Period
to 21 January 2019

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 21 January 2019 with a comparison to the same period in the previous 2 years.

Python
Merseyside > Liverpool
6 months to
21 Jan 2019
Same period 2018 Same period 2017
Rank 36 54 68
Rank change year-on-year +18 +14 -2
Permanent jobs citing Python 25 14 25
As % of all permanent IT jobs advertised in Liverpool 4.51% 2.01% 2.51%
As % of the Programming Languages category 10.29% 3.99% 4.56%
Number of salaries quoted 23 12 17
Liverpool median annual salary £40,000 £52,500 £42,500
Median salary % change year-on-year -23.81% +23.53% +21.43%
10th Percentile £30,500 £34,500 £28,550
90th Percentile £58,500 £60,000 £73,750
Merseyside median annual salary £40,000 £52,500 £40,000
% change year-on-year -23.81% +31.25% +14.29%

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 243 351 548
As % of all permanent IT jobs advertised in Liverpool 43.86% 50.29% 55.02%
Number of salaries quoted 197 264 381
Liverpool median annual salary £41,000 £40,000 £38,000
Median salary % change year-on-year +2.50% +5.26% -5.00%
10th Percentile £29,450 £27,750 £26,250
90th Percentile £60,000 £60,000 £55,000
Merseyside median annual salary £40,000 £40,000 £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 21 January 2019.

Salary histogram for Python in Liverpool

For the 6 months to 21 January 2019, 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 15 (60.00%) SQL
2 13 (52.00%) Linux
3 8 (32.00%) PostgreSQL
3 8 (32.00%) PHP
3 8 (32.00%) XML
4 7 (28.00%) Information Security
4 7 (28.00%) LAMP
4 7 (28.00%) Software Engineering
4 7 (28.00%) Lua
4 7 (28.00%) Problem-Solving
5 6 (24.00%) Windows
6 5 (20.00%) Django
6 5 (20.00%) Amazon AWS
6 5 (20.00%) Analytical Skills
7 4 (16.00%) Malware Analysis
7 4 (16.00%) GREM
7 4 (16.00%) Geospatial Data
7 4 (16.00%) E-Discovery
7 4 (16.00%) Microsoft Azure
7 4 (16.00%) EnCE
7 4 (16.00%) PowerShell
7 4 (16.00%) Project Management
7 4 (16.00%) Mapinfo
7 4 (16.00%) AIX
7 4 (16.00%) Unix
7 4 (16.00%) Perl
7 4 (16.00%) GCFA
7 4 (16.00%) Smartphone
7 4 (16.00%) GIAC
7 4 (16.00%) Debian

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 4 (16.00%) ArcGIS
2 3 (12.00%) GeoServer
3 2 (8.00%) SAS
Applications
1 1 (4.00%) AutoCAD
Business Applications
1 4 (16.00%) Relativity
Cloud Services
1 5 (20.00%) Amazon AWS
2 4 (16.00%) Microsoft Azure
3 1 (4.00%) AWS CloudFormation
3 1 (4.00%) Google Analytics
Communications & Networking
1 2 (8.00%) DHCP
1 2 (8.00%) DNS
1 2 (8.00%) LAN
1 2 (8.00%) WAN
1 2 (8.00%) Wi-Fi
Database & Business Intelligence
1 8 (32.00%) PostgreSQL
2 4 (16.00%) Geospatial Data
2 4 (16.00%) GIS
2 4 (16.00%) QGIS
3 3 (12.00%) Big Data
3 3 (12.00%) DB2
4 2 (8.00%) Data Mining
4 2 (8.00%) Data Warehouse
4 2 (8.00%) Relational Database
4 2 (8.00%) SQL Server Integration Services
4 2 (8.00%) SQL Server Reporting Services
5 1 (4.00%) Power BI
5 1 (4.00%) QlikView
5 1 (4.00%) Spatial Data
5 1 (4.00%) SQL Server
Development Applications
1 3 (12.00%) Aptana Studio
General
1 4 (16.00%) Legal
2 2 (8.00%) Retail
3 1 (4.00%) Marketing
3 1 (4.00%) Telecoms
Job Titles
1 11 (44.00%) Developer
2 9 (36.00%) Python Developer
3 5 (20.00%) Analyst
4 4 (16.00%) Forensic Analyst
4 4 (16.00%) Information Analyst
4 4 (16.00%) Information Security Analyst
4 4 (16.00%) Security Analyst
5 3 (12.00%) Consultant
5 3 (12.00%) Technical Consultant
6 2 (8.00%) SQL Developer
7 1 (4.00%) Architect
7 1 (4.00%) Automation Engineer
7 1 (4.00%) Data Scientist
7 1 (4.00%) DevOps Architect
7 1 (4.00%) DevOps Engineer
7 1 (4.00%) Django Developer
7 1 (4.00%) Python/Django Developer
7 1 (4.00%) Senior Analyst
7 1 (4.00%) Technical Architect
7 1 (4.00%) Technical Leader
Libraries, Frameworks & Software Standards
1 8 (32.00%) XML
2 7 (28.00%) LAMP
3 5 (20.00%) Django
4 3 (12.00%) CSS
4 3 (12.00%) HTML
4 3 (12.00%) Leaflet
4 3 (12.00%) Middleware
4 3 (12.00%) OpenLayers
4 3 (12.00%) PostGIS
5 1 (4.00%) .NET
5 1 (4.00%) Celery
5 1 (4.00%) JSON
Miscellaneous
1 5 (20.00%) Analytical Skills
2 4 (16.00%) Smartphone
3 3 (12.00%) Self-Motivation
4 1 (4.00%) iPad
4 1 (4.00%) Renewable Energy
Operating Systems
1 13 (52.00%) Linux
2 6 (24.00%) Windows
3 4 (16.00%) AIX
3 4 (16.00%) Debian
3 4 (16.00%) Unix
4 1 (4.00%) CentOS
4 1 (4.00%) Red Hat Enterprise Linux
Processes & Methodologies
1 7 (28.00%) Information Security
1 7 (28.00%) Problem-Solving
1 7 (28.00%) Software Engineering
2 4 (16.00%) E-Discovery
2 4 (16.00%) Malware Analysis
2 4 (16.00%) Project Management
3 3 (12.00%) Decision-Making
3 3 (12.00%) OOP
4 2 (8.00%) Analytics
4 2 (8.00%) Data Extraction
4 2 (8.00%) OO
5 1 (4.00%) Computer Science
5 1 (4.00%) Customer Analytics
5 1 (4.00%) Data Visualisation
5 1 (4.00%) Kanban
5 1 (4.00%) Predictive Modelling
5 1 (4.00%) Software Testing
5 1 (4.00%) Statistical Modelling
5 1 (4.00%) Test Automation
5 1 (4.00%) Visualisation
Programming Languages
1 15 (60.00%) SQL
2 8 (32.00%) PHP
3 7 (28.00%) Lua
4 4 (16.00%) Perl
4 4 (16.00%) PowerShell
5 2 (8.00%) Bash Shell
5 2 (8.00%) Java
5 2 (8.00%) JavaScript
5 2 (8.00%) R
6 1 (4.00%) C++
6 1 (4.00%) Ruby
6 1 (4.00%) Shell Script
6 1 (4.00%) T-SQL
Qualifications
1 4 (16.00%) EnCE
1 4 (16.00%) GCFA
1 4 (16.00%) GCFE
1 4 (16.00%) GIAC
1 4 (16.00%) GREM
2 3 (12.00%) Degree
3 1 (4.00%) CISSP
3 1 (4.00%) Computer Science Degree
3 1 (4.00%) ISTQB
Quality Assurance & Compliance
1 1 (4.00%) Actionable Recommendations
1 1 (4.00%) ISO/IEC 27001
1 1 (4.00%) QA
System Software
1 1 (4.00%) Docker
1 1 (4.00%) Virtual Machines
Systems Management
1 4 (16.00%) EnCase
1 4 (16.00%) FTK
2 2 (8.00%) Ansible
3 1 (4.00%) Kubernetes
3 1 (4.00%) Opscode Chef
3 1 (4.00%) Puppet
3 1 (4.00%) Terraform
Vendors
1 4 (16.00%) Mapinfo
1 4 (16.00%) Nuix
2 1 (4.00%) ESRI
2 1 (4.00%) Google
2 1 (4.00%) Tableau
2 1 (4.00%) Vectorworks