Period
to 16 October 2019

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 16 October 2019 with a comparison to the same period in the previous 2 years.

Tornado
UK
6 months to
16 Oct 2019
Same period 2018 Same period 2017
Rank 1016 1153 1168
Rank change year-on-year +137 +15 +55
Permanent jobs citing Tornado 53 18 31
As % of all permanent IT jobs advertised in the UK 0.039% 0.011% 0.018%
As % of the Application Platforms category 0.26% 0.067% 0.099%
Number of salaries quoted 20 17 29
UK median annual salary £55,250 £55,000 £50,000
Median salary % change year-on-year +0.45% +10.00% +29.87%
10th Percentile £33,400 £37,750 £35,750
90th Percentile £89,250 £87,500 £79,500
UK excluding London median annual salary £35,577 £42,500 £50,000
% change year-on-year -16.29% -15.00% +29.87%

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 20,151 27,043 31,340
As % of all permanent IT jobs advertised in the UK 14.67% 16.42% 17.87%
Number of salaries quoted 16,018 21,692 25,252
UK median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £27,500 £28,000 £27,000
90th Percentile £85,000 £82,500 £76,250
UK excluding London median annual salary £43,000 £44,000 £40,000
% change year-on-year -2.27% +10.00% -

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 16 October 2019.

Salary histogram for Tornado in the UK

Tornado
Top 7 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 16 October 2019. 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 +117 49 £72,500 +31.82% 9
London +102 28 £80,000 +45.45% 4
UK excluding London +85 22 £35,577 -16.29% 5
South West +27 19 £33,500 -21.18% 2
North of England +31 2 £37,654 -5.87% 2
North West - 2 £37,654 - 2
Scotland - 1 - -

For the 6 months to 16 October 2019, 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 53 (100.00%) Python
2 32 (60.38%) Machine Learning
3 29 (54.72%) Flask
4 23 (43.40%) Big Data
5 22 (41.51%) Agile Software Development
5 22 (41.51%) Data Science
6 21 (39.62%) Military
7 19 (35.85%) Aerospace
7 19 (35.85%) Artificial Intelligence
7 19 (35.85%) Windows
8 18 (33.96%) Marketing
9 17 (32.08%) Statistical Modelling
9 17 (32.08%) Security Cleared
9 17 (32.08%) Actionable Insight
9 17 (32.08%) Pandas
10 16 (30.19%) Web Development
11 15 (28.30%) Billing
11 15 (28.30%) Product Marketing
11 15 (28.30%) NumPy
11 15 (28.30%) scikit-learn
11 15 (28.30%) TensorFlow
11 15 (28.30%) Keras
12 14 (26.42%) Linux
13 13 (24.53%) SQL
13 13 (24.53%) Analytics
13 13 (24.53%) SDLC
14 12 (22.64%) Unit Testing
14 12 (22.64%) C#
14 12 (22.64%) Degree
15 11 (20.75%) VMware

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 11 (20.75%) Apache
2 4 (7.55%) Confluence
2 4 (7.55%) Zope
3 3 (5.66%) nginx
4 2 (3.77%) Apache Spark
4 2 (3.77%) Luigi
Cloud Services
1 11 (20.75%) AWS
2 4 (7.55%) SaaS
3 3 (5.66%) Amazon EC2
3 3 (5.66%) Amazon S3
3 3 (5.66%) AWS Lambda
3 3 (5.66%) GCP
4 2 (3.77%) GitHub
4 2 (3.77%) Serverless
4 2 (3.77%) Slack
5 1 (1.89%) Amazon ECS
5 1 (1.89%) Amazon EKS
5 1 (1.89%) AWS CloudFormation
5 1 (1.89%) AWS Elastic Beanstalk
Communications & Networking
1 7 (13.21%) HTTP
2 4 (7.55%) Internet
3 3 (5.66%) Reverse Proxy
Database & Business Intelligence
1 23 (43.40%) Big Data
2 11 (20.75%) MySQL
3 6 (11.32%) PostgreSQL
4 5 (9.43%) Amazon Redshift
4 5 (9.43%) NoSQL
5 4 (7.55%) MongoDB
5 4 (7.55%) Relational Database
6 3 (5.66%) Neo4j
7 2 (3.77%) Data Mining
7 2 (3.77%) Hadoop
7 2 (3.77%) Pentaho
7 2 (3.77%) SQL Server
8 1 (1.89%) Amazon DynamoDB
8 1 (1.89%) Apache Cassandra
8 1 (1.89%) Redis
Development Applications
1 8 (15.09%) Eclipse
1 8 (15.09%) Eclipse RCP
2 4 (7.55%) Atlassian Bamboo
2 4 (7.55%) Bitbucket
2 4 (7.55%) Git (software)
2 4 (7.55%) JIRA
3 3 (5.66%) Jasmine
3 3 (5.66%) Mocha
4 2 (3.77%) Jenkins
5 1 (1.89%) Codeship
General
1 21 (39.62%) Military
2 19 (35.85%) Aerospace
3 18 (33.96%) Marketing
4 15 (28.30%) Billing
5 6 (11.32%) Finance
5 6 (11.32%) Law
6 2 (3.77%) Manufacturing
7 1 (1.89%) Advertising
7 1 (1.89%) Retail
Job Titles
1 18 (33.96%) Developer
2 17 (32.08%) Data Scientist
3 15 (28.30%) Senior Data Scientist
4 10 (18.87%) Python Developer
5 6 (11.32%) Junior
6 5 (9.43%) Django Developer
6 5 (9.43%) Full Stack Developer
6 5 (9.43%) Lead Developer
6 5 (9.43%) Python/Django Developer
6 5 (9.43%) Software Developer
6 5 (9.43%) Software Engineer
7 4 (7.55%) Junior Developer
7 4 (7.55%) Junior Software Developer
7 4 (7.55%) MongoDB Developer
7 4 (7.55%) Windows Engineer
8 3 (5.66%) Senior Developer
8 3 (5.66%) Senior Python Developer
8 3 (5.66%) Senior Software Engineer
9 2 (3.77%) Junior Software Engineer
10 1 (1.89%) Technical Leader
Libraries, Frameworks & Software Standards
1 29 (54.72%) Flask
2 17 (32.08%) Pandas
3 15 (28.30%) Keras
3 15 (28.30%) NumPy
3 15 (28.30%) scikit-learn
3 15 (28.30%) TensorFlow
4 11 (20.75%) Django
5 10 (18.87%) CSS
5 10 (18.87%) HTML
6 8 (15.09%) JSP
6 8 (15.09%) Middleware
7 7 (13.21%) SQLAlchemy
8 6 (11.32%) AngularJS
9 5 (9.43%) Pyramid
10 4 (7.55%) .NET
10 4 (7.55%) Pylons
10 4 (7.55%) RESTful
10 4 (7.55%) Vue.js
10 4 (7.55%) Web Services
11 3 (5.66%) LAMP
Miscellaneous
1 9 (16.98%) Management Information System
2 5 (9.43%) Analytical Skills
3 4 (7.55%) Algorithms
3 4 (7.55%) Data Structures
4 3 (5.66%) User Experience
5 1 (1.89%) Greenfield Project
5 1 (1.89%) Renewable Energy
Operating Systems
1 19 (35.85%) Windows
2 14 (26.42%) Linux
3 11 (20.75%) Windows 10
3 11 (20.75%) Windows Server
3 11 (20.75%) Windows Server 2012
4 4 (7.55%) Windows 7
Processes & Methodologies
1 32 (60.38%) Machine Learning
2 22 (41.51%) Agile Software Development
2 22 (41.51%) Data Science
3 19 (35.85%) Artificial Intelligence
4 17 (32.08%) Actionable Insight
4 17 (32.08%) Statistical Modelling
5 16 (30.19%) Web Development
6 15 (28.30%) Product Marketing
7 13 (24.53%) Analytics
7 13 (24.53%) SDLC
8 12 (22.64%) Unit Testing
9 11 (20.75%) Virtual Environments
10 10 (18.87%) ETL
11 8 (15.09%) Business Analytics
11 8 (15.09%) Business Intelligence
11 8 (15.09%) OO
11 8 (15.09%) OOD
11 8 (15.09%) Time Management
11 8 (15.09%) UML
12 7 (13.21%) Software Engineering
Programming Languages
1 53 (100.00%) Python
2 13 (24.53%) SQL
3 12 (22.64%) C#
4 11 (20.75%) C++
4 11 (20.75%) PowerShell
4 11 (20.75%) VBScript
5 9 (16.98%) Java
6 6 (11.32%) JavaScript
7 4 (7.55%) C
8 2 (3.77%) MATLAB
8 2 (3.77%) R
9 1 (1.89%) PHP
9 1 (1.89%) Rust
Qualifications
1 17 (32.08%) Security Cleared
2 12 (22.64%) Degree
3 7 (13.21%) DV Cleared
3 7 (13.21%) SC Cleared
4 5 (9.43%) PhD
5 2 (3.77%) Master's Degree
Quality Assurance & Compliance
1 1 (1.89%) GDPR
System Software
1 11 (20.75%) Active Directory
1 11 (20.75%) VMware Infrastructure
2 7 (13.21%) VMware ESXi
2 7 (13.21%) VMware NSX
3 1 (1.89%) Docker
Systems Management
1 11 (20.75%) Ansible
2 9 (16.98%) Kubernetes
3 7 (13.21%) vCenter Server
Vendors
1 11 (20.75%) Atlassian
1 11 (20.75%) Veeam
1 11 (20.75%) VMware
2 3 (5.66%) Google