Period
to 19 July 2018

The following table provides summary statistics for permanent job vacancies advertised in West 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 19 July 2018 with a comparison to the same period in the previous 2 years.

Python
Yorkshire > West Yorkshire
6 months to
19 Jul 2018
Same period 2017 Same period 2016
Rank 28 50 53
Rank change year-on-year +22 +3 +61
Permanent jobs citing Python 483 377 390
As % of all permanent IT jobs advertised in West Yorkshire 7.43% 5.28% 4.71%
As % of the Programming Languages category 14.05% 9.90% 9.37%
Number of salaries quoted 439 308 304
West Yorkshire median annual salary £50,000 £50,000 £42,500
Median salary % change year-on-year - +17.65% -5.56%
10th Percentile £33,750 £32,500 £29,750
90th Percentile £71,250 £62,875 £62,500
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 West Yorkshire with a requirement for coding skills.

All Programming Languages
West Yorkshire
Permanent vacancies with a requirement for coding skills 3,437 3,807 4,162
As % of all permanent IT jobs advertised in West Yorkshire 52.84% 53.29% 50.29%
Number of salaries quoted 3,003 3,337 3,550
West Yorkshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -
10th Percentile £28,000 £27,500 £27,000
90th Percentile £61,250 £60,000 £58,050
Yorkshire median annual salary £42,500 £40,500 £40,000
% change year-on-year +4.94% +1.25% +3.90%

Python
Job Vacancy Trend in West Yorkshire

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

Job vacancy trend for Python in West Yorkshire

Python
Salary Trend in West Yorkshire

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

Salary trend for Python in West Yorkshire

Python
Salary Histogram in West Yorkshire

The salary distribution of IT jobs citing Python in West Yorkshire over the 6 months to 19 July 2018.

Salary histogram for Python in West Yorkshire

Python
Job Locations in West Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the West Yorkshire region over the 6 months to 19 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
Leeds +14 462 £50,000 -4.76% 58
Bradford +9 10 £41,500 +12.16% 1
Castleford -3 1 £85,000 -
Wakefield - 1 £25,000 - 1
Wetherby - 1 £32,500 -
Python
Yorkshire

For the 6 months to 19 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 West Yorkshire region with a requirement for Python.

1 286 (59.21%) Agile Software Development
2 215 (44.51%) Java
3 208 (43.06%) C#
4 182 (37.68%) DevOps
5 173 (35.82%) Linux
6 170 (35.20%) Ruby
7 161 (33.33%) Amazon AWS
8 130 (26.92%) SQL
9 125 (25.88%) Finance
10 124 (25.67%) PHP
11 119 (24.64%) Puppet
12 109 (22.57%) Configuration Management
13 105 (21.74%) Bash Shell
14 99 (20.50%) Microsoft Azure
14 99 (20.50%) Opscode Chef
15 97 (20.08%) Jenkins
16 93 (19.25%) Ansible
17 92 (19.05%) Test Automation
18 88 (18.22%) .NET
18 88 (18.22%) Continuous Integration
19 85 (17.60%) Retail
20 83 (17.18%) Google
21 82 (16.98%) Unix
22 77 (15.94%) TDD
23 72 (14.91%) C++
23 72 (14.91%) NoSQL
24 71 (14.70%) QA
25 69 (14.29%) Node.js
26 67 (13.87%) Git (software)
27 66 (13.66%) Docker

Python
Co-occurring IT Skills in West 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 30 (6.21%) Tomcat
2 27 (5.59%) CloudStack
2 27 (5.59%) OpenStack
3 22 (4.55%) Apache Spark
4 14 (2.90%) WebLogic
4 14 (2.90%) WebSphere
5 13 (2.69%) nginx
6 12 (2.48%) Elasticsearch
7 11 (2.28%) Apache
8 10 (2.07%) JBoss
9 7 (1.45%) SAS
10 4 (0.83%) Apache Pig
10 4 (0.83%) Apache Solr
11 3 (0.62%) Oracle SOA Suite
12 2 (0.41%) BizTalk Server
13 1 (0.21%) CMS
13 1 (0.21%) Joomla!
13 1 (0.21%) Tornado
13 1 (0.21%) WildFly
13 1 (0.21%) WordPress
Applications
1 8 (1.66%) Microsoft Excel
2 6 (1.24%) SPSS
3 1 (0.21%) Weka
Business Applications
1 4 (0.83%) Dynamics CRM
Cloud Services
1 161 (33.33%) Amazon AWS
2 99 (20.50%) Microsoft Azure
3 37 (7.66%) Google Cloud Platform
4 16 (3.31%) SaaS
5 12 (2.48%) AWS CloudFormation
6 9 (1.86%) Amazon EC2
7 8 (1.66%) AWS Elastic Beanstalk
7 8 (1.66%) Cloud Computing
7 8 (1.66%) IaaS
7 8 (1.66%) PaaS
8 7 (1.45%) G Suite
8 7 (1.45%) Office 365
8 7 (1.45%) Slack
9 6 (1.24%) Amazon S3
10 5 (1.04%) AWS Lambda
10 5 (1.04%) GitHub
10 5 (1.04%) Google Analytics
10 5 (1.04%) Google Tag Manager
10 5 (1.04%) Serverless
11 4 (0.83%) Amazon ELB
Communications & Networking
1 23 (4.76%) Firewall
2 11 (2.28%) HTTP
3 8 (1.66%) Internet
4 5 (1.04%) LAN
4 5 (1.04%) NAS
4 5 (1.04%) Network Security
4 5 (1.04%) SAN
4 5 (1.04%) TCP/IP
4 5 (1.04%) WAN
5 4 (0.83%) VPN
6 2 (0.41%) Reverse Proxy
6 2 (0.41%) Skype
6 2 (0.41%) SSL
7 1 (0.21%) Broadband
7 1 (0.21%) HTTPS
7 1 (0.21%) Kerberos
Database & Business Intelligence
1 72 (14.91%) NoSQL
2 39 (8.07%) MySQL
3 31 (6.42%) Redis
4 27 (5.59%) Big Data
5 25 (5.18%) Hadoop
6 24 (4.97%) MongoDB
7 21 (4.35%) SQL Server
8 20 (4.14%) PostgreSQL
9 16 (3.31%) Relational Database
10 13 (2.69%) Apache Hive
11 11 (2.28%) Riak
12 7 (1.45%) Azure SQL Database
13 6 (1.24%) Amazon RDS
13 6 (1.24%) BigQuery
13 6 (1.24%) HBase
14 4 (0.83%) Blockchain
14 4 (0.83%) SQL Server Integration Services
15 3 (0.62%) RDBMS
16 2 (0.41%) Amazon Redshift
16 2 (0.41%) Oracle Database
Development Applications
1 97 (20.08%) Jenkins
2 67 (13.87%) Git (software)
3 45 (9.32%) Selenium
4 28 (5.80%) JIRA
5 27 (5.59%) SoapUI
6 25 (5.18%) WebDriver
7 24 (4.97%) Maven
8 22 (4.55%) Atlassian Bamboo
9 21 (4.35%) Subversion
9 21 (4.35%) Vagrant
10 20 (4.14%) Cucumber
11 17 (3.52%) JMeter
12 16 (3.31%) Ranorex
13 11 (2.28%) Sonatype Nexus
14 10 (2.07%) Buildbot
14 10 (2.07%) TeamCity
15 9 (1.86%) Appium
15 9 (1.86%) Gatling
15 9 (1.86%) WATIR
15 9 (1.86%) WebLOAD
General
1 125 (25.88%) Finance
2 85 (17.60%) Retail
3 13 (2.69%) Marketing
4 11 (2.28%) Telecoms
5 7 (1.45%) Games
6 6 (1.24%) Financial Institution
7 4 (0.83%) Back Office
8 3 (0.62%) Legal
9 2 (0.41%) Manufacturing
Job Titles
1 164 (33.95%) Developer
2 94 (19.46%) DevOps Engineer
3 66 (13.66%) Python Developer
4 54 (11.18%) Platform Engineer
5 52 (10.77%) Senior Developer
6 39 (8.07%) Developer in Test
6 39 (8.07%) Software Engineer
7 37 (7.66%) AWS Engineer
8 35 (7.25%) AWS DevOps
8 35 (7.25%) AWS DevOps Engineer
8 35 (7.25%) Linux Engineer
9 33 (6.83%) Linux/Unix DevOps
10 26 (5.38%) Analyst
10 26 (5.38%) Java Developer
10 26 (5.38%) QA Automation Engineer
10 26 (5.38%) QA Engineer
11 25 (5.18%) Automation Engineer
12 24 (4.97%) Architect
12 24 (4.97%) Linux DevOps Engineer
12 24 (4.97%) Software Developer
Libraries, Frameworks & Software Standards
1 88 (18.22%) .NET
2 69 (14.29%) Node.js
3 40 (8.28%) ASP.NET
3 40 (8.28%) ASP.NET MVC
4 37 (7.66%) AngularJS
5 27 (5.59%) Web Services
6 23 (4.76%) Django
6 23 (4.76%) Spring
7 19 (3.93%) Hibernate
8 18 (3.73%) CSS
8 18 (3.73%) HTML
9 17 (3.52%) RabbitMQ
10 14 (2.90%) LAMP
11 10 (2.07%) HTML5
11 10 (2.07%) Kafka
12 9 (1.86%) Elastic Stack
12 9 (1.86%) Pylons
12 9 (1.86%) Pyramid
12 9 (1.86%) React
12 9 (1.86%) web2py
Miscellaneous
1 31 (6.42%) Analytical Skills
2 30 (6.21%) Public Cloud
3 29 (6.00%) Greenfield Project
4 26 (5.38%) Self-Motivation
5 13 (2.69%) User Experience
6 11 (2.28%) Algorithms
7 8 (1.66%) Computer Science
8 7 (1.45%) Management Information System
9 6 (1.24%) Device Driver
10 5 (1.04%) Credit Risk
10 5 (1.04%) Data Centre
10 5 (1.04%) Enterprise Software
10 5 (1.04%) Hybrid Cloud
11 4 (0.83%) Distributed Denial-of-Service
11 4 (0.83%) Photography
12 3 (0.62%) Client/Server
12 3 (0.62%) Mobile App
13 2 (0.41%) Clustering
13 2 (0.41%) Embedded Systems
13 2 (0.41%) Life Science
Operating Systems
1 173 (35.82%) Linux
2 82 (16.98%) Unix
3 25 (5.18%) Red Hat Enterprise Linux
4 23 (4.76%) CentOS
5 19 (3.93%) Windows
6 12 (2.48%) Debian
7 8 (1.66%) Ubuntu
8 5 (1.04%) AIX
8 5 (1.04%) HPUX
8 5 (1.04%) Solaris
9 3 (0.62%) Windows Server
10 2 (0.41%) Mac OS
10 2 (0.41%) Mac OS X
11 1 (0.21%) Android
Processes & Methodologies
1 286 (59.21%) Agile Software Development
2 182 (37.68%) DevOps
3 109 (22.57%) Configuration Management
4 92 (19.05%) Test Automation
5 88 (18.22%) Continuous Integration
6 77 (15.94%) TDD
7 65 (13.46%) Software Engineering
8 62 (12.84%) Open Source
9 61 (12.63%) Scrum
10 51 (10.56%) MVC
11 48 (9.94%) DSDM
12 44 (9.11%) Deployment Automation
13 43 (8.90%) OO
14 39 (8.07%) RUP
15 38 (7.87%) OOP
16 35 (7.25%) SDET
17 34 (7.04%) BDD
18 33 (6.83%) Mentoring
19 31 (6.42%) Problem-Solving
20 28 (5.80%) Data Science
Programming Languages
1 215 (44.51%) Java
2 208 (43.06%) C#
3 170 (35.20%) Ruby
4 130 (26.92%) SQL
5 124 (25.67%) PHP
6 105 (21.74%) Bash Shell
7 72 (14.91%) C++
8 62 (12.84%) Shell Script
9 59 (12.22%) JavaScript
10 55 (11.39%) Perl
11 40 (8.28%) C
12 31 (6.42%) R
13 27 (5.59%) Scala
14 17 (3.52%) Go
14 17 (3.52%) PowerShell
15 13 (2.69%) Java 8
16 10 (2.07%) PL/SQL
17 8 (1.66%) Java 9
17 8 (1.66%) VB.NET
18 4 (0.83%) Kotlin
Qualifications
1 11 (2.28%) Degree
2 7 (1.45%) ITIL Foundation Certificate
3 4 (0.83%) SC Cleared
3 4 (0.83%) Security Cleared
4 2 (0.41%) CCA
4 2 (0.41%) Computer Science Degree
4 2 (0.41%) ITIL Certification
5 1 (0.21%) DBS Check
5 1 (0.21%) Master's Degree
5 1 (0.21%) Numerate Degree
Quality Assurance & Compliance
1 71 (14.70%) QA
2 4 (0.83%) GDPR
3 2 (0.41%) SLA
4 1 (0.21%) GCP
System Software
1 66 (13.66%) Docker
2 25 (5.18%) vSphere
3 15 (3.11%) Xen
3 15 (3.11%) XenServer
4 9 (1.86%) HDFS
5 3 (0.62%) KVM
5 3 (0.62%) VMware Infrastructure
6 2 (0.41%) Active Directory
Systems Management
1 119 (24.64%) Puppet
2 99 (20.50%) Opscode Chef
3 93 (19.25%) Ansible
4 43 (8.90%) Cobbler
5 39 (8.07%) Terraform
6 28 (5.80%) Tivoli
7 27 (5.59%) Kubernetes
8 24 (4.97%) ZABBIX
9 15 (3.11%) Rancher
10 14 (2.90%) Docker Swarm
11 12 (2.48%) Packer
11 12 (2.48%) Salt
12 11 (2.28%) Cacti
12 11 (2.28%) Munin
13 10 (2.07%) SmoothWall
14 9 (1.86%) Nagios
15 7 (1.45%) Xymon
16 6 (1.24%) Graphite
17 5 (1.04%) Grafana
17 5 (1.04%) Prometheus
Vendors
1 83 (17.18%) Google
2 60 (12.42%) Oracle
3 41 (8.49%) Microsoft
4 26 (5.38%) EnterpriseDB
5 23 (4.76%) Red Hat
6 17 (3.52%) SaltStack
7 11 (2.28%) Capita
8 9 (1.86%) VMware
9 8 (1.66%) Apigee
10 7 (1.45%) Splunk
11 6 (1.24%) New Relic
11 6 (1.24%) Salesforce.com
12 5 (1.04%) Askia
12 5 (1.04%) Cloudera
13 3 (0.62%) HP
13 3 (0.62%) Tableau
14 2 (0.41%) Callidus
14 2 (0.41%) IBM
14 2 (0.41%) Rackspace
15 1 (0.21%) Nebu