Period
to 27 January 2020

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 27 January 2020 with a comparison to the same period in the previous 2 years.

Python
England > Yorkshire
6 months to
27 Jan 2020
Same period 2019 Same period 2018
Rank 25 36 50
Rank change year-on-year +11 +14 +16
Permanent jobs citing Python 470 479 489
As % of all permanent IT jobs advertised in Yorkshire 7.74% 6.59% 5.04%
As % of the Programming Languages category 16.22% 12.82% 9.65%
Number of salaries quoted 391 384 416
Yorkshire median annual salary £50,000 £47,750 £50,000
Median salary % change year-on-year +4.71% -4.50% +17.65%
10th Percentile £29,250 £30,000 £30,625
90th Percentile £70,000 £70,000 £61,250
England median annual salary £64,000 £60,000 £57,500
% change year-on-year +6.67% +4.35% +4.55%

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 2,898 3,736 5,065
As % of all permanent IT jobs advertised in Yorkshire 47.74% 51.42% 52.25%
Number of salaries quoted 2,527 3,132 4,442
Yorkshire median annual salary £45,000 £42,830 £41,500
Median salary % change year-on-year +5.07% +3.21% +3.75%
10th Percentile £27,800 £28,750 £27,000
90th Percentile £64,750 £60,000 £58,750
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

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 27 January 2020.

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 27 January 2020. 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 +10 368 £52,000 +4.00% 84
South Yorkshire +11 56 £45,000 -5.26% 16
North Yorkshire +5 42 £42,500 - 22
East Yorkshire +19 3 £32,500 -35.00% 2
Python
England

For the 6 months to 27 January 2020, 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.

1 215 (45.74%) Agile Software Development
2 200 (42.55%) Java
3 173 (36.81%) AWS
4 158 (33.62%) DevOps
5 148 (31.49%) SQL
6 138 (29.36%) C#
7 132 (28.09%) Linux
8 117 (24.89%) Docker
9 112 (23.83%) Ansible
10 108 (22.98%) Test Automation
11 96 (20.43%) Ruby
12 91 (19.36%) JavaScript
13 87 (18.51%) Finance
14 85 (18.09%) Jenkins
15 81 (17.23%) Opscode Chef
16 79 (16.81%) Git (software)
17 76 (16.17%) Scrum
17 76 (16.17%) Terraform
18 75 (15.96%) Azure
19 73 (15.53%) Selenium
19 73 (15.53%) Kubernetes
20 72 (15.32%) Software Engineering
21 71 (15.11%) Puppet
22 67 (14.26%) Continuous Integration
22 67 (14.26%) PHP
23 61 (12.98%) .NET
24 60 (12.77%) Bash Shell
24 60 (12.77%) Data Science
25 57 (12.13%) JIRA
26 53 (11.28%) Configuration Management

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 51 (10.85%) Apache Spark
2 25 (5.32%) Confluence
2 25 (5.32%) Elasticsearch
3 18 (3.83%) nginx
3 18 (3.83%) SAS
4 15 (3.19%) Apache
5 11 (2.34%) OpenStack
6 8 (1.70%) CMS
7 5 (1.06%) Tomcat
8 4 (0.85%) Jetty
9 3 (0.64%) IIS
10 2 (0.43%) PowerExchange
10 2 (0.43%) WebSphere
11 1 (0.21%) BizTalk Server
11 1 (0.21%) Drupal
11 1 (0.21%) Oracle HTTP Server
11 1 (0.21%) SharePoint
11 1 (0.21%) Sitecore CMS
11 1 (0.21%) WebLogic
11 1 (0.21%) WordPress
Applications
1 9 (1.91%) Chatbot
2 8 (1.70%) MS Visio
3 1 (0.21%) Adobe Illustrator
3 1 (0.21%) InDesign
3 1 (0.21%) Microsoft Office
3 1 (0.21%) Photoshop
Business Applications
1 1 (0.21%) Payment Gateway
Cloud Services
1 173 (36.81%) AWS
2 75 (15.96%) Azure
3 48 (10.21%) GCP
4 14 (2.98%) GitHub
4 14 (2.98%) SaaS
5 12 (2.55%) Serverless
6 10 (2.13%) IaaS
7 9 (1.91%) AWS CloudFormation
7 9 (1.91%) PaaS
8 8 (1.70%) Amazon EMR
9 6 (1.28%) Amazon Kinesis
9 6 (1.28%) Power Platform
10 4 (0.85%) Amazon S3
10 4 (0.85%) AWS Lambda
10 4 (0.85%) Azure ExpressRoute
11 3 (0.64%) Amazon EC2
11 3 (0.64%) Azure Machine Learning
11 3 (0.64%) Cloud Computing
11 3 (0.64%) Google Sheets
11 3 (0.64%) OpenShift
Communications & Networking
1 13 (2.77%) TCP/IP
2 8 (1.70%) Firewall
2 8 (1.70%) NGN
3 7 (1.49%) DNS
3 7 (1.49%) Internet
4 6 (1.28%) SAN
5 5 (1.06%) NetScaler
6 4 (0.85%) BGP
6 4 (0.85%) Cisco ASA
6 4 (0.85%) Cisco IOS
6 4 (0.85%) Cisco ISE
6 4 (0.85%) DHCP
6 4 (0.85%) HTTP
6 4 (0.85%) Junos
6 4 (0.85%) NAS
6 4 (0.85%) OSPF
6 4 (0.85%) VPLS
6 4 (0.85%) VPN
6 4 (0.85%) WAN
6 4 (0.85%) WLAN
Database & Business Intelligence
1 47 (10.00%) Big Data
1 47 (10.00%) SQL Server
2 46 (9.79%) Hadoop
3 43 (9.15%) MySQL
4 39 (8.30%) PostgreSQL
5 34 (7.23%) NoSQL
6 28 (5.96%) Redis
7 21 (4.47%) Data Warehouse
8 17 (3.62%) Apache Hive
8 17 (3.62%) MongoDB
9 13 (2.77%) SQL Server Integration Services
10 12 (2.55%) Apache Cassandra
10 12 (2.55%) Data Lake
11 10 (2.13%) Amazon DynamoDB
11 10 (2.13%) DB2
12 9 (1.91%) HBase
12 9 (1.91%) Riak
13 8 (1.70%) GIS
13 8 (1.70%) SQL Server Reporting Services
14 7 (1.49%) Flink
Development Applications
1 85 (18.09%) Jenkins
2 79 (16.81%) Git (software)
3 73 (15.53%) Selenium
4 57 (12.13%) JIRA
5 40 (8.51%) WebDriver
6 34 (7.23%) SpecFlow
7 32 (6.81%) Maven
8 28 (5.96%) Subversion
9 20 (4.26%) Gatling
10 19 (4.04%) Cucumber
11 18 (3.83%) Atlassian Bamboo
11 18 (3.83%) Bitbucket
11 18 (3.83%) JUnit
12 14 (2.98%) Appium
12 14 (2.98%) JMeter
12 14 (2.98%) SoapUI
13 11 (2.34%) Mercurial
14 10 (2.13%) Ranorex
14 10 (2.13%) WATIR
14 10 (2.13%) WebLOAD
General
1 87 (18.51%) Finance
2 26 (5.53%) Marketing
3 14 (2.98%) Retail
4 12 (2.55%) Manufacturing
5 9 (1.91%) Financial Institution
6 7 (1.49%) Public Sector
7 6 (1.28%) Online Betting
8 4 (0.85%) Advertising
8 4 (0.85%) Telecoms
9 3 (0.64%) Front Office
9 3 (0.64%) Games
9 3 (0.64%) Law
10 2 (0.43%) Banking
10 2 (0.43%) Publishing
11 1 (0.21%) Legal
11 1 (0.21%) Multimedia
11 1 (0.21%) Pharmaceutical
Job Titles
1 124 (26.38%) Developer
2 63 (13.40%) DevOps Engineer
3 36 (7.66%) Analyst
3 36 (7.66%) Software Engineer
4 35 (7.45%) AWS Engineer
4 35 (7.45%) Software Developer
5 31 (6.60%) Python Engineer
6 30 (6.38%) Data Engineer
7 27 (5.74%) AWS DevOps
7 27 (5.74%) Junior
7 27 (5.74%) Python Developer
8 26 (5.53%) AWS DevOps Engineer
9 25 (5.32%) Architect
10 21 (4.47%) Junior Developer
11 20 (4.26%) Platform Engineer
12 19 (4.04%) Automation Test Analyst
12 19 (4.04%) Data Scientist
12 19 (4.04%) Test Analyst
13 17 (3.62%) Linux Engineer
13 17 (3.62%) PHP Developer
Libraries, Frameworks & Software Standards
1 61 (12.98%) .NET
2 41 (8.72%) Node.js
3 39 (8.30%) CSS
4 36 (7.66%) Web Services
5 31 (6.60%) Spring
6 27 (5.74%) HTML
6 27 (5.74%) React
7 25 (5.32%) RabbitMQ
7 25 (5.32%) REST
8 21 (4.47%) LAMP
9 18 (3.83%) Hibernate
9 18 (3.83%) Kafka
10 17 (3.62%) AngularJS
11 16 (3.40%) .NET Framework
11 16 (3.40%) Django
11 16 (3.40%) jQuery
12 14 (2.98%) JSON
12 14 (2.98%) Sass
13 12 (2.55%) Laravel
13 12 (2.55%) Spring Boot
Miscellaneous
1 46 (9.79%) Analytical Skills
2 27 (5.74%) Mobile App
3 24 (5.11%) Greenfield Project
4 22 (4.68%) Enterprise Software
5 13 (2.77%) Public Cloud
6 11 (2.34%) Algorithms
6 11 (2.34%) Self-Motivation
7 10 (2.13%) Linux Command Line
8 8 (1.70%) Data Centre
8 8 (1.70%) Private Cloud
9 7 (1.49%) Hybrid Cloud
9 7 (1.49%) Management Information System
10 6 (1.28%) Embedded Systems
11 5 (1.06%) Video on Demand
11 5 (1.06%) Video\Live Streaming
12 4 (0.85%) Cloud Native
12 4 (0.85%) User Experience
13 3 (0.64%) Clustering
13 3 (0.64%) Mainframe
13 3 (0.64%) Renewable Energy
Operating Systems
1 132 (28.09%) Linux
2 51 (10.85%) Windows
3 40 (8.51%) Unix
4 23 (4.89%) Android
5 13 (2.77%) Red Hat Enterprise Linux
6 11 (2.34%) Apple iOS
7 8 (1.70%) Windows 7
7 8 (1.70%) Windows 8
8 5 (1.06%) CentOS
8 5 (1.06%) Solaris
9 4 (0.85%) Ubuntu
10 3 (0.64%) Debian
11 2 (0.43%) FreeBSD
11 2 (0.43%) FreeNAS
11 2 (0.43%) Windows Server
12 1 (0.21%) Amazon Linux
12 1 (0.21%) HPUX
Processes & Methodologies
1 215 (45.74%) Agile Software Development
2 158 (33.62%) DevOps
3 108 (22.98%) Test Automation
4 76 (16.17%) Scrum
5 72 (15.32%) Software Engineering
6 67 (14.26%) Continuous Integration
7 60 (12.77%) Data Science
8 53 (11.28%) Configuration Management
9 52 (11.06%) TDD
10 43 (9.15%) Analytics
11 41 (8.72%) BDD
12 40 (8.51%) Mentoring
12 40 (8.51%) Software Delivery
13 37 (7.87%) Microservices
14 34 (7.23%) Infrastructure as Code
14 34 (7.23%) Problem-Solving
15 30 (6.38%) Artificial Intelligence
16 29 (6.17%) Continuous Improvement
16 29 (6.17%) Kanban
17 28 (5.96%) Machine Learning
Programming Languages
1 200 (42.55%) Java
2 148 (31.49%) SQL
3 138 (29.36%) C#
4 96 (20.43%) Ruby
5 91 (19.36%) JavaScript
6 67 (14.26%) PHP
7 60 (12.77%) Bash Shell
8 47 (10.00%) Scala
9 43 (9.15%) Perl
10 35 (7.45%) PowerShell
11 33 (7.02%) C
12 31 (6.60%) C++
13 27 (5.74%) R
14 20 (4.26%) Go
14 20 (4.26%) Shell Script
15 19 (4.04%) Java 8
16 18 (3.83%) T-SQL
17 13 (2.77%) Objective-C
18 12 (2.55%) PL/SQL
19 7 (1.49%) MATLAB
Qualifications
1 25 (5.32%) Degree
2 9 (1.91%) Computer Science Degree
3 8 (1.70%) RHCE
4 6 (1.28%) Master's Degree
4 6 (1.28%) PhD
4 6 (1.28%) Postgraduate
5 4 (0.85%) AWS Certification
5 4 (0.85%) Cisco Certification
6 3 (0.64%) CCNA
7 2 (0.43%) Citrix Certification
7 2 (0.43%) CREST Certified
7 2 (0.43%) OSCP
7 2 (0.43%) PMI Certification
7 2 (0.43%) Security Cleared
7 2 (0.43%) Tigerscheme
8 1 (0.21%) CCNP
8 1 (0.21%) CISA
8 1 (0.21%) CISSP
8 1 (0.21%) CRISC
8 1 (0.21%) Numerate Degree
Quality Assurance & Compliance
1 22 (4.68%) QA
2 6 (1.28%) Data Quality
3 4 (0.85%) ISO/IEC 27001
4 3 (0.64%) Actionable Recommendations
4 3 (0.64%) GDPR
5 2 (0.43%) Cyber Essentials
5 2 (0.43%) IFRS
5 2 (0.43%) IFRS 9
6 1 (0.21%) GMP
6 1 (0.21%) ISO 9001
6 1 (0.21%) PCI DSS
System Software
1 117 (24.89%) Docker
2 12 (2.55%) Virtual Machines
2 12 (2.55%) VMware Infrastructure
3 9 (1.91%) HDFS
4 8 (1.70%) KVM
5 6 (1.28%) Hyper-V
6 4 (0.85%) XenApp
6 4 (0.85%) XenDesktop
7 2 (0.43%) Active Directory
7 2 (0.43%) Xen
Systems Management
1 112 (23.83%) Ansible
2 81 (17.23%) Opscode Chef
3 76 (16.17%) Terraform
4 73 (15.53%) Kubernetes
5 71 (15.11%) Puppet
6 8 (1.70%) Mesos
7 7 (1.49%) Cobbler
8 6 (1.28%) Grafana
8 6 (1.28%) Tivoli
9 5 (1.06%) Graphite
9 5 (1.06%) Hadoop YARN
10 4 (0.85%) Nagios
10 4 (0.85%) Opsview
10 4 (0.85%) Prometheus
11 3 (0.64%) Consul
11 3 (0.64%) Docker Swarm
11 3 (0.64%) HAProxy
11 3 (0.64%) Packer
11 3 (0.64%) Systems Management Server (SMS)
11 3 (0.64%) ZABBIX
Vendors
1 52 (11.06%) Oracle
2 20 (4.26%) VMware
3 19 (4.04%) Google
4 17 (3.62%) Microsoft
5 14 (2.98%) Tableau
6 9 (1.91%) Atlassian
7 8 (1.70%) Cisco
8 7 (1.49%) Citrix
9 6 (1.28%) EnterpriseDB
9 6 (1.28%) Informatica
9 6 (1.28%) Juniper
9 6 (1.28%) Red Hat
10 4 (0.85%) Barracuda Networks
10 4 (0.85%) CheckPoint
10 4 (0.85%) EMC
10 4 (0.85%) F5
10 4 (0.85%) HP
10 4 (0.85%) Imperva
10 4 (0.85%) Infoblox
10 4 (0.85%) SolarWinds