Period
to 15 December 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 15 December 2018 with a comparison to the same period in the previous 2 years.

Python
Yorkshire > North Yorkshire
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 43 36 94
Rank change year-on-year -7 +58 +7
Permanent jobs citing Python 71 68 25
As % of all permanent IT jobs advertised in North Yorkshire 5.70% 5.43% 1.62%
As % of the Programming Languages category 9.63% 9.01% 3.18%
Number of salaries quoted 57 47 21
North Yorkshire median annual salary £42,500 £52,500 £35,000
Median salary % change year-on-year -19.05% +50.00% -6.67%
10th Percentile £27,500 £35,000 £28,000
90th Percentile £69,000 £61,250 £58,750
Yorkshire median annual salary £45,000 £50,000 £42,500
% change year-on-year -10.00% +17.65% -

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 737 755 787
As % of all permanent IT jobs advertised in North Yorkshire 59.20% 60.26% 50.94%
Number of salaries quoted 620 605 655
North Yorkshire median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - +6.67%
10th Percentile £28,750 £26,750 £23,750
90th Percentile £57,500 £57,500 £51,250
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 15 December 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 15 December 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 -26 36 £42,500 -19.05% 4
Harrogate +3 7 £47,500 -13.64% 1
Skipton +1 6 £35,000 -12.50% 1
Middlesbrough 0 5 £37,500 -42.31% 1
Selby - 5 £32,500 -
Knaresborough - 1 £35,000 - 2
Python
Yorkshire

For the 6 months to 15 December 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 28 (39.44%) Linux
2 26 (36.62%) Amazon AWS
3 24 (33.80%) Perl
4 23 (32.39%) JavaScript
4 23 (32.39%) Ruby
5 20 (28.17%) Bash Shell
5 20 (28.17%) MySQL
6 19 (26.76%) Git (software)
7 18 (25.35%) Agile Software Development
7 18 (25.35%) HTML
7 18 (25.35%) DevOps
8 17 (23.94%) Analytical Skills
8 17 (23.94%) Java
8 17 (23.94%) CSS
8 17 (23.94%) VMware
9 14 (19.72%) VMware Infrastructure
10 13 (18.31%) Microsoft Azure
10 13 (18.31%) PHP
11 12 (16.90%) Software Engineering
12 11 (15.49%) Degree
12 11 (15.49%) R
12 11 (15.49%) Tomcat
12 11 (15.49%) TCP/IP
13 10 (14.08%) SQL
13 10 (14.08%) Node.js
13 10 (14.08%) Terraform
14 9 (12.68%) Docker
14 9 (12.68%) Machine Learning
14 9 (12.68%) High Availability
14 9 (12.68%) Puppet

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 11 (15.49%) Tomcat
2 6 (8.45%) Apache
3 5 (7.04%) Jetty
4 4 (5.63%) WebLogic
5 1 (1.41%) ArcGIS
5 1 (1.41%) CMS
5 1 (1.41%) Confluence
5 1 (1.41%) IIS
5 1 (1.41%) nginx
5 1 (1.41%) OpenStack
5 1 (1.41%) SAS
5 1 (1.41%) WordPress
Cloud Services
1 26 (36.62%) Amazon AWS
2 13 (18.31%) Microsoft Azure
3 7 (9.86%) Cloud Computing
4 4 (5.63%) AWS CloudFormation
5 2 (2.82%) Amazon EC2
5 2 (2.82%) AWS Fargate
5 2 (2.82%) IBM Cloud
5 2 (2.82%) PaaS
6 1 (1.41%) Amazon S3
6 1 (1.41%) AWS Lambda
6 1 (1.41%) Google Cloud Platform
6 1 (1.41%) SaaS
6 1 (1.41%) Serverless
Communications & Networking
1 11 (15.49%) TCP/IP
2 6 (8.45%) Broadband
3 4 (5.63%) BGP
3 4 (5.63%) DHCP
3 4 (5.63%) DNS
3 4 (5.63%) Firewall
3 4 (5.63%) HTTP
4 3 (4.23%) Cisco ASA
4 3 (4.23%) Cisco IOS
4 3 (4.23%) Cisco ISE
4 3 (4.23%) Cisco Nexus
4 3 (4.23%) Internet
4 3 (4.23%) MPLS
4 3 (4.23%) NetScaler
4 3 (4.23%) Network Security
4 3 (4.23%) OSPF
4 3 (4.23%) VPLS
4 3 (4.23%) VPN
4 3 (4.23%) WAN
4 3 (4.23%) WLAN
Database & Business Intelligence
1 20 (28.17%) MySQL
2 8 (11.27%) MongoDB
3 6 (8.45%) SQL Server
4 5 (7.04%) CouchDB
4 5 (7.04%) SQLite
5 3 (4.23%) Big Data
5 3 (4.23%) NoSQL
6 1 (1.41%) Amazon RDS
6 1 (1.41%) Couchbase
6 1 (1.41%) Data Warehouse
6 1 (1.41%) GIS
6 1 (1.41%) Hadoop
6 1 (1.41%) Oracle Database
6 1 (1.41%) Oracle Database 11g
6 1 (1.41%) Oracle Database 12c
6 1 (1.41%) Oracle Exadata
6 1 (1.41%) QGIS
6 1 (1.41%) Redis
6 1 (1.41%) Relational Database
6 1 (1.41%) TokuMX
Development Applications
1 19 (26.76%) Git (software)
2 6 (8.45%) Grunt
2 6 (8.45%) gulp
3 5 (7.04%) TeamCity
4 4 (5.63%) Eclipse
4 4 (5.63%) Gradle
4 4 (5.63%) IntelliJ
4 4 (5.63%) Jenkins
4 4 (5.63%) JUnit
4 4 (5.63%) Maven
5 3 (4.23%) Sonatype Nexus
5 3 (4.23%) Subversion
6 2 (2.82%) Atlassian Bamboo
6 2 (2.82%) GitLab
6 2 (2.82%) JIRA
7 1 (1.41%) Bitbucket
7 1 (1.41%) IBM UrbanCode
7 1 (1.41%) Mercurial
7 1 (1.41%) Octopus Deploy
7 1 (1.41%) Vagrant
General
1 6 (8.45%) Finance
1 6 (8.45%) Retail
2 1 (1.41%) Advertising
2 1 (1.41%) Banking
2 1 (1.41%) Electronics
2 1 (1.41%) Front Office
2 1 (1.41%) Games
2 1 (1.41%) Investment Banking
2 1 (1.41%) Law
2 1 (1.41%) Manufacturing
Job Titles
1 20 (28.17%) Developer
2 12 (16.90%) Software Engineer
3 10 (14.08%) DevOps Engineer
4 9 (12.68%) Linux Engineer
5 7 (9.86%) AWS Engineer
5 7 (9.86%) Python Engineer
6 6 (8.45%) Front End Developer (Client-Side Developer)
7 5 (7.04%) Cloud Engineer
7 5 (7.04%) Python Developer
8 4 (5.63%) Architect
8 4 (5.63%) AWS Architect
8 4 (5.63%) Java Developer
8 4 (5.63%) Technical Architect
9 3 (4.23%) Administrator
9 3 (4.23%) Infrastructure Specialist
9 3 (4.23%) Linux Support
9 3 (4.23%) Network Infrastructure Specialist
9 3 (4.23%) Network Security Specialist
9 3 (4.23%) Security Specialist
9 3 (4.23%) Senior Developer
Libraries, Frameworks & Software Standards
1 18 (25.35%) HTML
2 17 (23.94%) CSS
3 10 (14.08%) Node.js
4 8 (11.27%) .NET
4 8 (11.27%) Middleware
5 7 (9.86%) AngularJS
5 7 (9.86%) jQuery
6 6 (8.45%) LAMP
6 6 (8.45%) React
6 6 (8.45%) RESTful
7 4 (5.63%) OpenCV
8 3 (4.23%) Django
8 3 (4.23%) Natural Language Processing
9 2 (2.82%) Angular 2
9 2 (2.82%) Caffe
9 2 (2.82%) CakePHP
9 2 (2.82%) Laravel
9 2 (2.82%) TensorFlow
10 1 (1.41%) LEMP Stack
10 1 (1.41%) Vue.js
Miscellaneous
1 17 (23.94%) Analytical Skills
2 7 (9.86%) Algorithms
2 7 (9.86%) Video\Live Streaming
3 6 (8.45%) User Experience
3 6 (8.45%) Virtual Team
4 5 (7.04%) Data Centre
5 3 (4.23%) Enterprise Software
6 2 (2.82%) Analytical Mindset
6 2 (2.82%) Mainframe
6 2 (2.82%) Public Cloud
7 1 (1.41%) Acoustics
7 1 (1.41%) Arduino
7 1 (1.41%) Cloud Native
7 1 (1.41%) Credit Risk
7 1 (1.41%) e-Learning
7 1 (1.41%) Fixed Income
7 1 (1.41%) Hybrid Cloud
7 1 (1.41%) Private Cloud
7 1 (1.41%) Self-Motivation
7 1 (1.41%) Social Media
Operating Systems
1 28 (39.44%) Linux
2 4 (5.63%) CentOS
2 4 (5.63%) Debian
3 3 (4.23%) Ubuntu
3 3 (4.23%) Windows
4 2 (2.82%) Unix
5 1 (1.41%) AIX
5 1 (1.41%) Embedded Linux
5 1 (1.41%) Red Hat Enterprise Linux
Processes & Methodologies
1 18 (25.35%) Agile Software Development
1 18 (25.35%) DevOps
2 12 (16.90%) Software Engineering
3 9 (12.68%) High Availability
3 9 (12.68%) Machine Learning
4 8 (11.27%) E-Commerce
4 8 (11.27%) Problem-Solving
4 8 (11.27%) Scrum
5 7 (9.86%) Computer Science
5 7 (9.86%) Front End Development
6 6 (8.45%) Line Management
6 6 (8.45%) Pair Programming
6 6 (8.45%) Time Management
6 6 (8.45%) Web Application Development
6 6 (8.45%) Workflow
7 5 (7.04%) Load Balancing
7 5 (7.04%) Performance Tuning
8 4 (5.63%) Electronic Trading
8 4 (5.63%) Multithreading
8 4 (5.63%) Physics
Programming Languages
1 24 (33.80%) Perl
2 23 (32.39%) JavaScript
2 23 (32.39%) Ruby
3 20 (28.17%) Bash Shell
4 17 (23.94%) Java
5 13 (18.31%) PHP
6 11 (15.49%) R
7 10 (14.08%) SQL
8 9 (12.68%) C#
8 9 (12.68%) PowerShell
9 6 (8.45%) C++
10 5 (7.04%) PHP 7
11 3 (4.23%) C
11 3 (4.23%) MATLAB
12 2 (2.82%) REXX
12 2 (2.82%) TypeScript
13 1 (1.41%) Embedded C
13 1 (1.41%) Fortran
13 1 (1.41%) Shell Script
13 1 (1.41%) VBA
Qualifications
1 11 (15.49%) Degree
2 6 (8.45%) Computer Science Degree
3 3 (4.23%) CCIE
3 3 (4.23%) CCNP
3 3 (4.23%) Cisco Certification
4 2 (2.82%) PhD
5 1 (1.41%) CCIE Security
5 1 (1.41%) Numerate Degree
Quality Assurance & Compliance
1 6 (8.45%) Disclosure Scotland
2 1 (1.41%) Data Quality
2 1 (1.41%) QA
System Software
1 14 (19.72%) VMware Infrastructure
2 9 (12.68%) Docker
3 6 (8.45%) VMware ESXi
4 3 (4.23%) XenApp
4 3 (4.23%) XenDesktop
5 2 (2.82%) Hyper-V
5 2 (2.82%) VMware Server
6 1 (1.41%) Firmware
6 1 (1.41%) Gluster
6 1 (1.41%) KVM
6 1 (1.41%) LXC
6 1 (1.41%) NFS
6 1 (1.41%) Oracle RAC
Systems Management
1 10 (14.08%) Terraform
2 9 (12.68%) Puppet
3 8 (11.27%) Kubernetes
4 6 (8.45%) Opscode Chef
5 4 (5.63%) Ansible
6 2 (2.82%) Docker Swarm
6 2 (2.82%) HAProxy
6 2 (2.82%) Icinga
7 1 (1.41%) cPanel
7 1 (1.41%) Data Guard
7 1 (1.41%) Enterprise Manager Cloud Control
7 1 (1.41%) Graphite
7 1 (1.41%) Graylog
7 1 (1.41%) logstash
7 1 (1.41%) Nagios
7 1 (1.41%) Opsview
7 1 (1.41%) Oracle Enterprise Manager
7 1 (1.41%) Oracle RMAN
7 1 (1.41%) Salt
7 1 (1.41%) ZABBIX
Vendors
1 17 (23.94%) VMware
2 6 (8.45%) Percona
3 5 (7.04%) Cisco
3 5 (7.04%) EMC
3 5 (7.04%) HP
3 5 (7.04%) NetApp
4 4 (5.63%) Google
5 3 (4.23%) Blue Coat
5 3 (4.23%) CheckPoint
5 3 (4.23%) Citrix
5 3 (4.23%) F5
5 3 (4.23%) Imperva
5 3 (4.23%) Infoblox
5 3 (4.23%) Juniper
5 3 (4.23%) Red Hat
5 3 (4.23%) Tableau
5 3 (4.23%) Zscaler
6 2 (2.82%) IBM
6 2 (2.82%) Microsoft
7 1 (1.41%) Sun