Period
to 20 November 2018

The following table provides summary statistics for permanent job vacancies advertised in York 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 November 2018 with a comparison to the same period in the previous 2 years.

Python
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 36 25 54
Rank change year-on-year -11 +29 +18
Permanent jobs citing Python 48 55 17
As % of all permanent IT jobs advertised in York 6.63% 8.18% 2.70%
As % of the Programming Languages category 9.45% 11.07% 4.29%
Number of salaries quoted 30 35 14
York median annual salary £42,500 £50,000 £35,000
Median salary % change year-on-year -15.00% +42.86% +32.08%
10th Percentile £27,100 £39,850 £28,325
90th Percentile £59,325 £61,250 £49,725
North Yorkshire median annual salary £42,500 £51,250 £35,000
% change year-on-year -17.07% +46.43% -6.67%

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 York with a requirement for coding skills.

All Programming Languages
York
Permanent vacancies with a requirement for coding skills 508 497 396
As % of all permanent IT jobs advertised in York 70.17% 73.96% 62.96%
Number of salaries quoted 437 399 329
York median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -
10th Percentile £32,500 £27,500 £26,730
90th Percentile £57,500 £60,000 £51,250
North Yorkshire median annual salary £44,000 £40,000 £40,000
% change year-on-year +10.00% - +6.67%

Python
Job Vacancy Trend in York

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

Job vacancy trend for Python in York

Python
Salary Trend in York

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

Salary trend for Python in York

Python
Salary Histogram in York

The salary distribution of IT jobs citing Python in York over the 6 months to 20 November 2018.

Salary histogram for Python in York

For the 6 months to 20 November 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 York region with a requirement for Python.

1 27 (56.25%) Perl
2 25 (52.08%) Ruby
3 24 (50.00%) Linux
4 20 (41.67%) Agile Software Development
4 20 (41.67%) Git (software)
5 19 (39.58%) Amazon AWS
6 16 (33.33%) HTML
6 16 (33.33%) Bash Shell
7 15 (31.25%) R
7 15 (31.25%) CSS
7 15 (31.25%) VMware
8 14 (29.17%) JavaScript
8 14 (29.17%) Analytical Skills
9 13 (27.08%) Scrum
10 12 (25.00%) Workflow
10 12 (25.00%) Java
10 12 (25.00%) Tomcat
10 12 (25.00%) Broadband
10 12 (25.00%) Line Management
10 12 (25.00%) VMware Infrastructure
11 11 (22.92%) DevOps
11 11 (22.92%) MySQL
11 11 (22.92%) TCP/IP
12 10 (20.83%) Disclosure Scotland
12 10 (20.83%) Puppet
13 9 (18.75%) Node.js
13 9 (18.75%) Microsoft Azure
13 9 (18.75%) Time Management
13 9 (18.75%) Front End Development
13 9 (18.75%) gulp

Python
Co-occurring IT Skills in York 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 (25.00%) Tomcat
2 6 (12.50%) Apache
3 5 (10.42%) Jetty
4 4 (8.33%) WebLogic
5 1 (2.08%) CMS
5 1 (2.08%) Drupal
5 1 (2.08%) IIS
5 1 (2.08%) JBoss
5 1 (2.08%) nginx
5 1 (2.08%) WordPress
Cloud Services
1 19 (39.58%) Amazon AWS
2 9 (18.75%) Microsoft Azure
3 6 (12.50%) Cloud Computing
4 2 (4.17%) AWS CloudFormation
Communications & Networking
1 12 (25.00%) Broadband
2 11 (22.92%) TCP/IP
3 5 (10.42%) BGP
3 5 (10.42%) DHCP
3 5 (10.42%) DNS
3 5 (10.42%) Firewall
3 5 (10.42%) NetScaler
4 4 (8.33%) Cisco ASA
4 4 (8.33%) Cisco IOS
4 4 (8.33%) Cisco ISE
4 4 (8.33%) Cisco Nexus
4 4 (8.33%) F5 BIG-IP GTM
4 4 (8.33%) F5 BIG-IP LTM
4 4 (8.33%) MPLS
4 4 (8.33%) Network Security
4 4 (8.33%) NX-OS
4 4 (8.33%) OSPF
4 4 (8.33%) VPLS
4 4 (8.33%) WAN
4 4 (8.33%) WLAN
Database & Business Intelligence
1 11 (22.92%) MySQL
2 2 (4.17%) MongoDB
3 1 (2.08%) PostgreSQL
3 1 (2.08%) Redis
3 1 (2.08%) SQL Server
3 1 (2.08%) TokuMX
Development Applications
1 20 (41.67%) Git (software)
2 9 (18.75%) Grunt
2 9 (18.75%) gulp
3 4 (8.33%) Sonatype Nexus
3 4 (8.33%) TeamCity
4 3 (6.25%) Eclipse
4 3 (6.25%) GitLab
4 3 (6.25%) Gradle
4 3 (6.25%) IntelliJ
4 3 (6.25%) JUnit
4 3 (6.25%) Maven
5 2 (4.17%) Vagrant
6 1 (2.08%) JIRA
General
1 6 (12.50%) Retail
2 4 (8.33%) Finance
3 1 (2.08%) Banking
3 1 (2.08%) Electronics
3 1 (2.08%) Front Office
3 1 (2.08%) Investment Banking
3 1 (2.08%) Law
Job Titles
1 19 (39.58%) Developer
2 9 (18.75%) Front End Developer (Client-Side Developer)
3 8 (16.67%) Linux Engineer
4 7 (14.58%) AWS Engineer
4 7 (14.58%) DevOps Engineer
5 5 (10.42%) Python Engineer
6 4 (8.33%) Infrastructure Security Specialist
6 4 (8.33%) Infrastructure Specialist
6 4 (8.33%) Network Infrastructure Specialist
6 4 (8.33%) Network Security Specialist
6 4 (8.33%) Security Specialist
7 3 (6.25%) Architect
7 3 (6.25%) Full Stack Developer
7 3 (6.25%) Java Developer
7 3 (6.25%) Network Specialist
7 3 (6.25%) Technical Architect
8 2 (4.17%) AWS Architect
8 2 (4.17%) Azure Engineer
8 2 (4.17%) Ruby Engineer
8 2 (4.17%) VMware Engineer
Libraries, Frameworks & Software Standards
1 16 (33.33%) HTML
2 15 (31.25%) CSS
3 9 (18.75%) AngularJS
3 9 (18.75%) Node.js
3 9 (18.75%) React
4 7 (14.58%) LAMP
4 7 (14.58%) Middleware
5 5 (10.42%) .NET
6 3 (6.25%) Natural Language Processing
6 3 (6.25%) RESTful
6 3 (6.25%) Ruby on Rails
6 3 (6.25%) Vue.js
7 2 (4.17%) Qt
8 1 (2.08%) .NET Framework
8 1 (2.08%) Boost C++ Libraries
8 1 (2.08%) HTML5
8 1 (2.08%) Java EE
8 1 (2.08%) JSON
8 1 (2.08%) WPF
8 1 (2.08%) Zend Framework
Miscellaneous
1 14 (29.17%) Analytical Skills
2 9 (18.75%) User Experience
2 9 (18.75%) Virtual Team
3 7 (14.58%) Video\Live Streaming
4 4 (8.33%) Computer Science
5 3 (6.25%) Algorithms
6 2 (4.17%) Enterprise Software
6 2 (4.17%) Self-Motivation
7 1 (2.08%) Acoustics
7 1 (2.08%) Arduino
7 1 (2.08%) Data Centre
7 1 (2.08%) e-Learning
7 1 (2.08%) Fixed Income
7 1 (2.08%) Raspberry Pi
7 1 (2.08%) Social Media
Operating Systems
1 24 (50.00%) Linux
2 2 (4.17%) CentOS
2 2 (4.17%) Debian
2 2 (4.17%) Windows
3 1 (2.08%) Embedded Linux
3 1 (2.08%) Red Hat Enterprise Linux
3 1 (2.08%) Ubuntu
Processes & Methodologies
1 20 (41.67%) Agile Software Development
2 13 (27.08%) Scrum
3 12 (25.00%) Line Management
3 12 (25.00%) Workflow
4 11 (22.92%) DevOps
5 9 (18.75%) Front End Development
5 9 (18.75%) Pair Programming
5 9 (18.75%) Problem-Solving
5 9 (18.75%) Time Management
5 9 (18.75%) Web Application Development
6 7 (14.58%) E-Commerce
7 6 (12.50%) Load Balancing
8 5 (10.42%) Configuration Management
8 5 (10.42%) High Availability
9 4 (8.33%) Multi-Factor Authentication
9 4 (8.33%) Two-Factor Authentication
10 3 (6.25%) Actionable Insight
10 3 (6.25%) Decision-Making
10 3 (6.25%) Deployment Automation
10 3 (6.25%) Memory Management
Programming Languages
1 27 (56.25%) Perl
2 25 (52.08%) Ruby
3 16 (33.33%) Bash Shell
4 15 (31.25%) R
5 14 (29.17%) JavaScript
6 12 (25.00%) Java
7 7 (14.58%) PHP
8 6 (12.50%) C#
9 5 (10.42%) C++
9 5 (10.42%) PowerShell
10 4 (8.33%) C
10 4 (8.33%) SQL
11 3 (6.25%) Go
12 1 (2.08%) Embedded C
12 1 (2.08%) Groovy
Qualifications
1 8 (16.67%) Degree
2 4 (8.33%) CCIE
2 4 (8.33%) CCNP
2 4 (8.33%) Cisco Certification
3 3 (6.25%) CCIE Security
3 3 (6.25%) Computer Science Degree
4 1 (2.08%) Numerate Degree
4 1 (2.08%) SC Cleared
4 1 (2.08%) Security Cleared
Quality Assurance & Compliance
1 10 (20.83%) Disclosure Scotland
2 3 (6.25%) QA
System Software
1 12 (25.00%) VMware Infrastructure
2 9 (18.75%) Docker
3 6 (12.50%) VMware ESXi
4 4 (8.33%) XenApp
4 4 (8.33%) XenDesktop
5 1 (2.08%) Gluster
5 1 (2.08%) Hyper-V
5 1 (2.08%) KVM
5 1 (2.08%) LXC
5 1 (2.08%) NFS
Systems Management
1 10 (20.83%) Puppet
2 7 (14.58%) Terraform
3 6 (12.50%) Ansible
3 6 (12.50%) Kubernetes
4 2 (4.17%) HAProxy
4 2 (4.17%) Opscode Chef
5 1 (2.08%) cPanel
5 1 (2.08%) Graphite
5 1 (2.08%) Graylog
5 1 (2.08%) Icinga
5 1 (2.08%) logstash
5 1 (2.08%) Salt
5 1 (2.08%) ZABBIX
Vendors
1 15 (31.25%) VMware
2 6 (12.50%) Percona
3 5 (10.42%) Citrix
3 5 (10.42%) EMC
3 5 (10.42%) HP
3 5 (10.42%) NetApp
4 4 (8.33%) Blue Coat
4 4 (8.33%) CheckPoint
4 4 (8.33%) Cisco
4 4 (8.33%) F5
4 4 (8.33%) Google
4 4 (8.33%) Imperva
4 4 (8.33%) Infoblox
4 4 (8.33%) Juniper
4 4 (8.33%) Zscaler
5 3 (6.25%) Tableau
6 2 (4.17%) Red Hat
7 1 (2.08%) Progress
7 1 (2.08%) Twitter
7 1 (2.08%) Zend