Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Liverpool with a requirement for Python skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Python over the 6 months to 23 November 2017 with a comparison to the same period in the previous 2 years.

Python
Merseyside > Liverpool
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 51 62 65
Rank change year-on-year +11 +3 -5
Permanent jobs citing Python 18 33 6
As % of all permanent IT jobs advertised in Liverpool 2.36% 3.06% 0.89%
As % of the Programming Languages category 4.39% 5.85% 1.91%
Number of salaries quoted 15 25 4
Liverpool median annual salary £50,000 £40,000 £52,500
Median salary % change year-on-year +25.00% -23.81% +23.53%
10th Percentile £41,250 £31,250 £29,375
90th Percentile £58,500 £49,750 £71,250
Merseyside median annual salary £49,500 £37,500 £36,250
% change year-on-year +32.00% +3.45% -14.71%

Python is in the Programming Languages category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Liverpool with a requirement for coding skills.

All Programming Languages
Liverpool
Permanent vacancies with a requirement for coding skills 410 564 314
As % of all permanent IT jobs advertised in Liverpool 53.81% 52.32% 46.66%
Number of salaries quoted 301 384 266
Liverpool median annual salary £40,000 £39,375 £39,000
Median salary % change year-on-year +1.59% +0.96% +4.00%
10th Percentile £27,750 £26,250 £23,750
90th Percentile £62,500 £57,500 £52,500
Merseyside median annual salary £40,000 £37,500 £37,500
% change year-on-year +6.67% - -

Python
Job Vacancy Trend in Liverpool

Job postings citing Python as a percentage of all IT jobs advertised in Liverpool.

Job vacancy trend for Python in Liverpool

Python
Salary Trend in Liverpool

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

Salary trend for Python in Liverpool

Python
Salary Histogram in Liverpool

The salary distribution of IT jobs citing Python in Liverpool over the 6 months to 23 November 2017.

Salary histogram for Python in Liverpool

For the 6 months to 23 November 2017, IT jobs citing Python also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Liverpool region with a requirement for Python.

1 14 (77.78%) MySQL
1 14 (77.78%) SQL Server
1 14 (77.78%) Linux
1 14 (77.78%) Bash Shell
2 12 (66.67%) MongoDB
2 12 (66.67%) LAMP
2 12 (66.67%) Web Services
2 12 (66.67%) Unix
2 12 (66.67%) Apache
2 12 (66.67%) Tomcat
3 11 (61.11%) Git (software)
3 11 (61.11%) Elasticsearch
4 9 (50.00%) Jenkins
4 9 (50.00%) Ansible
4 9 (50.00%) Oracle
4 9 (50.00%) Configuration Management
5 8 (44.44%) SUSE
5 8 (44.44%) AMQP
5 8 (44.44%) Ubuntu
5 8 (44.44%) CentOS
6 7 (38.89%) RabbitMQ
6 7 (38.89%) Kafka
7 6 (33.33%) Advertising
7 6 (33.33%) SQL
7 6 (33.33%) Problem Management
7 6 (33.33%) DevOps
7 6 (33.33%) Line Management
8 5 (27.78%) Retail
8 5 (27.78%) E-Commerce
9 4 (22.22%) Data Modelling

Python
Co-occurring IT Skills in Liverpool 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 12 (66.67%) Apache
1 12 (66.67%) Tomcat
2 11 (61.11%) Elasticsearch
3 4 (22.22%) Apache Spark
3 4 (22.22%) SAS
4 2 (11.11%) CMS
4 2 (11.11%) Drupal
4 2 (11.11%) WordPress
Business Applications
1 2 (11.11%) Magento
1 2 (11.11%) OpenCart
1 2 (11.11%) osCommerce
2 1 (5.56%) Oracle Applications
Communications & Networking
1 8 (44.44%) AMQP
Database & Business Intelligence
1 14 (77.78%) MySQL
1 14 (77.78%) SQL Server
2 12 (66.67%) MongoDB
Development Applications
1 11 (61.11%) Git (software)
2 9 (50.00%) Jenkins
3 2 (11.11%) Bazaar
3 2 (11.11%) Mercurial
3 2 (11.11%) PhantomJS
3 2 (11.11%) PHPUnit
3 2 (11.11%) Subversion
General
1 6 (33.33%) Advertising
2 5 (27.78%) Retail
Job Titles
1 7 (38.89%) Database Specialist
1 7 (38.89%) Linux Specialist
2 5 (27.78%) Linux/Unix DevOps
3 4 (22.22%) Applications Specialist
4 3 (16.67%) Data Manager
4 3 (16.67%) Data Scientist
4 3 (16.67%) DevOps Specialist
4 3 (16.67%) Linux Engineer
4 3 (16.67%) Project Manager
4 3 (16.67%) Unix Specialist
5 2 (11.11%) Developer
5 2 (11.11%) DevOps Engineer
5 2 (11.11%) Linux DevOps Engineer
5 2 (11.11%) Magento Developer
5 2 (11.11%) Senior Developer
5 2 (11.11%) Senior Magento Developer
6 1 (5.56%) Analyst
6 1 (5.56%) Applications Support
6 1 (5.56%) Data Analytics Manager
6 1 (5.56%) Linux Support
Libraries, Frameworks & Software Standards
1 12 (66.67%) LAMP
1 12 (66.67%) Web Services
2 7 (38.89%) Kafka
2 7 (38.89%) RabbitMQ
3 2 (11.11%) CakePHP
3 2 (11.11%) CSS
3 2 (11.11%) CSS3
3 2 (11.11%) HTML
3 2 (11.11%) HTML5
3 2 (11.11%) jQuery
3 2 (11.11%) Laravel
3 2 (11.11%) MooTools
3 2 (11.11%) Node.js
3 2 (11.11%) Symfony
Miscellaneous
1 4 (22.22%) Algorithms
1 4 (22.22%) Analytical Skills
2 2 (11.11%) User Experience
Operating Systems
1 14 (77.78%) Linux
2 12 (66.67%) Unix
3 8 (44.44%) CentOS
3 8 (44.44%) SUSE
3 8 (44.44%) Ubuntu
Processes & Methodologies
1 9 (50.00%) Configuration Management
2 6 (33.33%) DevOps
2 6 (33.33%) Line Management
2 6 (33.33%) Problem Management
3 5 (27.78%) E-Commerce
4 4 (22.22%) Data Extraction
4 4 (22.22%) Data Modelling
4 4 (22.22%) Deep Learning
4 4 (22.22%) Logistic Regression
5 3 (16.67%) Project Planning
6 2 (11.11%) Mentoring
6 2 (11.11%) OO
6 2 (11.11%) OO PHP
6 2 (11.11%) Web Development
7 1 (5.56%) Analytics
7 1 (5.56%) Data Analytics
7 1 (5.56%) Logistics
7 1 (5.56%) Open Source
Programming Languages
1 14 (77.78%) Bash Shell
2 6 (33.33%) SQL
3 2 (11.11%) Java
3 2 (11.11%) JavaScript
3 2 (11.11%) Perl
3 2 (11.11%) PHP
3 2 (11.11%) Shell Script
3 2 (11.11%) T-SQL
Systems Management
1 9 (50.00%) Ansible
2 1 (5.56%) Opscode Chef
2 1 (5.56%) Puppet
Vendors
1 9 (50.00%) Oracle
2 4 (22.22%) Teradata
3 2 (11.11%) Zend
4 1 (5.56%) Red Hat
4 1 (5.56%) SaltStack