Period
to 21 July 2018

The following table provides summary statistics for permanent job vacancies with a requirement for Tornado skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Tornado over the 6 months to 21 July 2018 with a comparison to the same period in the previous 2 years.

Tornado
UK
6 months to
21 Jul 2018
Same period 2017 Same period 2016
Rank 1141 1169 1269
Rank change year-on-year +28 +100 +56
Permanent jobs citing Tornado 30 46 20
As % of all permanent IT jobs advertised in the UK 0.017% 0.026% 0.010%
As % of the Application Platforms category 0.10% 0.14% 0.053%
Number of salaries quoted 28 44 14
UK median annual salary £53,500 £65,000 £38,500
Median salary % change year-on-year -17.69% +68.83% -9.41%
10th Percentile £38,750 £39,125 £36,400
90th Percentile £88,875 £110,000 £49,250
UK excluding London median annual salary £45,000 £50,000 £38,500
% change year-on-year -10.00% +29.87% +28.33%

Tornado is in the Application Platforms category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies with a requirement for application platform skills.

All Application Platform Skills
UK
Permanent vacancies with a requirement for application platform skills 29,044 32,219 38,064
As % of all permanent IT jobs advertised in the UK 16.60% 18.03% 18.78%
Number of salaries quoted 23,268 26,198 32,269
UK median annual salary £50,000 £47,500 £45,000
Median salary % change year-on-year +5.26% +5.56% -
10th Percentile £28,000 £27,000 £26,250
90th Percentile £80,000 £76,250 £73,750
UK excluding London median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - -

Tornado
Job Vacancy Trend

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

Job vacancy trend for Tornado in the UK

Tornado
Salary Trend

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

Salary trend for Tornado in the UK

Tornado
Salary Histogram

The salary distribution of IT jobs citing Tornado over the 6 months to 21 July 2018.

Salary histogram for Tornado in the UK

Tornado
Top 8 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Tornado within the UK over the 6 months to 21 July 2018. 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 +12 29 £53,500 -17.69% 4
London +4 20 £55,000 -21.43% 4
UK excluding London +13 10 £45,000 -10.00%
North of England +11 6 £45,000 -10.00%
North West +11 5 £45,000 -20.00%
South East - 3 £45,000 -
Yorkshire +16 1 £40,000 -20.00%
Scotland -16 1 £47,500 +31.03%

For the 6 months to 21 July 2018, IT jobs citing Tornado 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 Tornado.

1 30 (100.00%) Python
2 20 (66.67%) Flask
3 18 (60.00%) JavaScript
4 15 (50.00%) Linux
4 15 (50.00%) Django
5 14 (46.67%) Degree
6 13 (43.33%) Docker
7 12 (40.00%) DevOps
7 12 (40.00%) React
7 12 (40.00%) Finance
7 12 (40.00%) Java
7 12 (40.00%) Computer Science
8 11 (36.67%) Computer Science Degree
9 10 (33.33%) Problem-Solving
9 10 (33.33%) MongoDB
9 10 (33.33%) AngularJS
9 10 (33.33%) Unix
10 9 (30.00%) Data Science
10 9 (30.00%) Microservices
11 8 (26.67%) Data Structures
11 8 (26.67%) Algorithms
11 8 (26.67%) Go
11 8 (26.67%) Kubernetes
11 8 (26.67%) SQL
11 8 (26.67%) Mathematics
11 8 (26.67%) Physics
11 8 (26.67%) Analytics
11 8 (26.67%) NoSQL
11 8 (26.67%) Amazon AWS
12 7 (23.33%) RabbitMQ

Tornado
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 4 (13.33%) nginx
2 3 (10.00%) Apache Airflow
2 3 (10.00%) Luigi
3 2 (6.67%) Elasticsearch
3 2 (6.67%) Gunicorn
4 1 (3.33%) JBoss
4 1 (3.33%) Jetty
4 1 (3.33%) OpenStack
4 1 (3.33%) Tomcat
4 1 (3.33%) uWSGI
4 1 (3.33%) WebLogic
4 1 (3.33%) WebSphere
Cloud Services
1 8 (26.67%) Amazon AWS
2 4 (13.33%) Cloud Computing
2 4 (13.33%) Microsoft Azure
3 2 (6.67%) Google Cloud Platform
4 1 (3.33%) GitHub
4 1 (3.33%) npm
4 1 (3.33%) SaaS
Communications & Networking
1 1 (3.33%) AMQP
1 1 (3.33%) HTTP
Database & Business Intelligence
1 10 (33.33%) MongoDB
2 8 (26.67%) NoSQL
3 6 (20.00%) PostgreSQL
4 5 (16.67%) Redis
5 4 (13.33%) Relational Database
6 3 (10.00%) Big Data
7 2 (6.67%) Amazon DynamoDB
7 2 (6.67%) Hadoop
7 2 (6.67%) MySQL
8 1 (3.33%) Blockchain
8 1 (3.33%) Couchbase
8 1 (3.33%) Data Lake
8 1 (3.33%) Riak
8 1 (3.33%) VoltDB
Development Applications
1 6 (20.00%) Git (software)
2 3 (10.00%) Robot Framework
2 3 (10.00%) WebDriver
3 2 (6.67%) Vagrant
4 1 (3.33%) Bitbucket
4 1 (3.33%) Cucumber
4 1 (3.33%) FitNesse
4 1 (3.33%) Gatling
4 1 (3.33%) git-flow
4 1 (3.33%) GitLab
4 1 (3.33%) gulp
4 1 (3.33%) JMeter
4 1 (3.33%) Karma Test Runner
4 1 (3.33%) Mercurial
4 1 (3.33%) Selenium
4 1 (3.33%) Subversion
4 1 (3.33%) The Grinder
4 1 (3.33%) webpack
General
1 12 (40.00%) Finance
2 4 (13.33%) Games
2 4 (13.33%) Retail
3 3 (10.00%) Online Betting
4 1 (3.33%) Banking
4 1 (3.33%) Financial Institution
4 1 (3.33%) Front Office
4 1 (3.33%) Polish Language
4 1 (3.33%) Telecoms
Job Titles
1 22 (73.33%) Developer
2 16 (53.33%) Python Developer
3 5 (16.67%) Full Stack Developer
4 3 (10.00%) Automation Tester
4 3 (10.00%) Python Engineer
4 3 (10.00%) Tester
5 2 (6.67%) QA Automation Engineer
5 2 (6.67%) QA Automation Tester
5 2 (6.67%) QA Engineer
5 2 (6.67%) QA Tester
5 2 (6.67%) Senior Developer
5 2 (6.67%) Senior Python Developer
6 1 (3.33%) Angular Developer
6 1 (3.33%) Cloud Engineer
6 1 (3.33%) Data Engineer
6 1 (3.33%) DevOps Engineer
6 1 (3.33%) E-Commerce Engineer
6 1 (3.33%) Lead Developer
6 1 (3.33%) Machine Learning Developer
6 1 (3.33%) React Developer
Libraries, Frameworks & Software Standards
1 20 (66.67%) Flask
2 15 (50.00%) Django
3 12 (40.00%) React
4 10 (33.33%) AngularJS
5 7 (23.33%) NumPy
5 7 (23.33%) Pandas
5 7 (23.33%) RabbitMQ
6 6 (20.00%) SciPy
7 5 (16.67%) Celery
8 4 (13.33%) Redux
8 4 (13.33%) RESTful
9 3 (10.00%) Bottle
9 3 (10.00%) WebSockets
10 2 (6.67%) HTML
10 2 (6.67%) HTML5
10 2 (6.67%) Kafka
10 2 (6.67%) LEMP Stack
10 2 (6.67%) pytest
10 2 (6.67%) REST
10 2 (6.67%) SQLAlchemy
Miscellaneous
1 12 (40.00%) Computer Science
2 8 (26.67%) Algorithms
2 8 (26.67%) Data Structures
3 4 (13.33%) Fintech
4 3 (10.00%) Mobile App
5 2 (6.67%) Greenfield Project
6 1 (3.33%) Derivative
6 1 (3.33%) EPoS
6 1 (3.33%) Foreign Exchange (FX)
Operating Systems
1 15 (50.00%) Linux
2 10 (33.33%) Unix
3 1 (3.33%) Amazon Linux
3 1 (3.33%) CentOS
3 1 (3.33%) Mac OS
3 1 (3.33%) Windows
Processes & Methodologies
1 12 (40.00%) DevOps
2 10 (33.33%) Problem-Solving
3 9 (30.00%) Data Science
3 9 (30.00%) Microservices
4 8 (26.67%) Analytics
4 8 (26.67%) Mathematics
4 8 (26.67%) Physics
5 7 (23.33%) Automated Trading
5 7 (23.33%) Backtesting
6 6 (20.00%) ERP
6 6 (20.00%) OOP
6 6 (20.00%) Open Source
6 6 (20.00%) Test Automation
7 5 (16.67%) Agile Software Development
7 5 (16.67%) BDD
7 5 (16.67%) Machine Learning
8 4 (13.33%) Software Engineering
8 4 (13.33%) TDD
9 3 (10.00%) Information Security
9 3 (10.00%) Scrum
Programming Languages
1 30 (100.00%) Python
2 18 (60.00%) JavaScript
3 12 (40.00%) Java
4 8 (26.67%) Go
4 8 (26.67%) SQL
5 6 (20.00%) C++
6 3 (10.00%) C
7 1 (3.33%) Bash Shell
7 1 (3.33%) Clojure
7 1 (3.33%) Erlang
7 1 (3.33%) F#
7 1 (3.33%) Haskell
7 1 (3.33%) Ruby
7 1 (3.33%) Scala
Qualifications
1 14 (46.67%) Degree
2 11 (36.67%) Computer Science Degree
3 5 (16.67%) Master's Degree
Quality Assurance & Compliance
1 2 (6.67%) QA
2 1 (3.33%) GCP
System Software
1 13 (43.33%) Docker
2 1 (3.33%) Apache ZooKeeper
2 1 (3.33%) VirtualBox
2 1 (3.33%) VMware Infrastructure
Systems Management
1 8 (26.67%) Kubernetes
2 3 (10.00%) Ansible
2 3 (10.00%) Opscode Chef
2 3 (10.00%) Puppet
3 2 (6.67%) Docker Swarm
3 2 (6.67%) logstash
4 1 (3.33%) Cobbler
4 1 (3.33%) HAProxy
4 1 (3.33%) Kibana
Vendors
1 4 (13.33%) Atlassian
2 3 (10.00%) Google
2 3 (10.00%) Oracle
3 1 (3.33%) IBM
3 1 (3.33%) Splunk
3 1 (3.33%) TIBCO
3 1 (3.33%) VMware