Period
to 20 November 2018

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

Python
England > Yorkshire
6 months to
20 Nov 2018
Same period 2017 Same period 2016
Rank 33 42 61
Rank change year-on-year +9 +19 +22
Permanent jobs citing Python 600 535 468
As % of all permanent IT jobs advertised in Yorkshire 7.12% 5.45% 4.24%
As % of the Programming Languages category 13.35% 10.47% 8.41%
Number of salaries quoted 491 438 409
Yorkshire median annual salary £45,000 £50,000 £40,000
Median salary % change year-on-year -10.00% +25.00% -5.88%
10th Percentile £31,250 £32,425 £29,750
90th Percentile £72,500 £61,250 £62,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

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 Yorkshire with a requirement for coding skills.

All Programming Languages
Yorkshire
Permanent vacancies with a requirement for coding skills 4,495 5,112 5,563
As % of all permanent IT jobs advertised in Yorkshire 53.33% 52.05% 50.45%
Number of salaries quoted 3,769 4,416 4,846
Yorkshire median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% -
10th Percentile £27,750 £26,750 £26,250
90th Percentile £59,600 £60,000 £57,500
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

Python
Job Vacancy Trend in Yorkshire

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

Job vacancy trend for Python in Yorkshire

Python
Salary Trend in Yorkshire

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

Salary trend for Python in Yorkshire

Python
Salary Histogram in Yorkshire

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

Salary histogram for Python in Yorkshire

Python
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the Yorkshire region over the 6 months to 20 November 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
West Yorkshire +13 436 £47,750 -4.50% 56
North Yorkshire -1 84 £42,500 -17.07% 13
South Yorkshire -5 70 £47,500 +5.56% 13
East Yorkshire +9 2 £50,000 +25.00% 1
Python
England

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 Yorkshire region with a requirement for Python.

1 291 (48.50%) Agile Software Development
2 233 (38.83%) Linux
3 223 (37.17%) DevOps
4 218 (36.33%) Java
5 191 (31.83%) C#
6 185 (30.83%) Ruby
7 182 (30.33%) SQL
8 180 (30.00%) Amazon AWS
9 164 (27.33%) Bash Shell
10 141 (23.50%) Ansible
11 140 (23.33%) Puppet
12 137 (22.83%) Jenkins
13 133 (22.17%) Microsoft Azure
14 125 (20.83%) PHP
15 119 (19.83%) Git (software)
16 116 (19.33%) Test Automation
17 115 (19.17%) Software Engineering
18 114 (19.00%) Continuous Integration
19 113 (18.83%) JavaScript
20 106 (17.67%) Finance
21 105 (17.50%) Docker
22 102 (17.00%) Perl
23 98 (16.33%) Configuration Management
24 97 (16.17%) .NET
25 91 (15.17%) Unix
26 89 (14.83%) NoSQL
27 87 (14.50%) C++
28 84 (14.00%) TDD
29 80 (13.33%) Google
30 78 (13.00%) Analytical Skills

Python
Co-occurring IT Skills in 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 44 (7.33%) Apache
2 35 (5.83%) Tomcat
3 30 (5.00%) Elasticsearch
4 28 (4.67%) nginx
5 26 (4.33%) CloudStack
6 24 (4.00%) Apache Spark
7 21 (3.50%) OpenStack
8 19 (3.17%) JBoss
8 19 (3.17%) SAS
9 16 (2.67%) WebLogic
10 12 (2.00%) MS Exchange
10 12 (2.00%) WebSphere
11 7 (1.17%) Oracle SOA Suite
12 6 (1.00%) BizTalk Server
12 6 (1.00%) Confluence
13 5 (0.83%) CMS
13 5 (0.83%) IIS
13 5 (0.83%) Jetty
14 4 (0.67%) Apache Pig
14 4 (0.67%) Cloud Foundry
Applications
1 13 (2.17%) Microsoft Excel
2 7 (1.17%) Microsoft PowerPoint
3 1 (0.17%) Abaqus
3 1 (0.17%) GIMP
3 1 (0.17%) Microsoft Office
3 1 (0.17%) MS Visio
3 1 (0.17%) Photoshop
3 1 (0.17%) Weka
Cloud Services
1 180 (30.00%) Amazon AWS
2 133 (22.17%) Microsoft Azure
3 44 (7.33%) Google Cloud Platform
4 23 (3.83%) AWS CloudFormation
5 22 (3.67%) PaaS
6 20 (3.33%) IaaS
7 18 (3.00%) Cloud Computing
7 18 (3.00%) SaaS
8 12 (2.00%) G Suite
8 12 (2.00%) Office 365
9 8 (1.33%) OpenShift
10 6 (1.00%) AWS Lambda
10 6 (1.00%) Serverless
11 5 (0.83%) Amazon Kinesis
11 5 (0.83%) GitHub
11 5 (0.83%) Google Analytics
11 5 (0.83%) Google Tag Manager
12 4 (0.67%) Amazon SageMaker
13 3 (0.50%) Amazon EC2
13 3 (0.50%) AWS Fargate
Communications & Networking
1 27 (4.50%) HTTP
2 17 (2.83%) Firewall
3 14 (2.33%) Broadband
4 13 (2.17%) TCP/IP
5 12 (2.00%) Asterisk PBX
5 12 (2.00%) VoIP
6 10 (1.67%) BGP
7 9 (1.50%) Cisco ASA
7 9 (1.50%) Cisco ISE
7 9 (1.50%) Cisco Nexus
7 9 (1.50%) F5 BIG-IP GTM
7 9 (1.50%) F5 BIG-IP LTM
7 9 (1.50%) OSPF
7 9 (1.50%) SAN
8 8 (1.33%) Internet
8 8 (1.33%) WAN
9 6 (1.00%) DHCP
9 6 (1.00%) DNS
9 6 (1.00%) NetScaler
9 6 (1.00%) Network Security
Database & Business Intelligence
1 89 (14.83%) NoSQL
2 56 (9.33%) MySQL
3 46 (7.67%) MongoDB
4 43 (7.17%) Redis
5 38 (6.33%) PostgreSQL
6 34 (5.67%) Hadoop
7 28 (4.67%) SQL Server
8 24 (4.00%) Big Data
9 19 (3.17%) CouchDB
10 17 (2.83%) Relational Database
11 15 (2.50%) Oracle Database
12 14 (2.33%) Data Warehouse
12 14 (2.33%) GIS
12 14 (2.33%) Riak
13 11 (1.83%) Apache Cassandra
14 10 (1.67%) Apache Hive
15 8 (1.33%) SQLite
16 7 (1.17%) Power BI
16 7 (1.17%) RDBMS
17 6 (1.00%) Amazon Redshift
Development Applications
1 137 (22.83%) Jenkins
2 119 (19.83%) Git (software)
3 59 (9.83%) Selenium
4 44 (7.33%) JIRA
5 42 (7.00%) Subversion
6 38 (6.33%) Atlassian Bamboo
7 29 (4.83%) Cucumber
8 26 (4.33%) Mercurial
9 24 (4.00%) Maven
10 19 (3.17%) JMeter
10 19 (3.17%) SoapUI
10 19 (3.17%) WebDriver
11 18 (3.00%) Appium
11 18 (3.00%) Sonatype Nexus
11 18 (3.00%) TeamCity
12 17 (2.83%) GitLab
13 16 (2.67%) Vagrant
14 12 (2.00%) Redmine
14 12 (2.00%) Trac
15 11 (1.83%) Bitbucket
General
1 106 (17.67%) Finance
2 67 (11.17%) Retail
3 28 (4.67%) Marketing
4 17 (2.83%) Telecoms
5 9 (1.50%) Games
6 7 (1.17%) Electronics
6 7 (1.17%) Manufacturing
7 5 (0.83%) Financial Institution
8 3 (0.50%) Advertising
8 3 (0.50%) Back Office
8 3 (0.50%) Banking
8 3 (0.50%) Law
9 1 (0.17%) Front Office
9 1 (0.17%) Investment Banking
9 1 (0.17%) Legal
9 1 (0.17%) Publishing
Job Titles
1 183 (30.50%) Developer
2 102 (17.00%) DevOps Engineer
3 58 (9.67%) Python Developer
4 57 (9.50%) Linux Engineer
5 51 (8.50%) AWS Engineer
6 47 (7.83%) Platform Engineer
7 46 (7.67%) Linux/Unix DevOps
8 45 (7.50%) Analyst
9 41 (6.83%) AWS DevOps
9 41 (6.83%) Software Engineer
10 40 (6.67%) AWS DevOps Engineer
11 38 (6.33%) Senior Developer
12 37 (6.17%) Linux DevOps Engineer
13 36 (6.00%) Software Developer
14 34 (5.67%) Administrator
15 33 (5.50%) Cloud Engineer
16 32 (5.33%) Automation Engineer
16 32 (5.33%) Linux Systems Administrator
16 32 (5.33%) QA Automation Engineer
16 32 (5.33%) QA Engineer
Libraries, Frameworks & Software Standards
1 97 (16.17%) .NET
2 59 (9.83%) HTML
3 58 (9.67%) Node.js
4 55 (9.17%) CSS
5 45 (7.50%) ASP.NET
6 44 (7.33%) ASP.NET MVC
7 35 (5.83%) Web Services
8 31 (5.17%) AngularJS
9 29 (4.83%) RabbitMQ
10 28 (4.67%) React
11 27 (4.50%) Middleware
12 22 (3.67%) Django
12 22 (3.67%) jQuery
13 18 (3.00%) HTML5
14 15 (2.50%) .NET Core
14 15 (2.50%) Gherkin
15 12 (2.00%) Elastic Stack
16 11 (1.83%) Kafka
16 11 (1.83%) LAMP
16 11 (1.83%) RESTful
Miscellaneous
1 78 (13.00%) Analytical Skills
2 55 (9.17%) Public Cloud
3 52 (8.67%) Self-Motivation
4 31 (5.17%) Data Centre
5 23 (3.83%) Greenfield Project
6 21 (3.50%) Computer Science
7 20 (3.33%) User Experience
8 16 (2.67%) Mobile App
9 12 (2.00%) Algorithms
10 10 (1.67%) Management Information System
10 10 (1.67%) Virtual Team
11 8 (1.33%) Enterprise Software
11 8 (1.33%) Fintech
11 8 (1.33%) Video\Live Streaming
12 7 (1.17%) Hybrid Cloud
13 6 (1.00%) EFT
13 6 (1.00%) Enterprise Storage
14 5 (0.83%) Credit Risk
14 5 (0.83%) e-Learning
15 4 (0.67%) Life Science
Operating Systems
1 233 (38.83%) Linux
2 91 (15.17%) Unix
3 43 (7.17%) Red Hat Enterprise Linux
4 41 (6.83%) CentOS
5 39 (6.50%) Windows
6 25 (4.17%) Ubuntu
7 18 (3.00%) Windows Server
8 14 (2.33%) SUSE
9 12 (2.00%) Windows 10
9 12 (2.00%) Windows 7
9 12 (2.00%) Windows 8
9 12 (2.00%) Windows Server 2012
9 12 (2.00%) Windows XP
10 8 (1.33%) Android
10 8 (1.33%) Apple iOS
11 7 (1.17%) Debian
12 2 (0.33%) Mac OS
12 2 (0.33%) Mac OS X
12 2 (0.33%) Windows Server 2003
12 2 (0.33%) Windows Server 2008
Processes & Methodologies
1 291 (48.50%) Agile Software Development
2 223 (37.17%) DevOps
3 116 (19.33%) Test Automation
4 115 (19.17%) Software Engineering
5 114 (19.00%) Continuous Integration
6 98 (16.33%) Configuration Management
7 84 (14.00%) TDD
8 68 (11.33%) Scrum
9 56 (9.33%) Open Source
9 56 (9.33%) Problem-Solving
10 54 (9.00%) Analytics
11 51 (8.50%) MVC
12 43 (7.17%) Continuous Delivery
12 43 (7.17%) Data Science
12 43 (7.17%) OO
13 38 (6.33%) DSDM
14 36 (6.00%) Deployment Automation
15 33 (5.50%) OOP
16 32 (5.33%) QA Automation
16 32 (5.33%) Software Testing
Programming Languages
1 218 (36.33%) Java
2 191 (31.83%) C#
3 185 (30.83%) Ruby
4 182 (30.33%) SQL
5 164 (27.33%) Bash Shell
6 125 (20.83%) PHP
7 113 (18.83%) JavaScript
8 102 (17.00%) Perl
9 87 (14.50%) C++
10 62 (10.33%) Shell Script
11 52 (8.67%) R
12 43 (7.17%) PowerShell
13 32 (5.33%) C
14 30 (5.00%) Go
15 23 (3.83%) Scala
16 15 (2.50%) Java 8
17 13 (2.17%) TypeScript
18 10 (1.67%) MATLAB
18 10 (1.67%) T-SQL
19 7 (1.17%) Java 9
Qualifications
1 51 (8.50%) Degree
2 19 (3.17%) Security Cleared
3 18 (3.00%) SC Cleared
4 16 (2.67%) RHCE
4 16 (2.67%) RHCSA
5 12 (2.00%) AWS Certification
6 8 (1.33%) ITIL Foundation Certificate
7 7 (1.17%) Computer Science Degree
8 6 (1.00%) Numerate Degree
9 5 (0.83%) CCIE
9 5 (0.83%) CCNP
9 5 (0.83%) Cisco Certification
9 5 (0.83%) PhD
10 3 (0.50%) CCIE Security
10 3 (0.50%) CISSP
11 2 (0.33%) CCA
11 2 (0.33%) CISMP
11 2 (0.33%) Master's Degree
12 1 (0.17%) OCA
12 1 (0.17%) Oracle Certification
Quality Assurance & Compliance
1 52 (8.67%) QA
2 10 (1.67%) Disclosure Scotland
3 8 (1.33%) Data Quality
4 5 (0.83%) GDPR
5 4 (0.67%) PMO
5 4 (0.67%) SLA
6 3 (0.50%) Sarbanes-Oxley
7 1 (0.17%) ISO/IEC 27001
7 1 (0.17%) JTAG
System Software
1 105 (17.50%) Docker
2 19 (3.17%) vSphere
3 18 (3.00%) VMware Infrastructure
4 16 (2.67%) Active Directory
5 13 (2.17%) Gluster
6 12 (2.00%) GlusterFS
6 12 (2.00%) pfSense
7 10 (1.67%) Xen
7 10 (1.67%) XenServer
8 8 (1.33%) LXC
9 7 (1.17%) HDFS
10 6 (1.00%) VMware ESXi
11 5 (0.83%) XenApp
11 5 (0.83%) XenDesktop
12 4 (0.67%) VMware NSX
13 2 (0.33%) Firmware
13 2 (0.33%) Hyper-V
13 2 (0.33%) Virtual Machines
13 2 (0.33%) VirtualBox
13 2 (0.33%) VMware Server
Systems Management
1 141 (23.50%) Ansible
2 140 (23.33%) Puppet
3 71 (11.83%) Opscode Chef
4 50 (8.33%) Kubernetes
4 50 (8.33%) Terraform
5 38 (6.33%) ZABBIX
6 35 (5.83%) Cobbler
7 23 (3.83%) Tivoli
8 17 (2.83%) Cacti
8 17 (2.83%) Munin
9 15 (2.50%) Nagios
9 15 (2.50%) Prometheus
9 15 (2.50%) Rancher
10 14 (2.33%) Docker Swarm
11 12 (2.00%) vRealize
12 8 (1.33%) Grafana
12 8 (1.33%) Xymon
13 6 (1.00%) Consul
13 6 (1.00%) Packer
13 6 (1.00%) Rundeck
Vendors
1 80 (13.33%) Google
2 59 (9.83%) Oracle
3 56 (9.33%) VMware
4 50 (8.33%) Red Hat
5 31 (5.17%) Microsoft
6 23 (3.83%) EnterpriseDB
7 20 (3.33%) Splunk
8 19 (3.17%) Tableau
9 17 (2.83%) EMC
10 16 (2.67%) Xamarin
11 11 (1.83%) Cisco
12 10 (1.67%) SaltStack
13 9 (1.50%) Blue Coat
13 9 (1.50%) CheckPoint
13 9 (1.50%) F5
13 9 (1.50%) HP
14 6 (1.00%) Atlassian
14 6 (1.00%) Citrix
14 6 (1.00%) Percona
14 6 (1.00%) Veritas