Period
to 17 October 2018

The following table provides summary statistics for permanent job vacancies advertised in North Yorkshire 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 17 October 2018 with a comparison to the same period in the previous 2 years.

Python
Yorkshire > North Yorkshire
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 37 34 85
Rank change year-on-year -3 +51 +1
Permanent jobs citing Python 88 77 36
As % of all permanent IT jobs advertised in North Yorkshire 6.70% 6.23% 2.35%
As % of the Programming Languages category 11.21% 9.66% 4.40%
Number of salaries quoted 64 53 30
North Yorkshire median annual salary £42,500 £45,000 £35,000
Median salary % change year-on-year -5.56% +28.57% -6.67%
10th Percentile £28,250 £28,450 £27,375
90th Percentile £70,125 £61,250 £58,750
Yorkshire median annual salary £47,500 £50,000 £40,000
% change year-on-year -5.00% +25.00% -5.88%

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 North Yorkshire with a requirement for coding skills.

All Programming Languages
North Yorkshire
Permanent vacancies with a requirement for coding skills 785 797 818
As % of all permanent IT jobs advertised in North Yorkshire 59.79% 64.53% 53.50%
Number of salaries quoted 673 655 690
North Yorkshire median annual salary £44,000 £40,000 £40,000
Median salary % change year-on-year +10.00% - +5.26%
10th Percentile £27,500 £27,500 £25,000
90th Percentile £57,250 £57,500 £52,500
Yorkshire median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

Python
Job Vacancy Trend in North Yorkshire

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

Job vacancy trend for Python in North Yorkshire

Python
Salary Trend in North Yorkshire

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

Salary trend for Python in North Yorkshire

Python
Salary Histogram in North Yorkshire

The salary distribution of IT jobs citing Python in North Yorkshire over the 6 months to 17 October 2018.

Salary histogram for Python in North Yorkshire

Python
Job Locations in North Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the North Yorkshire region over the 6 months to 17 October 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
York -12 51 £42,500 -5.56% 7
Selby - 13 £32,500 - 1
Harrogate +5 7 £44,000 -20.00% 2
Middlesbrough +3 5 £36,500 -43.85% 2
Skipton -13 1 £32,500 -16.13% 1
Knaresborough - 1 £35,000 -
Python
Yorkshire

For the 6 months to 17 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 North Yorkshire region with a requirement for Python.

1 38 (43.18%) Linux
2 35 (39.77%) HTML
2 35 (39.77%) JavaScript
3 33 (37.50%) CSS
4 29 (32.95%) Ruby
4 29 (32.95%) Amazon AWS
5 28 (31.82%) MySQL
6 27 (30.68%) Analytical Skills
7 26 (29.55%) Perl
8 24 (27.27%) Agile Software Development
8 24 (27.27%) PHP
8 24 (27.27%) Java
8 24 (27.27%) Git (software)
9 21 (23.86%) DevOps
10 20 (22.73%) Problem-Solving
10 20 (22.73%) Bash Shell
10 20 (22.73%) VMware
11 19 (21.59%) Software Engineering
12 18 (20.45%) Line Management
13 17 (19.32%) Degree
13 17 (19.32%) VMware Infrastructure
14 16 (18.18%) Puppet
14 16 (18.18%) R
15 15 (17.05%) MongoDB
15 15 (17.05%) jQuery
15 15 (17.05%) Scrum
15 15 (17.05%) SQL Server
15 15 (17.05%) Tomcat
16 14 (15.91%) C#
17 13 (14.77%) Ansible

Python
Co-occurring IT Skills in North Yorkshire 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 15 (17.05%) Tomcat
2 6 (6.82%) Apache
2 6 (6.82%) Elasticsearch
3 5 (5.68%) Jetty
4 4 (4.55%) JBoss
4 4 (4.55%) WebLogic
5 2 (2.27%) CMS
5 2 (2.27%) WordPress
6 1 (1.14%) ArcGIS
6 1 (1.14%) Drupal
6 1 (1.14%) IIS
6 1 (1.14%) nginx
6 1 (1.14%) OpenStack
Applications
1 1 (1.14%) Microsoft Excel
1 1 (1.14%) Microsoft Office
Cloud Services
1 29 (32.95%) Amazon AWS
2 13 (14.77%) Microsoft Azure
3 11 (12.50%) Cloud Computing
4 4 (4.55%) AWS CloudFormation
5 2 (2.27%) AWS Fargate
5 2 (2.27%) PaaS
6 1 (1.14%) Amazon EC2
6 1 (1.14%) Amazon S3
6 1 (1.14%) AWS Lambda
6 1 (1.14%) Google Cloud Platform
6 1 (1.14%) SaaS
6 1 (1.14%) Serverless
Communications & Networking
1 13 (14.77%) TCP/IP
2 12 (13.64%) Broadband
3 9 (10.23%) NetScaler
4 6 (6.82%) BGP
4 6 (6.82%) DHCP
4 6 (6.82%) DNS
4 6 (6.82%) Firewall
5 5 (5.68%) Cisco ASA
5 5 (5.68%) Cisco IOS
5 5 (5.68%) Cisco ISE
5 5 (5.68%) Cisco Nexus
5 5 (5.68%) F5 BIG-IP GTM
5 5 (5.68%) F5 BIG-IP LTM
5 5 (5.68%) MPLS
5 5 (5.68%) Network Security
5 5 (5.68%) OSPF
5 5 (5.68%) VPLS
5 5 (5.68%) VPN
5 5 (5.68%) WAN
5 5 (5.68%) WLAN
Database & Business Intelligence
1 28 (31.82%) MySQL
2 15 (17.05%) MongoDB
2 15 (17.05%) SQL Server
3 13 (14.77%) CouchDB
3 13 (14.77%) SQLite
4 4 (4.55%) PostgreSQL
5 2 (2.27%) NoSQL
5 2 (2.27%) Redis
6 1 (1.14%) Big Data
6 1 (1.14%) Data Warehouse
6 1 (1.14%) GIS
6 1 (1.14%) QGIS
6 1 (1.14%) TokuMX
Development Applications
1 24 (27.27%) Git (software)
2 7 (7.95%) GitLab
2 7 (7.95%) Grunt
2 7 (7.95%) gulp
3 6 (6.82%) Vagrant
4 5 (5.68%) Sonatype Nexus
5 3 (3.41%) Jenkins
5 3 (3.41%) Subversion
6 2 (2.27%) Atlassian Bamboo
7 1 (1.14%) IBM UrbanCode
7 1 (1.14%) JIRA
7 1 (1.14%) Mercurial
7 1 (1.14%) Octopus Deploy
7 1 (1.14%) TeamCity
7 1 (1.14%) Visual Studio
General
1 6 (6.82%) Retail
2 3 (3.41%) Finance
3 2 (2.27%) Manufacturing
4 1 (1.14%) Advertising
4 1 (1.14%) Automotive
4 1 (1.14%) Banking
4 1 (1.14%) Electronics
4 1 (1.14%) Front Office
4 1 (1.14%) Games
4 1 (1.14%) Investment Banking
4 1 (1.14%) Law
Job Titles
1 26 (29.55%) Developer
2 17 (19.32%) Software Engineer
3 14 (15.91%) DevOps Engineer
4 9 (10.23%) Linux Engineer
5 8 (9.09%) PHP Software Engineer
5 8 (9.09%) Python Developer
6 7 (7.95%) AWS Engineer
6 7 (7.95%) Front End Developer (Client-Side Developer)
7 5 (5.68%) Architect
7 5 (5.68%) Full Stack Developer
7 5 (5.68%) Infrastructure Security Specialist
7 5 (5.68%) Infrastructure Specialist
7 5 (5.68%) Network Infrastructure Specialist
7 5 (5.68%) Network Security Specialist
7 5 (5.68%) Python Engineer
7 5 (5.68%) Security Specialist
7 5 (5.68%) Senior Developer
7 5 (5.68%) Technical Architect
8 4 (4.55%) AWS Architect
8 4 (4.55%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 35 (39.77%) HTML
2 33 (37.50%) CSS
3 15 (17.05%) jQuery
4 9 (10.23%) Middleware
4 9 (10.23%) Node.js
5 8 (9.09%) AngularJS
6 7 (7.95%) LAMP
6 7 (7.95%) React
7 6 (6.82%) .NET
7 6 (6.82%) Doctrine
7 6 (6.82%) Vue.js
8 5 (5.68%) Django
8 5 (5.68%) Ruby on Rails
9 4 (4.55%) Qt
10 3 (3.41%) Natural Language Processing
11 2 (2.27%) CakePHP
11 2 (2.27%) HTML5
11 2 (2.27%) Laravel
11 2 (2.27%) OpenCV
11 2 (2.27%) RabbitMQ
Miscellaneous
1 27 (30.68%) Analytical Skills
2 7 (7.95%) User Experience
2 7 (7.95%) Video\Live Streaming
2 7 (7.95%) Virtual Team
3 6 (6.82%) Mobile App
3 6 (6.82%) Self-Motivation
4 5 (5.68%) Data Centre
5 4 (4.55%) Algorithms
6 3 (3.41%) Computer Science
6 3 (3.41%) Enterprise Software
7 2 (2.27%) e-Learning
7 2 (2.27%) Mainframe
7 2 (2.27%) Public Cloud
8 1 (1.14%) Analytical Mindset
8 1 (1.14%) Cloud Native
8 1 (1.14%) Fixed Income
8 1 (1.14%) Hybrid Cloud
8 1 (1.14%) Internet of Things
8 1 (1.14%) Private Cloud
8 1 (1.14%) Smart Home
Operating Systems
1 38 (43.18%) Linux
2 4 (4.55%) CentOS
2 4 (4.55%) Red Hat Enterprise Linux
3 3 (3.41%) Debian
3 3 (3.41%) Ubuntu
3 3 (3.41%) Windows
4 2 (2.27%) Unix
Processes & Methodologies
1 24 (27.27%) Agile Software Development
2 21 (23.86%) DevOps
3 20 (22.73%) Problem-Solving
4 19 (21.59%) Software Engineering
5 18 (20.45%) Line Management
6 15 (17.05%) Scrum
7 12 (13.64%) Workflow
8 9 (10.23%) Configuration Management
8 9 (10.23%) Decision-Making
8 9 (10.23%) Load Balancing
9 8 (9.09%) E-Commerce
9 8 (9.09%) Front End Development
10 7 (7.95%) Pair Programming
10 7 (7.95%) Time Management
10 7 (7.95%) Web Application Development
11 6 (6.82%) Commercial Awareness
11 6 (6.82%) Mobile Application Development
12 5 (5.68%) Deployment Automation
12 5 (5.68%) Multi-Factor Authentication
12 5 (5.68%) Two-Factor Authentication
Programming Languages
1 35 (39.77%) JavaScript
2 29 (32.95%) Ruby
3 26 (29.55%) Perl
4 24 (27.27%) Java
4 24 (27.27%) PHP
5 20 (22.73%) Bash Shell
6 16 (18.18%) R
7 14 (15.91%) C#
8 13 (14.77%) SQL
9 11 (12.50%) PowerShell
10 10 (11.36%) C++
11 9 (10.23%) C
12 7 (7.95%) PHP 7
13 5 (5.68%) Go
14 2 (2.27%) REXX
14 2 (2.27%) TypeScript
15 1 (1.14%) Embedded C
15 1 (1.14%) Embedded C++
15 1 (1.14%) Fortran
15 1 (1.14%) MATLAB
Qualifications
1 17 (19.32%) Degree
2 5 (5.68%) CCIE
2 5 (5.68%) CCNP
2 5 (5.68%) Cisco Certification
3 3 (3.41%) CCIE Security
4 2 (2.27%) Computer Science Degree
4 2 (2.27%) PhD
5 1 (1.14%) Numerate Degree
5 1 (1.14%) SC Cleared
5 1 (1.14%) Security Cleared
Quality Assurance & Compliance
1 10 (11.36%) Disclosure Scotland
2 6 (6.82%) QA
3 1 (1.14%) Data Quality
System Software
1 17 (19.32%) VMware Infrastructure
2 13 (14.77%) Docker
3 6 (6.82%) VMware ESXi
4 5 (5.68%) XenApp
4 5 (5.68%) XenDesktop
5 2 (2.27%) Hyper-V
5 2 (2.27%) VMware Server
6 1 (1.14%) Firmware
6 1 (1.14%) Gluster
6 1 (1.14%) KVM
6 1 (1.14%) LXC
6 1 (1.14%) NFS
6 1 (1.14%) VirtualBox
Systems Management
1 16 (18.18%) Puppet
2 13 (14.77%) Ansible
3 12 (13.64%) Terraform
4 8 (9.09%) Kubernetes
5 6 (6.82%) Opscode Chef
6 2 (2.27%) Docker Swarm
6 2 (2.27%) HAProxy
6 2 (2.27%) Icinga
7 1 (1.14%) cPanel
7 1 (1.14%) Graphite
7 1 (1.14%) Graylog
7 1 (1.14%) logstash
7 1 (1.14%) Nagios
7 1 (1.14%) Opsview
7 1 (1.14%) Salt
7 1 (1.14%) ZABBIX
Vendors
1 20 (22.73%) VMware
2 9 (10.23%) Citrix
3 7 (7.95%) Cisco
3 7 (7.95%) Red Hat
3 7 (7.95%) Zend
4 6 (6.82%) Google
4 6 (6.82%) Percona
5 5 (5.68%) Blue Coat
5 5 (5.68%) CheckPoint
5 5 (5.68%) EMC
5 5 (5.68%) F5
5 5 (5.68%) HP
5 5 (5.68%) Imperva
5 5 (5.68%) Infoblox
5 5 (5.68%) Juniper
5 5 (5.68%) NetApp
5 5 (5.68%) Zscaler
6 3 (3.41%) Microsoft
6 3 (3.41%) Tableau
6 3 (3.41%) Twitter