%) Linux
2 12 (3.48%) Unix
3 11 (3.19%) Red Hat Enterprise Linux
3 11 (3.19%) Windows
4 7 (2.03%) Android
5 4 (1.16%) CentOS
6 2 (0.58%) Apple iOS
6 2 (0.58%) Mesosphere
Processes & Methodologies
1 143 (41.45%) Business Intelligence
2 142 (41.16%) Analytics
3 100 (28.99%) Agile Software Development
4 82 (23.77%) Machine Learning
5 75 (21.74%) ETL
6 69 (20.00%) Visualisation
7 56 (16.23%) Data Modelling
7 56 (16.23%) Software Engineering
8 48 (13.91%) Data Engineering
9 47 (13.62%) Open Source
10 36 (10.43%) Statistics
11 34 (9.86%) Continuous Integration
11 34 (9.86%) Microservices
12 31 (8.99%) OO
13 30 (8.70%) Data Analysis
13 30 (8.70%) MapReduce
14 29 (8.41%) Test Automation
15 26 (7.54%) DevOps
16 25 (7.25%) Scrum
17 24 (6.96%) E-Commerce
Programming Languages
1 194 (56.23%) SQL
2 188 (54.49%) Python
3 74 (21.45%) Java
4 66 (19.13%) Scala
5 29 (8.41%) C#
6 27 (7.83%) R
7 22 (6.38%) Clojure
8 20 (5.80%) Haskell
8 20 (5.80%) JavaScript
9 18 (5.22%) Ruby
10 11 (3.19%) PHP
11 9 (2.61%) T-SQL
12 7 (2.03%) ES6
13 6 (1.74%) ECMAScript
13 6 (1.74%) Groovy
14 5 (1.45%) Objective-C
14 5 (1.45%) Perl
15 4 (1.16%) Go
15 4 (1.16%) MATLAB
15 4 (1.16%) VB.NET
Qualifications
1 53 (15.36%) Degree
2 30 (8.70%) Computer Science Degree
3 9 (2.61%) PhD
4 4 (1.16%) Master's Degree
5 3 (0.87%) ITIL Certification
5 3 (0.87%) Numerate Degree
6 1 (0.29%) (ISC)2 CCSP
6 1 (0.29%) Cisco Certification
6 1 (0.29%) MBA
6 1 (0.29%) Microsoft Certification
Quality Assurance & Compliance
1 48 (13.91%) Data Quality
2 20 (5.80%) QA
3 4 (1.16%) ISO 9001
3 4 (1.16%) ISO/IEC 27001
3 4 (1.16%) PCI DSS
4 2 (0.58%) GCP
5 1 (0.29%) GDPR
5 1 (0.29%) SLA
System Software
1 41 (11.88%) Docker
2 9 (2.61%) HDFS
3 7 (2.03%) Active Directory
4 3 (0.87%) Apache Flume
5 1 (0.29%) Apache ZooKeeper
5 1 (0.29%) LXC
Systems Management
1 18 (5.22%) Ansible
2 13 (3.77%) Kibana
3 10 (2.90%) Opscode Chef
4 6 (1.74%) Kubernetes
5 4 (1.16%) Consul
6 3 (0.87%) Data Guard
6 3 (0.87%) Oozie
6 3 (0.87%) Oracle Enterprise Manager
6 3 (0.87%) Oracle RMAN
7 2 (0.58%) Ambari
7 2 (0.58%) Docker Swarm
8 1 (0.29%) Failover Clustering
8 1 (0.29%) Hadoop YARN
8 1 (0.29%) Nagios
8 1 (0.29%) Puppet
8 1 (0.29%) Rancher
8 1 (0.29%) yum
Vendors
1 71 (20.58%) Tableau
2 44 (12.75%) Oracle
3 43 (12.46%) Google
4 42 (12.17%) SAP
5 31 (8.99%) Birst
6 30 (8.70%) Microsoft
7 19 (5.51%) Talend
8 16 (4.64%) SnapLogic
9 15 (4.35%) Informatica
10 14 (4.06%) Netezza
11 13 (3.77%) Cloudera
11 13 (3.77%) Vertica
12 7 (2.03%) Adaptive Insights
12 7 (2.03%) PagerDuty
13 5 (1.45%) Apple
13 5 (1.45%) Greenplum
13 5 (1.45%) Hortonworks
13 5 (1.45%) MicroStrategy
13 5 (1.45%) New Relic
13 5 (1.45%) Teradata