Period
to 20 July 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 20 July 2018 with a comparison to the same period in the previous 2 years.

Python
Yorkshire > North Yorkshire
6 months to
20 Jul 2018
Same period 2017 Same period 2016
Rank 42 54 59
Rank change year-on-year +12 +5 +8
Permanent jobs citing Python 77 71 70
As % of all permanent IT jobs advertised in North Yorkshire 5.76% 4.77% 4.18%
As % of the Programming Languages category 10.32% 7.60% 7.68%
Number of salaries quoted 55 46 63
North Yorkshire median annual salary £41,000 £45,000 £45,000
Median salary % change year-on-year -8.89% - +26.76%
10th Percentile £28,250 £30,750 £33,000
90th Percentile £58,000 £57,500 £52,000
Yorkshire median annual salary £50,000 £50,001 £42,500
% change year-on-year 0.00% +17.65% +6.25%

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 746 934 911
As % of all permanent IT jobs advertised in North Yorkshire 55.84% 62.77% 54.36%
Number of salaries quoted 657 805 767
North Yorkshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £27,500 £26,250
90th Percentile £53,750 £55,000 £52,500
Yorkshire median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +2.56%

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 20 July 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 20 July 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 -3 52 £42,500 -5.56% 8
Selby - 10 £32,500 - 1
Harrogate +4 5 £44,000 -20.00% 2
Skipton -11 5 £30,000 -25.00% 3
Middlesbrough - 1 £35,000 - 2
Python
Yorkshire

For the 6 months to 20 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 North Yorkshire region with a requirement for Python.

1 42 (54.55%) Linux
2 32 (41.56%) JavaScript
2 32 (41.56%) Perl
3 31 (40.26%) HTML
3 31 (40.26%) Ruby
4 30 (38.96%) CSS
5 28 (36.36%) Amazon AWS
6 26 (33.77%) Java
7 25 (32.47%) Git (software)
8 22 (28.57%) Bash Shell
8 22 (28.57%) Line Management
9 21 (27.27%) Analytical Skills
10 20 (25.97%) Ansible
10 20 (25.97%) Tomcat
10 20 (25.97%) Agile Software Development
11 19 (24.68%) SQL
12 17 (22.08%) MySQL
12 17 (22.08%) Degree
12 17 (22.08%) Scrum
12 17 (22.08%) VMware
12 17 (22.08%) Puppet
12 17 (22.08%) Problem-Solving
13 16 (20.78%) R
13 16 (20.78%) Workflow
13 16 (20.78%) Load Balancing
13 16 (20.78%) Software Engineering
13 16 (20.78%) C++
13 16 (20.78%) Broadband
13 16 (20.78%) TCP/IP
14 14 (18.18%) Cloud Computing

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 20 (25.97%) Tomcat
2 8 (10.39%) JBoss
3 6 (7.79%) Apache
3 6 (7.79%) Elasticsearch
3 6 (7.79%) Jetty
4 5 (6.49%) WebLogic
5 2 (2.60%) SAS
6 1 (1.30%) CMS
6 1 (1.30%) Drupal
6 1 (1.30%) IIS
6 1 (1.30%) WordPress
Applications
1 2 (2.60%) Weka
2 1 (1.30%) Microsoft Excel
2 1 (1.30%) Microsoft Office
Cloud Services
1 28 (36.36%) Amazon AWS
2 14 (18.18%) Cloud Computing
3 10 (12.99%) Microsoft Azure
4 3 (3.90%) AWS CloudFormation
5 1 (1.30%) AWS Fargate
Communications & Networking
1 16 (20.78%) Broadband
1 16 (20.78%) TCP/IP
2 12 (15.58%) NetScaler
3 9 (11.69%) Internet
4 6 (7.79%) Firewall
4 6 (7.79%) Network Security
5 4 (5.19%) BGP
5 4 (5.19%) Cisco ASA
5 4 (5.19%) Cisco IOS
5 4 (5.19%) Cisco ISE
5 4 (5.19%) Cisco Nexus
5 4 (5.19%) DNS
5 4 (5.19%) F5 BIG-IP GTM
5 4 (5.19%) F5 BIG-IP LTM
5 4 (5.19%) MPLS
5 4 (5.19%) NX-OS
5 4 (5.19%) OSPF
5 4 (5.19%) VPLS
5 4 (5.19%) VPN
5 4 (5.19%) WLAN
Database & Business Intelligence
1 17 (22.08%) MySQL
2 13 (16.88%) MongoDB
3 11 (14.29%) SQL Server
4 10 (12.99%) CouchDB
4 10 (12.99%) SQLite
5 8 (10.39%) PostgreSQL
6 2 (2.60%) KNIME
7 1 (1.30%) Big Data
7 1 (1.30%) NoSQL
7 1 (1.30%) Redis
Development Applications
1 25 (32.47%) Git (software)
2 10 (12.99%) GitLab
3 7 (9.09%) Grunt
3 7 (9.09%) gulp
4 6 (7.79%) Vagrant
5 4 (5.19%) Sonatype Nexus
6 1 (1.30%) Atlassian Bamboo
6 1 (1.30%) Jenkins
6 1 (1.30%) Subversion
6 1 (1.30%) Visual Studio
General
1 6 (7.79%) Retail
2 1 (1.30%) Automotive
2 1 (1.30%) Electronics
2 1 (1.30%) Finance
2 1 (1.30%) Manufacturing
Job Titles
1 30 (38.96%) Developer
2 11 (14.29%) Software Engineer
3 10 (12.99%) DevOps Engineer
3 10 (12.99%) Linux Engineer
3 10 (12.99%) Python Developer
4 7 (9.09%) Front End Developer (Client-Side Developer)
4 7 (9.09%) PHP Software Engineer
5 5 (6.49%) AWS Engineer
5 5 (6.49%) Full Stack Developer
6 4 (5.19%) Architect
6 4 (5.19%) Backend Developer
6 4 (5.19%) Infrastructure Security Specialist
6 4 (5.19%) Infrastructure Specialist
6 4 (5.19%) Network Infrastructure Specialist
6 4 (5.19%) Network Security Specialist
6 4 (5.19%) Security Specialist
6 4 (5.19%) Senior Developer
6 4 (5.19%) Senior Python Developer
6 4 (5.19%) Software Developer
6 4 (5.19%) Technical Architect
Libraries, Frameworks & Software Standards
1 31 (40.26%) HTML
2 30 (38.96%) CSS
3 10 (12.99%) AngularJS
3 10 (12.99%) jQuery
4 9 (11.69%) Ruby on Rails
5 8 (10.39%) Middleware
5 8 (10.39%) Node.js
6 7 (9.09%) LAMP
6 7 (9.09%) Vue.js
7 6 (7.79%) Doctrine
7 6 (7.79%) Qt
8 5 (6.49%) React
9 4 (5.19%) .NET
10 2 (2.60%) Django
10 2 (2.60%) OpenCV
10 2 (2.60%) TensorFlow
10 2 (2.60%) XML
11 1 (1.30%) HTML5
11 1 (1.30%) JSON
11 1 (1.30%) RabbitMQ
Miscellaneous
1 21 (27.27%) Analytical Skills
2 8 (10.39%) Self-Motivation
3 7 (9.09%) User Experience
3 7 (9.09%) Virtual Team
4 6 (7.79%) Mobile App
5 4 (5.19%) Video\Live Streaming
6 3 (3.90%) Embedded Systems
6 3 (3.90%) Enterprise Software
7 2 (2.60%) Algorithms
7 2 (2.60%) CUDA
7 2 (2.60%) Robotics
8 1 (1.30%) Cloud Native
8 1 (1.30%) e-Learning
8 1 (1.30%) Internet of Things
8 1 (1.30%) Mainframe
8 1 (1.30%) Public Cloud
8 1 (1.30%) Smart Home
Operating Systems
1 42 (54.55%) Linux
2 8 (10.39%) Red Hat Enterprise Linux
3 3 (3.90%) Debian
3 3 (3.90%) Unix
4 2 (2.60%) AIX
4 2 (2.60%) HPUX
4 2 (2.60%) Solaris
5 1 (1.30%) CentOS
5 1 (1.30%) Ubuntu
5 1 (1.30%) Windows
Processes & Methodologies
1 22 (28.57%) Line Management
2 20 (25.97%) Agile Software Development
3 17 (22.08%) Problem-Solving
3 17 (22.08%) Scrum
4 16 (20.78%) Load Balancing
4 16 (20.78%) Software Engineering
4 16 (20.78%) Workflow
5 14 (18.18%) DevOps
6 10 (12.99%) Configuration Management
7 9 (11.69%) Continuous Integration
7 9 (11.69%) Deployment Automation
7 9 (11.69%) Microservices
8 7 (9.09%) Front End Development
8 7 (9.09%) Pair Programming
8 7 (9.09%) Time Management
8 7 (9.09%) Web Application Development
9 6 (7.79%) Commercial Awareness
9 6 (7.79%) Decision-Making
9 6 (7.79%) E-Commerce
9 6 (7.79%) Mobile Application Development
Programming Languages
1 32 (41.56%) JavaScript
1 32 (41.56%) Perl
2 31 (40.26%) Ruby
3 26 (33.77%) Java
4 22 (28.57%) Bash Shell
5 19 (24.68%) SQL
6 16 (20.78%) C++
6 16 (20.78%) R
7 13 (16.88%) C
7 13 (16.88%) PHP
8 11 (14.29%) C#
9 9 (11.69%) Go
10 6 (7.79%) PowerShell
11 4 (5.19%) PHP 7
12 3 (3.90%) Pascal
12 3 (3.90%) VB.NET
13 1 (1.30%) Embedded C
13 1 (1.30%) Embedded C++
13 1 (1.30%) Groovy
13 1 (1.30%) REXX
Qualifications
1 17 (22.08%) Degree
2 4 (5.19%) CCIE
2 4 (5.19%) CCNP
2 4 (5.19%) Cisco Certification
3 2 (2.60%) CCIE Security
3 2 (2.60%) Master's Degree
3 2 (2.60%) PhD
4 1 (1.30%) SC Cleared
4 1 (1.30%) Security Cleared
Quality Assurance & Compliance
1 14 (18.18%) Disclosure Scotland
2 8 (10.39%) QA
3 2 (2.60%) SLA
System Software
1 13 (16.88%) Docker
2 12 (15.58%) VMware Infrastructure
3 6 (7.79%) VMware ESXi
4 4 (5.19%) XenApp
4 4 (5.19%) XenDesktop
5 1 (1.30%) Firmware
5 1 (1.30%) Hyper-V
5 1 (1.30%) KVM
5 1 (1.30%) VirtualBox
Systems Management
1 20 (25.97%) Ansible
2 17 (22.08%) Puppet
3 8 (10.39%) Terraform
4 7 (9.09%) Kubernetes
5 3 (3.90%) Opscode Chef
6 1 (1.30%) Docker Swarm
6 1 (1.30%) HAProxy
Vendors
1 17 (22.08%) VMware
2 12 (15.58%) Citrix
3 11 (14.29%) Red Hat
4 6 (7.79%) EMC
4 6 (7.79%) HP
4 6 (7.79%) NetApp
4 6 (7.79%) Percona
4 6 (7.79%) Zend
5 5 (6.49%) Microsoft
6 4 (5.19%) Blue Coat
6 4 (5.19%) CheckPoint
6 4 (5.19%) Cisco
6 4 (5.19%) F5
6 4 (5.19%) Google
6 4 (5.19%) Imperva
6 4 (5.19%) Infoblox
6 4 (5.19%) Juniper
6 4 (5.19%) Zscaler
7 3 (3.90%) Twitter
8 1 (1.30%) Progress