Period
to 18 October 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Python
Merseyside > Liverpool
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 27 58 61
Rank change year-on-year +31 +3 -4
Permanent jobs citing Python 36 16 30
As % of all permanent IT jobs advertised in Liverpool 5.95% 2.17% 2.97%
As % of the Programming Languages category 12.68% 3.80% 5.85%
Number of salaries quoted 25 13 26
Liverpool median annual salary £45,000 £52,500 £37,500
Median salary % change year-on-year -14.29% +40.00% -28.57%
10th Percentile £29,850 £46,400 £31,250
90th Percentile £66,250 £59,250 £43,125
Merseyside median annual salary £45,000 £50,000 £37,500
% change year-on-year -10.00% +33.33% +7.14%

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 284 421 513
As % of all permanent IT jobs advertised in Liverpool 46.94% 57.05% 50.74%
Number of salaries quoted 215 301 343
Liverpool median annual salary £41,000 £40,000 £38,750
Median salary % change year-on-year +2.50% +3.23% +3.33%
10th Percentile £27,403 £27,500 £27,500
90th Percentile £57,950 £62,500 £57,500
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 18 October 2018.

Salary histogram for Python in Liverpool

For the 6 months to 18 October 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 18 (50.00%) SQL
2 16 (44.44%) Perl
3 14 (38.89%) Linux
4 13 (36.11%) Windows
5 11 (30.56%) Information Security
5 11 (30.56%) SolarWinds
6 10 (27.78%) Analytical Skills
6 10 (27.78%) TCP/IP
7 8 (22.22%) CheckPoint
7 8 (22.22%) SQL Server
7 8 (22.22%) PowerShell
8 7 (19.44%) Java
8 7 (19.44%) LAN
8 7 (19.44%) WAN
8 7 (19.44%) OSPF
8 7 (19.44%) BGP
8 7 (19.44%) Juniper
8 7 (19.44%) Problem-Solving
9 6 (16.67%) Relational Database
9 6 (16.67%) Private Cloud
9 6 (16.67%) nginx
9 6 (16.67%) Amazon AWS
9 6 (16.67%) Cisco
9 6 (16.67%) .NET
9 6 (16.67%) Cisco IOS
9 6 (16.67%) Ruby
10 5 (13.89%) LAMP
10 5 (13.89%) ArcGIS
10 5 (13.89%) Legal
10 5 (13.89%) 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 6 (16.67%) nginx
2 5 (13.89%) ArcGIS
3 4 (11.11%) Apache
3 4 (11.11%) JBoss
4 3 (8.33%) GeoServer
5 1 (2.78%) SAS
Applications
1 2 (5.56%) AutoCAD
Business Applications
1 4 (11.11%) Relativity
2 2 (5.56%) Payment Gateway
Cloud Services
1 6 (16.67%) Amazon AWS
2 4 (11.11%) Microsoft Azure
3 2 (5.56%) Office 365
4 1 (2.78%) AWS CloudFormation
4 1 (2.78%) Google Analytics
Communications & Networking
1 10 (27.78%) TCP/IP
2 7 (19.44%) BGP
2 7 (19.44%) LAN
2 7 (19.44%) OSPF
2 7 (19.44%) WAN
3 6 (16.67%) Cisco IOS
4 5 (13.89%) Junos
4 5 (13.89%) WLAN
5 4 (11.11%) Firewall
6 3 (8.33%) Network Security
7 2 (5.56%) DHCP
7 2 (5.56%) DNS
7 2 (5.56%) Intrusion Detection
7 2 (5.56%) VLAN
7 2 (5.56%) VPN
7 2 (5.56%) Wi-Fi
8 1 (2.78%) SMS
Database & Business Intelligence
1 8 (22.22%) SQL Server
2 6 (16.67%) Relational Database
3 5 (13.89%) Geospatial Data
3 5 (13.89%) GIS
3 5 (13.89%) QGIS
4 4 (11.11%) Big Data
4 4 (11.11%) Couchbase
4 4 (11.11%) MongoDB
4 4 (11.11%) MySQL
4 4 (11.11%) Oracle Database
4 4 (11.11%) Oracle Database 10g
4 4 (11.11%) Oracle Database 11g
4 4 (11.11%) RDBMS
4 4 (11.11%) SQL Server 2005
4 4 (11.11%) SQL Server 2008
5 3 (8.33%) Data Mining
5 3 (8.33%) DB2
5 3 (8.33%) PostgreSQL
6 2 (5.56%) SQL Server Integration Services
6 2 (5.56%) SQL Server Reporting Services
Development Applications
1 3 (8.33%) Aptana Studio
General
1 5 (13.89%) Legal
2 2 (5.56%) Telecoms
3 1 (2.78%) Finance
3 1 (2.78%) Marketing
3 1 (2.78%) Retail
Job Titles
1 8 (22.22%) Analyst
1 8 (22.22%) Network Engineer
2 6 (16.67%) Senior Network Engineer
3 4 (11.11%) Applications Support
3 4 (11.11%) Applications Support Analyst
3 4 (11.11%) Developer
3 4 (11.11%) Forensic Analyst
3 4 (11.11%) Information Analyst
3 4 (11.11%) Information Security Analyst
3 4 (11.11%) Security Analyst
3 4 (11.11%) Senior Analyst
3 4 (11.11%) Senior Applications Support
3 4 (11.11%) Senior Applications Support Analyst
3 4 (11.11%) Senior Support Analyst
3 4 (11.11%) Support Analyst
3 4 (11.11%) Systems Manager
4 3 (8.33%) Consultant
4 3 (8.33%) Data Scientist
4 3 (8.33%) Senior Manager
4 3 (8.33%) Technical Consultant
Libraries, Frameworks & Software Standards
1 6 (16.67%) .NET
2 5 (13.89%) LAMP
3 4 (11.11%) RabbitMQ
4 3 (8.33%) CSS
4 3 (8.33%) HTML
4 3 (8.33%) Leaflet
4 3 (8.33%) LEMP Stack
4 3 (8.33%) Middleware
4 3 (8.33%) OpenLayers
4 3 (8.33%) PostGIS
5 2 (5.56%) XML
Miscellaneous
1 10 (27.78%) Analytical Skills
2 6 (16.67%) Private Cloud
3 4 (11.11%) Computer Science
3 4 (11.11%) Smartphone
4 3 (8.33%) Clustering
4 3 (8.33%) Self-Motivation
5 2 (5.56%) Renewable Energy
6 1 (2.78%) Algorithms
6 1 (2.78%) Fintech
6 1 (2.78%) Management Information System
Operating Systems
1 14 (38.89%) Linux
2 13 (36.11%) Windows
3 5 (13.89%) Red Hat Enterprise Linux
4 4 (11.11%) AIX
4 4 (11.11%) CentOS
4 4 (11.11%) Unix
4 4 (11.11%) Windows Server
Processes & Methodologies
1 11 (30.56%) Information Security
2 7 (19.44%) Problem-Solving
3 4 (11.11%) Agile Software Development
3 4 (11.11%) Capacity Management
3 4 (11.11%) Continuous Integration
3 4 (11.11%) E-Discovery
3 4 (11.11%) ITIL
3 4 (11.11%) Malware Analysis
3 4 (11.11%) Project Management
3 4 (11.11%) Waterfall
4 3 (8.33%) Change Control
4 3 (8.33%) Data Protection
4 3 (8.33%) Data Science
4 3 (8.33%) Decision-Making
4 3 (8.33%) DevOps
4 3 (8.33%) E-Commerce
4 3 (8.33%) Mentoring
4 3 (8.33%) Network Load Balancing
4 3 (8.33%) Performance Tuning
4 3 (8.33%) Software Engineering
Programming Languages
1 18 (50.00%) SQL
2 16 (44.44%) Perl
3 8 (22.22%) PowerShell
4 7 (19.44%) Java
5 6 (16.67%) Ruby
6 3 (8.33%) PHP
6 3 (8.33%) R
6 3 (8.33%) Shell Script
7 2 (5.56%) Bash Shell
7 2 (5.56%) JavaScript
7 2 (5.56%) Lua
8 1 (2.78%) C++
8 1 (2.78%) Go
8 1 (2.78%) MATLAB
8 1 (2.78%) T-SQL
Qualifications
1 5 (13.89%) Degree
2 4 (11.11%) EnCE
2 4 (11.11%) GCFA
2 4 (11.11%) GCFE
2 4 (11.11%) GIAC
2 4 (11.11%) GREM
3 3 (8.33%) CCNA
3 3 (8.33%) CCNP
3 3 (8.33%) Cisco Certification
4 1 (2.78%) CISSP
4 1 (2.78%) Computer Science Degree
4 1 (2.78%) JNCIP
4 1 (2.78%) JNCIS
4 1 (2.78%) Master's Degree
4 1 (2.78%) MCSE
4 1 (2.78%) Microsoft Certification
4 1 (2.78%) RHCA
4 1 (2.78%) TOGAF Certification
Quality Assurance & Compliance
1 2 (5.56%) ISO/IEC 27001
1 2 (5.56%) QA
2 1 (2.78%) Actionable Recommendations
2 1 (2.78%) GDPR
2 1 (2.78%) PCI DSS
System Software
1 4 (11.11%) Docker
1 4 (11.11%) VirtualBox
1 4 (11.11%) VMware Infrastructure
2 2 (5.56%) Active Directory
Systems Management
1 5 (13.89%) Kubernetes
2 4 (11.11%) EnCase
2 4 (11.11%) FTK
2 4 (11.11%) Nagios
2 4 (11.11%) Opscode Chef
2 4 (11.11%) Puppet
2 4 (11.11%) Rancher
3 3 (8.33%) CFEngine
4 2 (5.56%) Systems Management Server (SMS)
4 2 (5.56%) Terraform
5 1 (2.78%) Ansible
Vendors
1 11 (30.56%) SolarWinds
2 8 (22.22%) CheckPoint
3 7 (19.44%) Juniper
4 6 (16.67%) Cisco
5 5 (13.89%) Mapinfo
6 4 (11.11%) New Relic
6 4 (11.11%) Nuix
6 4 (11.11%) Oracle
6 4 (11.11%) VMware
7 2 (5.56%) ESRI
7 2 (5.56%) Vectorworks
8 1 (2.78%) Google
8 1 (2.78%) Tableau