Period
to 29 March 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 29 March 2020 with a comparison to the same period in the previous 2 years.

Python
England > Yorkshire
6 months to
29 Mar 2020
Same period 2019 Same period 2018
Rank 23 33 49
Rank change year-on-year +10 +16 +12
Permanent jobs citing Python 510 501 534
As % of all permanent jobs advertised in Yorkshire 8.55% 6.84% 5.22%
As % of the Programming Languages category 16.87% 13.23% 9.81%
Number of salaries quoted 466 391 483
Median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - -
10th Percentile £34,000 £31,250 £32,500
90th Percentile £70,000 £70,000 £63,500
England median annual salary £62,500 £60,000 £57,500
% change year-on-year +4.17% +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 3,023 3,787 5,446
As % of all permanent IT jobs advertised in Yorkshire 50.70% 51.68% 53.23%
Number of salaries quoted 2,630 3,191 4,837
Median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £29,000 £28,750 £27,500
90th Percentile £66,250 £60,000 £60,000
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 proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for Python in Yorkshire

Python
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Python in Yorkshire.

Salary trend for Python in Yorkshire

Python
Salary Histogram in Yorkshire

Salary distribution for jobs citing Python in Yorkshire over the 6 months to 29 March 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 29 March 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 +11 406 £52,500 +5.00% 62
South Yorkshire +9 50 £50,000 +11.11% 14
North Yorkshire +3 48 £52,500 +5.00% 6
East Yorkshire +14 3 £32,500 -23.53% 1
Python
England

For the 6 months to 29 March 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.

1 244 (47.84%) Agile Software Development
2 238 (46.67%) DevOps
3 231 (45.29%) Java
4 185 (36.27%) AWS
5 167 (32.75%) SQL
6 128 (25.10%) C#
7 126 (24.71%) Linux
8 121 (23.73%) Ansible
8 121 (23.73%) Docker
9 116 (22.75%) Software Engineering
10 114 (22.35%) JavaScript
11 113 (22.16%) Ruby
12 104 (20.39%) Azure
13 103 (20.20%) Bash Shell
14 102 (20.00%) Test Automation
15 101 (19.80%) Git (software)
16 98 (19.22%) Jenkins
17 95 (18.63%) Finance
18 92 (18.04%) Continuous Integration
19 91 (17.84%) Node.js
20 90 (17.65%) Terraform
21 89 (17.45%) Kubernetes
22 88 (17.25%) Opscode Chef
23 80 (15.69%) Scala
24 78 (15.29%) Puppet
25 74 (14.51%) PHP
26 70 (13.73%) Scrum
27 68 (13.33%) TDD
27 68 (13.33%) Configuration Management
28 65 (12.75%) Oracle

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 36 (7.06%) Apache Spark
2 32 (6.27%) nginx
3 29 (5.69%) Elasticsearch
4 25 (4.90%) Confluence
5 19 (3.73%) SAS
6 18 (3.53%) Apache
7 12 (2.35%) OpenStack
8 9 (1.76%) Oracle HTTP Server
8 9 (1.76%) WebLogic
9 6 (1.18%) Oracle SOA Suite
10 4 (0.78%) CICS
11 3 (0.59%) CMS
11 3 (0.59%) SharePoint
12 2 (0.39%) PowerExchange
12 2 (0.39%) WebSphere
13 1 (0.20%) BizTalk Server
13 1 (0.20%) Sitecore CMS
13 1 (0.20%) Tomcat
Applications
1 3 (0.59%) Microsoft Excel
1 3 (0.59%) Microsoft PowerPoint
2 2 (0.39%) Chatbot
3 1 (0.20%) MS Visio
Business Applications
1 1 (0.20%) Oracle Applications
1 1 (0.20%) Oracle EBS
1 1 (0.20%) Oracle ERP
Cloud Services
1 185 (36.27%) AWS
2 104 (20.39%) Azure
3 39 (7.65%) GCP
4 23 (4.51%) Serverless
5 18 (3.53%) AWS Lambda
6 14 (2.75%) IaaS
7 13 (2.55%) GitHub
7 13 (2.55%) SaaS
8 11 (2.16%) Amazon S3
9 10 (1.96%) Amazon EC2
9 10 (1.96%) Amazon EMR
10 8 (1.57%) Amazon ECS
10 8 (1.57%) Azure ExpressRoute
10 8 (1.57%) PaaS
11 7 (1.37%) Amazon Kinesis
11 7 (1.37%) AWS CloudFormation
12 6 (1.18%) Amazon SQS
12 6 (1.18%) AWS Fargate
12 6 (1.18%) OpenShift
13 5 (0.98%) AWS CodePipeline
Communications & Networking
1 14 (2.75%) HTTP
2 11 (2.16%) DNS
2 11 (2.16%) Firewall
2 11 (2.16%) TCP/IP
3 9 (1.76%) NetScaler
4 8 (1.57%) BGP
4 8 (1.57%) Cisco ASA
4 8 (1.57%) Cisco IOS
4 8 (1.57%) Cisco ISE
4 8 (1.57%) DHCP
4 8 (1.57%) F5 BIG-IP LTM
4 8 (1.57%) Junos
4 8 (1.57%) NX-OS
4 8 (1.57%) OSPF
4 8 (1.57%) VPLS
4 8 (1.57%) VPN
4 8 (1.57%) WAN
4 8 (1.57%) WLAN
5 7 (1.37%) Internet
6 5 (0.98%) SSL
Database & Business Intelligence
1 50 (9.80%) NoSQL
2 47 (9.22%) MySQL
3 38 (7.45%) PostgreSQL
4 37 (7.25%) SQL Server
5 33 (6.47%) Redis
6 32 (6.27%) Hadoop
7 30 (5.88%) Big Data
8 18 (3.53%) Data Lake
9 16 (3.14%) Data Warehouse
10 14 (2.75%) MongoDB
11 11 (2.16%) Apache Hive
12 10 (1.96%) Relational Database
12 10 (1.96%) SQL Server Integration Services
13 9 (1.76%) HBase
14 8 (1.57%) Apache Cassandra
14 8 (1.57%) Oracle ODI
15 6 (1.18%) Amazon Athena
15 6 (1.18%) Flink
15 6 (1.18%) Impala
15 6 (1.18%) MariaDB
Development Applications
1 101 (19.80%) Git (software)
2 98 (19.22%) Jenkins
3 59 (11.57%) JIRA
3 59 (11.57%) Selenium
4 31 (6.08%) Subversion
5 23 (4.51%) Maven
6 22 (4.31%) Bitbucket
6 22 (4.31%) Cucumber
7 21 (4.12%) Mercurial
8 19 (3.73%) Appium
9 18 (3.53%) Atlassian Bamboo
9 18 (3.53%) Gatling
10 17 (3.33%) WebDriver
11 14 (2.75%) JMeter
12 10 (1.96%) SpecFlow
13 9 (1.76%) Oracle Forms
13 9 (1.76%) SoapUI
13 9 (1.76%) Visual Studio Team System
13 9 (1.76%) WATIR
13 9 (1.76%) WebLOAD
General
1 95 (18.63%) Finance
2 28 (5.49%) Marketing
3 16 (3.14%) Games
4 13 (2.55%) Financial Institution
5 10 (1.96%) Banking
6 9 (1.76%) Retail
6 9 (1.76%) Telecoms
7 5 (0.98%) Online Betting
8 4 (0.78%) Electronics
8 4 (0.78%) Public Sector
9 3 (0.59%) Advertising
9 3 (0.59%) Front Office
10 2 (0.39%) Law
11 1 (0.20%) Legal
11 1 (0.20%) Manufacturing
Job Titles
1 125 (24.51%) Developer
2 76 (14.90%) Software Engineer
3 72 (14.12%) DevOps Engineer
4 49 (9.61%) AWS Engineer
5 41 (8.04%) Data Engineer
6 38 (7.45%) Python Engineer
7 32 (6.27%) AWS DevOps
7 32 (6.27%) Platform Engineer
8 31 (6.08%) AWS DevOps Engineer
9 29 (5.69%) Cloud Engineer
10 28 (5.49%) Linux Engineer
10 28 (5.49%) Software Developer
11 24 (4.71%) Architect
12 23 (4.51%) Python Developer
13 22 (4.31%) Junior
14 21 (4.12%) Junior Developer
15 20 (3.92%) Analyst
15 20 (3.92%) Python Software Engineer
16 16 (3.14%) Infrastructure Engineer
16 16 (3.14%) JavaScript Developer
Libraries, Frameworks & Software Standards
1 91 (17.84%) Node.js
2 62 (12.16%) .NET
3 41 (8.04%) CSS
3 41 (8.04%) React
4 38 (7.45%) AngularJS
4 38 (7.45%) Web Services
5 35 (6.86%) RabbitMQ
6 31 (6.08%) HTML
7 22 (4.31%) .NET Framework
7 22 (4.31%) LAMP
8 21 (4.12%) Kafka
9 20 (3.92%) REST
10 19 (3.73%) Spring
11 17 (3.33%) Middleware
12 15 (2.94%) Django
13 14 (2.75%) Sass
13 14 (2.75%) Vue.js
14 13 (2.55%) Apache Avro
14 13 (2.55%) React Native
15 12 (2.35%) Flutter
Miscellaneous
1 35 (6.86%) Analytical Skills
2 26 (5.10%) Greenfield Project
3 23 (4.51%) Mobile App
4 20 (3.92%) Enterprise Software
5 14 (2.75%) Algorithms
6 13 (2.55%) Public Cloud
7 11 (2.16%) Data Centre
8 10 (1.96%) Data Structures
9 7 (1.37%) Embedded Systems
9 7 (1.37%) Hybrid Cloud
9 7 (1.37%) Management Information System
9 7 (1.37%) Video on Demand
9 7 (1.37%) Video\Live Streaming
10 6 (1.18%) Private Cloud
10 6 (1.18%) Virtual Team
11 5 (0.98%) Cloud Native
11 5 (0.98%) Linux Command Line
11 5 (0.98%) Mainframe
11 5 (0.98%) Self-Motivation
12 4 (0.78%) User Experience
Operating Systems
1 126 (24.71%) Linux
2 44 (8.63%) Unix
3 43 (8.43%) Windows
4 22 (4.31%) Red Hat Enterprise Linux
5 21 (4.12%) Android
6 13 (2.55%) Apple iOS
7 8 (1.57%) HPUX
8 7 (1.37%) Ubuntu
9 6 (1.18%) CentOS
10 5 (0.98%) Debian
10 5 (0.98%) FreeBSD
10 5 (0.98%) FreeNAS
11 4 (0.78%) zOS
12 3 (0.59%) Mac OS
13 2 (0.39%) Solaris
14 1 (0.20%) Amazon Linux
14 1 (0.20%) Windows 7
14 1 (0.20%) Windows 8
14 1 (0.20%) Windows Server
Processes & Methodologies
1 244 (47.84%) Agile Software Development
2 238 (46.67%) DevOps
3 116 (22.75%) Software Engineering
4 102 (20.00%) Test Automation
5 92 (18.04%) Continuous Integration
6 70 (13.73%) Scrum
7 68 (13.33%) Configuration Management
7 68 (13.33%) TDD
8 53 (10.39%) Microservices
9 47 (9.22%) BDD
9 47 (9.22%) Data Science
10 46 (9.02%) Open Source
11 44 (8.63%) Mentoring
12 41 (8.04%) Infrastructure as Code
13 40 (7.84%) Analytics
14 37 (7.25%) Problem-Solving
15 36 (7.06%) Software Delivery
16 32 (6.27%) Kanban
17 27 (5.29%) Continuous Improvement
17 27 (5.29%) Front End Development
Programming Languages
1 231 (45.29%) Java
2 167 (32.75%) SQL
3 128 (25.10%) C#
4 114 (22.35%) JavaScript
5 113 (22.16%) Ruby
6 103 (20.20%) Bash Shell
7 80 (15.69%) Scala
8 74 (14.51%) PHP
9 50 (9.80%) Go
10 45 (8.82%) PowerShell
11 43 (8.43%) C
12 41 (8.04%) Perl
13 39 (7.65%) C++
14 25 (4.90%) Shell Script
15 19 (3.73%) PL/SQL
16 15 (2.94%) T-SQL
17 14 (2.75%) R
18 12 (2.35%) Groovy
19 11 (2.16%) Objective-C
20 10 (1.96%) Kotlin
Qualifications
1 19 (3.73%) Degree
2 9 (1.76%) AWS Certification
2 9 (1.76%) RHCE
3 7 (1.37%) Computer Science Degree
4 5 (0.98%) Postgraduate
5 4 (0.78%) Cisco Certification
5 4 (0.78%) MCP
6 3 (0.59%) CCNA
6 3 (0.59%) PhD
7 2 (0.39%) PMI Certification
7 2 (0.39%) Security Cleared
8 1 (0.20%) CCNP
8 1 (0.20%) CISA
8 1 (0.20%) CISM
8 1 (0.20%) CISSP
8 1 (0.20%) Citrix Certification
8 1 (0.20%) CRISC
8 1 (0.20%) Master's Degree
Quality Assurance & Compliance
1 24 (4.71%) QA
2 15 (2.94%) Data Quality
3 4 (0.78%) ISO/IEC 27001
3 4 (0.78%) PCI DSS
4 3 (0.59%) GDPR
System Software
1 121 (23.73%) Docker
2 16 (3.14%) VMware Infrastructure
3 10 (1.96%) Virtual Machines
4 9 (1.76%) HDFS
5 8 (1.57%) XenApp
5 8 (1.57%) XenDesktop
6 6 (1.18%) KVM
7 3 (0.59%) Active Directory
7 3 (0.59%) Hyper-V
8 1 (0.20%) Firmware
8 1 (0.20%) Xen
Systems Management
1 121 (23.73%) Ansible
2 90 (17.65%) Terraform
3 89 (17.45%) Kubernetes
4 88 (17.25%) Opscode Chef
5 78 (15.29%) Puppet
6 12 (2.35%) Rancher
7 11 (2.16%) CA Service Virtualization
8 10 (1.96%) Cobbler
9 9 (1.76%) Tivoli
10 8 (1.57%) Mesos
11 6 (1.18%) Grafana
12 5 (0.98%) Hadoop YARN
12 5 (0.98%) Proxmox
12 5 (0.98%) ZABBIX
13 4 (0.78%) Prometheus
14 3 (0.59%) Graphite
14 3 (0.59%) Systems Management Server (SMS)
15 2 (0.39%) Nagios
15 2 (0.39%) Opsview
16 1 (0.20%) Salt
Vendors
1 65 (12.75%) Oracle
2 26 (5.10%) Google
2 26 (5.10%) VMware
3 23 (4.51%) Red Hat
4 19 (3.73%) Microsoft
5 15 (2.94%) Atlassian
5 15 (2.94%) EnterpriseDB
6 13 (2.55%) Tableau
7 12 (2.35%) Cisco
8 11 (2.16%) CA
9 10 (1.96%) Citrix
9 10 (1.96%) Juniper
10 9 (1.76%) Hyperion
11 8 (1.57%) Barracuda Networks
11 8 (1.57%) Blue Coat
11 8 (1.57%) CheckPoint
11 8 (1.57%) F5
11 8 (1.57%) Imperva
11 8 (1.57%) Infoblox
11 8 (1.57%) SolarWinds