Period
to 22 July 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 22 July 2018 with a comparison to the same period in the previous 2 years.

Python
Merseyside > Liverpool
6 months to
22 Jul 2018
Same period 2017 Same period 2016
Rank 30 74 59
Rank change year-on-year +44 -15 -5
Permanent jobs citing Python 39 9 27
As % of all permanent IT jobs advertised in Liverpool 5.73% 1.17% 3.29%
As % of the Programming Languages category 11.40% 1.99% 6.68%
Number of salaries quoted 26 8 24
Liverpool median annual salary £45,000 £48,250 £37,500
Median salary % change year-on-year -6.74% +28.67% +17.19%
10th Percentile £32,500 £35,725 £30,375
90th Percentile £62,500 £52,500 £42,500
Merseyside median annual salary £45,000 £40,000 £37,500
% change year-on-year +12.50% +6.67% +17.19%

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 342 452 404
As % of all permanent IT jobs advertised in Liverpool 50.22% 58.55% 49.21%
Number of salaries quoted 273 335 309
Liverpool median annual salary £40,000 £37,500 £37,500
Median salary % change year-on-year +6.67% - -6.25%
10th Percentile £26,250 £25,000 £27,500
90th Percentile £59,750 £62,200 £57,500
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 22 July 2018.

Salary histogram for Python in Liverpool

For the 6 months to 22 July 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 20 (51.28%) Linux
2 19 (48.72%) SQL
3 13 (33.33%) Perl
3 13 (33.33%) MySQL
3 13 (33.33%) Computer Science
4 12 (30.77%) Degree
4 12 (30.77%) Amazon AWS
4 12 (30.77%) SQL Server
4 12 (30.77%) Windows
4 12 (30.77%) Nagios
4 12 (30.77%) New Relic
5 11 (28.21%) Analytical Skills
5 11 (28.21%) .NET
5 11 (28.21%) Java
5 11 (28.21%) SolarWinds
5 11 (28.21%) CentOS
5 11 (28.21%) LAMP
6 10 (25.64%) TCP/IP
6 10 (25.64%) DevOps
6 10 (25.64%) High Availability
6 10 (25.64%) Amazon S3
7 9 (23.08%) Amazon RDS
7 9 (23.08%) Relational Database
7 9 (23.08%) Master's Degree
7 9 (23.08%) Computer Science Degree
7 9 (23.08%) Problem-Solving
7 9 (23.08%) PHP
7 9 (23.08%) Agile Software Development
7 9 (23.08%) Amazon EC2
8 8 (20.51%) SQL Server 2008

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 (15.38%) nginx
2 4 (10.26%) Apache
2 4 (10.26%) JBoss
3 2 (5.13%) Apache Spark
3 2 (5.13%) SAS
4 1 (2.56%) ArcGIS
Applications
1 1 (2.56%) AutoCAD
Business Applications
1 2 (5.13%) Payment Gateway
Cloud Services
1 12 (30.77%) Amazon AWS
2 10 (25.64%) Amazon S3
3 9 (23.08%) Amazon EC2
4 8 (20.51%) Amazon CloudWatch
4 8 (20.51%) Amazon ELB
4 8 (20.51%) Route 53
4 8 (20.51%) Virtual Private Cloud
5 2 (5.13%) Office 365
6 1 (2.56%) Amazon EMR
Communications & Networking
1 10 (25.64%) TCP/IP
2 7 (17.95%) BGP
2 7 (17.95%) OSPF
3 6 (15.38%) Cisco IOS
4 5 (12.82%) Junos
4 5 (12.82%) LAN
4 5 (12.82%) WAN
4 5 (12.82%) WLAN
5 4 (10.26%) Firewall
6 3 (7.69%) Network Security
7 2 (5.13%) Intrusion Detection
7 2 (5.13%) VLAN
7 2 (5.13%) VPN
8 1 (2.56%) SMS
Database & Business Intelligence
1 13 (33.33%) MySQL
2 12 (30.77%) SQL Server
3 9 (23.08%) Amazon RDS
3 9 (23.08%) Relational Database
4 8 (20.51%) Oracle Database
4 8 (20.51%) Oracle Database 10g
4 8 (20.51%) Oracle Database 11g
4 8 (20.51%) RDBMS
4 8 (20.51%) SQL Server 2005
4 8 (20.51%) SQL Server 2008
5 6 (15.38%) MongoDB
6 4 (10.26%) Big Data
6 4 (10.26%) Couchbase
6 4 (10.26%) Hadoop
7 2 (5.13%) Data Mining
7 2 (5.13%) QlikView
8 1 (2.56%) BusinessObjects
8 1 (2.56%) Data Warehouse
8 1 (2.56%) GIS
8 1 (2.56%) PostgreSQL
Development Applications
1 8 (20.51%) Atlassian Bamboo
1 8 (20.51%) Jenkins
2 1 (2.56%) Git (software)
2 1 (2.56%) Subversion
General
1 2 (5.13%) Finance
2 1 (2.56%) Legal
2 1 (2.56%) Telecoms
Job Titles
1 8 (20.51%) Analyst
1 8 (20.51%) Applications Support
1 8 (20.51%) Applications Support Analyst
1 8 (20.51%) DevOps Engineer
1 8 (20.51%) Network Engineer
1 8 (20.51%) Senior Analyst
1 8 (20.51%) Senior Applications Support
1 8 (20.51%) Senior Applications Support Analyst
1 8 (20.51%) Senior Support Analyst
1 8 (20.51%) Support Analyst
2 7 (17.95%) Linux DevOps Engineer
2 7 (17.95%) Linux Engineer
2 7 (17.95%) Linux/Unix DevOps
3 6 (15.38%) Senior Network Engineer
4 5 (12.82%) Data Scientist
5 4 (10.26%) Systems Manager
5 4 (10.26%) Web Engineer
5 4 (10.26%) Web Hosting Engineer
6 3 (7.69%) Developer
6 3 (7.69%) Senior Manager
Libraries, Frameworks & Software Standards
1 11 (28.21%) .NET
1 11 (28.21%) LAMP
2 4 (10.26%) RabbitMQ
3 3 (7.69%) LEMP Stack
4 1 (2.56%) Qt
4 1 (2.56%) XML
Miscellaneous
1 13 (33.33%) Computer Science
2 11 (28.21%) Analytical Skills
3 6 (15.38%) Private Cloud
4 3 (7.69%) Clustering
5 2 (5.13%) Algorithms
6 1 (2.56%) Fintech
6 1 (2.56%) Management Information System
6 1 (2.56%) Renewable Energy
Operating Systems
1 20 (51.28%) Linux
2 12 (30.77%) Windows
3 11 (28.21%) CentOS
4 8 (20.51%) Debian
4 8 (20.51%) Red Hat Enterprise Linux
4 8 (20.51%) Windows Server
5 1 (2.56%) Android
Processes & Methodologies
1 10 (25.64%) DevOps
1 10 (25.64%) High Availability
2 9 (23.08%) Agile Software Development
2 9 (23.08%) Problem-Solving
3 8 (20.51%) Configuration Management
3 8 (20.51%) Continuous Integration
3 8 (20.51%) ITIL
3 8 (20.51%) Performance Optimisation
3 8 (20.51%) Waterfall
4 6 (15.38%) Data Science
5 5 (12.82%) Information Security
6 4 (10.26%) Capacity Management
6 4 (10.26%) Machine Learning
6 4 (10.26%) Mathematics
6 4 (10.26%) Mentoring
7 3 (7.69%) Analytics
7 3 (7.69%) Change Control
7 3 (7.69%) Data Visualisation
7 3 (7.69%) Performance Tuning
7 3 (7.69%) Task Automation
Programming Languages
1 19 (48.72%) SQL
2 13 (33.33%) Perl
3 11 (28.21%) Java
4 9 (23.08%) PHP
5 8 (20.51%) Bash Shell
5 8 (20.51%) PowerShell
6 5 (12.82%) R
6 5 (12.82%) Ruby
7 3 (7.69%) Shell Script
8 2 (5.13%) C#
8 2 (5.13%) C++
8 2 (5.13%) Scala
8 2 (5.13%) VB
9 1 (2.56%) Go
9 1 (2.56%) JavaScript
9 1 (2.56%) MATLAB
Qualifications
1 12 (30.77%) Degree
2 9 (23.08%) Computer Science Degree
2 9 (23.08%) Master's Degree
3 3 (7.69%) CCNA
3 3 (7.69%) CCNP
3 3 (7.69%) Cisco Certification
4 1 (2.56%) JNCIP
4 1 (2.56%) JNCIS
4 1 (2.56%) MCSE
4 1 (2.56%) Microsoft Certification
4 1 (2.56%) PhD
4 1 (2.56%) RHCA
4 1 (2.56%) TOGAF Certification
Quality Assurance & Compliance
1 2 (5.13%) QA
2 1 (2.56%) GDPR
2 1 (2.56%) ISO/IEC 27001
2 1 (2.56%) PCI DSS
System Software
1 4 (10.26%) VirtualBox
1 4 (10.26%) VMware Infrastructure
2 3 (7.69%) Docker
3 2 (5.13%) Active Directory
Systems Management
1 12 (30.77%) Nagios
2 8 (20.51%) Ansible
3 4 (10.26%) Kubernetes
3 4 (10.26%) Rancher
4 3 (7.69%) CFEngine
4 3 (7.69%) Opscode Chef
4 3 (7.69%) Puppet
5 2 (5.13%) Systems Management Server (SMS)
6 1 (2.56%) Terraform
Vendors
1 12 (30.77%) New Relic
2 11 (28.21%) SolarWinds
3 8 (20.51%) CheckPoint
3 8 (20.51%) Oracle
3 8 (20.51%) Splunk
4 7 (17.95%) Juniper
5 6 (15.38%) Cisco
6 4 (10.26%) VMware
7 2 (5.13%) Tableau
8 1 (2.56%) ESRI
8 1 (2.56%) Mapinfo
8 1 (2.56%) Microsoft
8 1 (2.56%) SAP
8 1 (2.56%) Vectorworks