Period
to 20 April 2018

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 20 April 2018 with a comparison to the same period in the previous 2 years.

Python
Merseyside > Liverpool
6 months to
20 Apr 2018
Same period 2017 Same period 2016
Rank 43 65 66
Rank change year-on-year +22 +1 -6
Permanent jobs citing Python 27 19 9
As % of all permanent IT jobs advertised in Liverpool 3.86% 2.23% 1.18%
As % of the Programming Languages category 7.80% 3.89% 2.46%
Number of salaries quoted 21 14 7
Liverpool median annual salary £40,000 £40,000 £35,000
Median salary % change year-on-year - +14.29% +2.94%
10th Percentile £32,500 £27,650 £30,650
90th Percentile £65,000 £73,750 £41,250
Merseyside median annual salary £42,500 £40,000 £35,000
% change year-on-year +6.25% +14.29% +5.26%

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 346 489 366
As % of all permanent IT jobs advertised in Liverpool 49.43% 57.46% 48.09%
Number of salaries quoted 287 379 290
Liverpool median annual salary £40,000 £37,500 £40,000
Median salary % change year-on-year +6.67% -6.25% +5.96%
10th Percentile £26,250 £25,700 £26,250
90th Percentile £60,000 £53,750 £50,000
Merseyside median annual salary £40,000 £37,500 £37,500
% change year-on-year +6.67% - -1.32%

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 20 April 2018.

Salary histogram for Python in Liverpool

For the 6 months to 20 April 2018, IT jobs citing Python 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 Liverpool region with a requirement for Python.

1 19 (70.37%) Linux
2 15 (55.56%) SQL
3 14 (51.85%) PHP
3 14 (51.85%) MySQL
4 13 (48.15%) Amazon AWS
5 12 (44.44%) Bash Shell
5 12 (44.44%) Amazon S3
6 11 (40.74%) Amazon EC2
6 11 (40.74%) Computer Science
6 11 (40.74%) Amazon RDS
6 11 (40.74%) Java
6 11 (40.74%) Degree
7 10 (37.04%) Nagios
7 10 (37.04%) Configuration Management
7 10 (37.04%) LAMP
7 10 (37.04%) Debian
7 10 (37.04%) Jenkins
7 10 (37.04%) Amazon ELB
7 10 (37.04%) New Relic
7 10 (37.04%) Ansible
7 10 (37.04%) DevOps
7 10 (37.04%) High Availability
7 10 (37.04%) Splunk
7 10 (37.04%) Route 53
7 10 (37.04%) Atlassian Bamboo
7 10 (37.04%) CentOS
7 10 (37.04%) Virtual Private Cloud
7 10 (37.04%) Amazon CloudWatch
7 10 (37.04%) Performance Optimisation
7 10 (37.04%) Master's Degree

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 2 (7.41%) Apache Spark
1 2 (7.41%) CMS
1 2 (7.41%) Drupal
1 2 (7.41%) SAS
1 2 (7.41%) WordPress
Business Applications
1 2 (7.41%) Magento
1 2 (7.41%) OpenCart
1 2 (7.41%) osCommerce
Cloud Services
1 13 (48.15%) Amazon AWS
2 12 (44.44%) Amazon S3
3 11 (40.74%) Amazon EC2
4 10 (37.04%) Amazon CloudWatch
4 10 (37.04%) Amazon ELB
4 10 (37.04%) Route 53
4 10 (37.04%) Virtual Private Cloud
5 1 (3.70%) Amazon EMR
Database & Business Intelligence
1 14 (51.85%) MySQL
2 11 (40.74%) Amazon RDS
3 7 (25.93%) SQL Server
4 6 (22.22%) Relational Database
5 5 (18.52%) Oracle Database
5 5 (18.52%) Oracle Database 10g
5 5 (18.52%) Oracle Database 11g
5 5 (18.52%) RDBMS
5 5 (18.52%) SQL Server 2005
5 5 (18.52%) SQL Server 2008
6 4 (14.81%) Hadoop
7 3 (11.11%) Big Data
7 3 (11.11%) Data Mining
8 2 (7.41%) MongoDB
8 2 (7.41%) PostgreSQL
8 2 (7.41%) QlikView
9 1 (3.70%) Amazon Redshift
9 1 (3.70%) BusinessObjects
9 1 (3.70%) Data Warehouse
9 1 (3.70%) Power BI
Development Applications
1 10 (37.04%) Atlassian Bamboo
1 10 (37.04%) Jenkins
2 4 (14.81%) Git (software)
2 4 (14.81%) Subversion
3 2 (7.41%) Bazaar
3 2 (7.41%) Mercurial
3 2 (7.41%) PhantomJS
3 2 (7.41%) PHPUnit
General
1 2 (7.41%) Advertising
2 1 (3.70%) Finance
2 1 (3.70%) Games
2 1 (3.70%) Legal
2 1 (3.70%) Marketing
Job Titles
1 10 (37.04%) DevOps Engineer
2 9 (33.33%) Linux DevOps Engineer
2 9 (33.33%) Linux Engineer
2 9 (33.33%) Linux/Unix DevOps
3 6 (22.22%) Developer
4 5 (18.52%) Analyst
4 5 (18.52%) Applications Support
4 5 (18.52%) Applications Support Analyst
4 5 (18.52%) Data Scientist
4 5 (18.52%) Senior Analyst
4 5 (18.52%) Senior Applications Support
4 5 (18.52%) Senior Applications Support Analyst
4 5 (18.52%) Senior Support Analyst
4 5 (18.52%) Support Analyst
4 5 (18.52%) Web Engineer
4 5 (18.52%) Web Hosting Engineer
5 2 (7.41%) Magento Developer
5 2 (7.41%) Python Developer
5 2 (7.41%) Senior Data Scientist
5 2 (7.41%) Senior Magento Developer
Libraries, Frameworks & Software Standards
1 10 (37.04%) LAMP
2 7 (25.93%) .NET
3 2 (7.41%) CakePHP
3 2 (7.41%) CSS
3 2 (7.41%) CSS3
3 2 (7.41%) HTML
3 2 (7.41%) HTML5
3 2 (7.41%) jQuery
3 2 (7.41%) Laravel
3 2 (7.41%) MooTools
3 2 (7.41%) Node.js
3 2 (7.41%) Qt
3 2 (7.41%) Symfony
3 2 (7.41%) XML
4 1 (3.70%) STL
Miscellaneous
1 11 (40.74%) Computer Science
2 8 (29.63%) Analytical Skills
3 2 (7.41%) Algorithms
3 2 (7.41%) Self-Motivation
3 2 (7.41%) User Experience
4 1 (3.70%) Mobile App
4 1 (3.70%) Social Gaming
Operating Systems
1 19 (70.37%) Linux
2 10 (37.04%) CentOS
2 10 (37.04%) Debian
3 6 (22.22%) Windows
4 5 (18.52%) Red Hat Enterprise Linux
4 5 (18.52%) Windows Server
5 1 (3.70%) Android
Processes & Methodologies
1 10 (37.04%) Configuration Management
1 10 (37.04%) DevOps
1 10 (37.04%) High Availability
1 10 (37.04%) Performance Optimisation
2 7 (25.93%) Agile Software Development
3 6 (22.22%) Data Science
3 6 (22.22%) Problem-Solving
4 5 (18.52%) Continuous Integration
4 5 (18.52%) ITIL
4 5 (18.52%) Mathematics
4 5 (18.52%) Waterfall
5 4 (14.81%) Machine Learning
6 3 (11.11%) Analytics
6 3 (11.11%) Data Visualisation
6 3 (11.11%) OO
6 3 (11.11%) Statistics
6 3 (11.11%) Visualisation
7 2 (7.41%) Business Intelligence
7 2 (7.41%) E-Commerce
7 2 (7.41%) OO PHP
Programming Languages
1 15 (55.56%) SQL
2 14 (51.85%) PHP
3 12 (44.44%) Bash Shell
4 11 (40.74%) Java
5 5 (18.52%) PowerShell
5 5 (18.52%) R
6 4 (14.81%) C++
6 4 (14.81%) Perl
7 3 (11.11%) Scala
8 2 (7.41%) C#
8 2 (7.41%) JavaScript
8 2 (7.41%) Shell Script
8 2 (7.41%) T-SQL
8 2 (7.41%) VB
Qualifications
1 11 (40.74%) Degree
2 10 (37.04%) Computer Science Degree
2 10 (37.04%) Master's Degree
3 1 (3.70%) PhD
Systems Management
1 10 (37.04%) Ansible
1 10 (37.04%) Nagios
Vendors
1 10 (37.04%) New Relic
1 10 (37.04%) Splunk
2 5 (18.52%) Oracle
3 3 (11.11%) Tableau
4 2 (7.41%) Zend
5 1 (3.70%) Microsoft
5 1 (3.70%) SAP