Period
to 4 August 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 4 August 2020 with a comparison to the same period in the previous 2 years.

Python
England > Yorkshire
6 months to
4 Aug 2020
Same period 2019 Same period 2018
Rank 17 22 34
Rank change year-on-year +5 +12 +7
Permanent jobs citing Python 378 745 639
As % of all permanent jobs advertised in Yorkshire 10.80% 9.81% 6.76%
As % of the Programming Languages category 18.79% 19.46% 12.62%
Number of salaries quoted 397 363 581
Median annual salary £55,000 £50,000 £50,000
Median salary % change year-on-year +10.00% - -
10th Percentile £42,500 £32,500 £32,500
90th Percentile £68,750 £71,000 £72,500
England median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% +9.09%

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 2,012 3,829 5,063
As % of all permanent IT jobs advertised in Yorkshire 57.47% 50.43% 53.57%
Number of salaries quoted 1,771 3,045 4,382
Median annual salary £47,500 £42,500 £42,500
Median salary % change year-on-year +11.76% - +6.25%
10th Percentile £30,750 £27,500 £27,500
90th Percentile £67,500 £61,150 £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 4 August 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 4 August 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 +18 286 £55,000 +10.00% 30
South Yorkshire +19 52 £55,000 +29.41% 7
North Yorkshire -20 32 £50,000 -11.11% 5
Python
England

For the 6 months to 4 August 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.

1 200 (52.91%) DevOps
2 187 (49.47%) Java
3 172 (45.50%) Agile Software Development
4 154 (40.74%) AWS
5 131 (34.66%) Software Engineering
6 107 (28.31%) Node.js
7 104 (27.51%) JavaScript
8 95 (25.13%) Docker
9 90 (23.81%) SQL
10 88 (23.28%) Linux
11 87 (23.02%) Jenkins
11 87 (23.02%) Bash Shell
12 77 (20.37%) Go
13 73 (19.31%) Scala
13 73 (19.31%) Terraform
14 72 (19.05%) C#
15 64 (16.93%) Open Source
16 61 (16.14%) Continuous Integration
17 60 (15.87%) Kubernetes
18 59 (15.61%) Ansible
18 59 (15.61%) Azure
18 59 (15.61%) Ruby
19 58 (15.34%) Git (software)
20 57 (15.08%) Configuration Management
21 56 (14.81%) Serverless
22 55 (14.55%) Microservices
23 53 (14.02%) AWS Lambda
24 51 (13.49%) Test Automation
25 43 (11.38%) Opscode Chef
26 42 (11.11%) Puppet

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 18 (4.76%) nginx
2 15 (3.97%) Confluence
3 14 (3.70%) Elasticsearch
4 12 (3.17%) OpenStack
5 9 (2.38%) Oracle HTTP Server
5 9 (2.38%) WebLogic
6 8 (2.12%) Apache
7 7 (1.85%) SAS
8 6 (1.59%) Oracle SOA Suite
9 4 (1.06%) Apache Spark
9 4 (1.06%) CICS
10 3 (0.79%) Cloud Foundry
11 2 (0.53%) SharePoint
12 1 (0.26%) Jupyter
Applications
1 4 (1.06%) Microsoft Excel
1 4 (1.06%) Microsoft PowerPoint
2 1 (0.26%) Abaqus
Business Applications
1 1 (0.26%) Oracle Applications
1 1 (0.26%) Oracle EBS
1 1 (0.26%) Oracle ERP
Cloud Services
1 154 (40.74%) AWS
2 59 (15.61%) Azure
3 56 (14.81%) Serverless
4 53 (14.02%) AWS Lambda
5 22 (5.82%) Amazon EC2
5 22 (5.82%) GCP
6 20 (5.29%) Amazon S3
7 17 (4.50%) AWS Elastic Beanstalk
8 15 (3.97%) AWS CloudFormation
9 11 (2.91%) Amazon ELB
10 10 (2.65%) Amazon ECS
11 8 (2.12%) IaaS
12 6 (1.59%) Amazon SQS
12 6 (1.59%) AWS Fargate
12 6 (1.59%) SaaS
13 5 (1.32%) OpenShift
14 4 (1.06%) Amazon Kinesis
15 3 (0.79%) Apigee
15 3 (0.79%) AWS CodePipeline
15 3 (0.79%) Sauce Labs
Communications & Networking
1 11 (2.91%) HTTP
2 10 (2.65%) Wireless
3 5 (1.32%) Broadband
3 5 (1.32%) Wi-Fi
4 4 (1.06%) 802.11
5 3 (0.79%) DNS
5 3 (0.79%) Firewall
5 3 (0.79%) Unified Communications
5 3 (0.79%) WAN
6 2 (0.53%) Modbus
6 2 (0.53%) RS-485
6 2 (0.53%) Software-Defined Networking
6 2 (0.53%) TCP/IP
7 1 (0.26%) BGP
7 1 (0.26%) DVB
7 1 (0.26%) Internet
7 1 (0.26%) OSPF
7 1 (0.26%) SMPP
7 1 (0.26%) SSL
7 1 (0.26%) VPN
Database & Business Intelligence
1 27 (7.14%) MySQL
1 27 (7.14%) PostgreSQL
2 25 (6.61%) NoSQL
3 16 (4.23%) Amazon RDS
4 14 (3.70%) Relational Database
5 12 (3.17%) Redis
6 11 (2.91%) Data Lake
7 8 (2.12%) MariaDB
7 8 (2.12%) Oracle Reports
7 8 (2.12%) SQL Server
8 7 (1.85%) Big Data
8 7 (1.85%) Data Warehouse
8 7 (1.85%) MongoDB
9 3 (0.79%) Hadoop
9 3 (0.79%) Oracle ODI
10 2 (0.53%) Amazon DynamoDB
10 2 (0.53%) Amazon Redshift
10 2 (0.53%) Apache Cassandra
10 2 (0.53%) Azure SQL Database
10 2 (0.53%) Data Mining
Development Applications
1 87 (23.02%) Jenkins
2 58 (15.34%) Git (software)
3 30 (7.94%) Selenium
4 26 (6.88%) JIRA
5 24 (6.35%) Subversion
6 14 (3.70%) Cucumber
6 14 (3.70%) Mercurial
7 13 (3.44%) Maven
8 9 (2.38%) Appium
8 9 (2.38%) Bitbucket
9 8 (2.12%) Atlassian Bamboo
9 8 (2.12%) Oracle Forms
10 7 (1.85%) IBM UrbanCode
10 7 (1.85%) Vagrant
10 7 (1.85%) WebDriver
10 7 (1.85%) Xcode
11 5 (1.32%) Mocha
12 4 (1.06%) GoCD
13 3 (0.79%) GitLab
13 3 (0.79%) TeamCity
General
1 36 (9.52%) Finance
2 19 (5.03%) Games
3 12 (3.17%) Marketing
4 10 (2.65%) Banking
5 9 (2.38%) Telecoms
6 5 (1.32%) Electronics
7 4 (1.06%) Financial Institution
7 4 (1.06%) Retail
8 2 (0.53%) Manufacturing
9 1 (0.26%) Law
9 1 (0.26%) Public Sector
Job Titles
1 93 (24.60%) Software Engineer
2 72 (19.05%) Developer
3 56 (14.81%) DevOps Engineer
4 39 (10.32%) Python Engineer
5 38 (10.05%) AWS Engineer
6 30 (7.94%) Python Software Engineer
7 27 (7.14%) JavaScript Developer
8 24 (6.35%) AWS DevOps
8 24 (6.35%) Linux Engineer
9 22 (5.82%) AWS DevOps Engineer
10 20 (5.29%) Python Developer
11 19 (5.03%) Java Engineer
11 19 (5.03%) Platform Engineer
12 16 (4.23%) Java Software Engineer
13 15 (3.97%) Cloud Engineer
13 15 (3.97%) Data Engineer
13 15 (3.97%) Senior Software Engineer
14 14 (3.70%) Principal Engineer
15 13 (3.44%) Lead Software Engineer
15 13 (3.44%) Software Manager
Libraries, Frameworks & Software Standards
1 107 (28.31%) Node.js
2 35 (9.26%) AngularJS
3 32 (8.47%) React
4 31 (8.20%) .NET
5 27 (7.14%) Web Services
6 20 (5.29%) CSS
7 19 (5.03%) HTML
7 19 (5.03%) RabbitMQ
8 17 (4.50%) Kafka
9 14 (3.70%) Middleware
10 13 (3.44%) .NET Core
11 11 (2.91%) KnockoutJS
12 9 (2.38%) Redux
13 8 (2.12%) LAMP
13 8 (2.12%) RESTful
13 8 (2.12%) YAML
14 7 (1.85%) Apache Avro
14 7 (1.85%) Elastic Stack
14 7 (1.85%) HTML5
14 7 (1.85%) JSON
Miscellaneous
1 14 (3.70%) Algorithms
1 14 (3.70%) Analytical Skills
2 11 (2.91%) Mobile App
3 10 (2.65%) Data Centre
4 8 (2.12%) Greenfield Project
5 7 (1.85%) Data Structures
5 7 (1.85%) Mainframe
6 5 (1.32%) CAN bus
6 5 (1.32%) Lidar
7 4 (1.06%) Private Cloud
7 4 (1.06%) Public Cloud
7 4 (1.06%) Virtual Team
8 3 (0.79%) Over-the-Top Content
8 3 (0.79%) Self-Motivation
8 3 (0.79%) Video on Demand
8 3 (0.79%) Video\Live Streaming
9 2 (0.53%) Analytical Mindset
9 2 (0.53%) Embedded Systems
10 1 (0.26%) Social Media
10 1 (0.26%) User Experience
Operating Systems
1 88 (23.28%) Linux
2 23 (6.08%) Windows
3 16 (4.23%) Apple iOS
3 16 (4.23%) Red Hat Enterprise Linux
3 16 (4.23%) Unix
4 13 (3.44%) Android
5 12 (3.17%) Ubuntu
6 8 (2.12%) CentOS
6 8 (2.12%) FreeBSD
6 8 (2.12%) FreeNAS
7 7 (1.85%) HPUX
8 5 (1.32%) Robot Operating System
9 4 (1.06%) zOS
10 3 (0.79%) Mac OS
10 3 (0.79%) Mac OS X
11 1 (0.26%) Debian
Processes & Methodologies
1 200 (52.91%) DevOps
2 172 (45.50%) Agile Software Development
3 131 (34.66%) Software Engineering
4 64 (16.93%) Open Source
5 61 (16.14%) Continuous Integration
6 57 (15.08%) Configuration Management
7 55 (14.55%) Microservices
8 51 (13.49%) Test Automation
9 42 (11.11%) TDD
10 27 (7.14%) Infrastructure as Code
10 27 (7.14%) Scrum
11 25 (6.61%) OO
12 23 (6.08%) Problem-Solving
13 21 (5.56%) BDD
13 21 (5.56%) Infrastructure Management
14 20 (5.29%) Deployment Automation
14 20 (5.29%) Mentoring
15 17 (4.50%) Machine Learning
15 17 (4.50%) Site Reliability Engineering
16 16 (4.23%) SDLC
Programming Languages
1 187 (49.47%) Java
2 104 (27.51%) JavaScript
3 90 (23.81%) SQL
4 87 (23.02%) Bash Shell
5 77 (20.37%) Go
6 73 (19.31%) Scala
7 72 (19.05%) C#
8 59 (15.61%) Ruby
9 41 (10.85%) C++
10 30 (7.94%) C
11 26 (6.88%) PHP
12 17 (4.50%) Perl
13 12 (3.17%) PowerShell
13 12 (3.17%) Shell Script
14 11 (2.91%) PL/SQL
14 11 (2.91%) R
15 10 (2.65%) Apple Swift
16 8 (2.12%) Groovy
16 8 (2.12%) MATLAB
17 7 (1.85%) JCL
Qualifications
1 20 (5.29%) Degree
2 8 (2.12%) Security Cleared
3 5 (1.32%) AWS Certification
3 5 (1.32%) Master's Degree
4 4 (1.06%) MCP
5 3 (0.79%) Numerate Degree
5 3 (0.79%) PhD
5 3 (0.79%) SC Cleared
6 2 (0.53%) DV Cleared
6 2 (0.53%) Sun Certification
7 1 (0.26%) Computer Science Degree
Quality Assurance & Compliance
1 18 (4.76%) QA
2 11 (2.91%) Data Quality
3 3 (0.79%) PCI DSS
System Software
1 95 (25.13%) Docker
2 13 (3.44%) VMware Infrastructure
3 8 (2.12%) KVM
4 4 (1.06%) Gluster
4 4 (1.06%) GlusterFS
4 4 (1.06%) Hyper-V
5 2 (0.53%) Active Directory
5 2 (0.53%) VMware NSX
5 2 (0.53%) vSphere
6 1 (0.26%) Firmware
6 1 (0.26%) Virtual Machines
6 1 (0.26%) XenApp
6 1 (0.26%) XenDesktop
Systems Management
1 73 (19.31%) Terraform
2 60 (15.87%) Kubernetes
3 59 (15.61%) Ansible
4 43 (11.38%) Opscode Chef
5 42 (11.11%) Puppet
6 12 (3.17%) Rancher
7 10 (2.65%) CA Service Virtualization
8 8 (2.12%) Proxmox
9 6 (1.59%) Cobbler
9 6 (1.59%) Tivoli
10 4 (1.06%) Packer
10 4 (1.06%) Prometheus
11 3 (0.79%) SCCM
12 2 (0.53%) Marathon
12 2 (0.53%) Mesos
13 1 (0.26%) Grafana
13 1 (0.26%) Salt
13 1 (0.26%) ZABBIX
Vendors
1 40 (10.58%) Oracle
2 22 (5.82%) Red Hat
3 19 (5.03%) VMware
4 16 (4.23%) Google
5 12 (3.17%) EnterpriseDB
6 10 (2.65%) Atlassian
6 10 (2.65%) CA
6 10 (2.65%) Microsoft
7 8 (2.12%) Percona
7 8 (2.12%) SaltStack
8 7 (1.85%) Perforce
8 7 (1.85%) Rackspace
9 6 (1.59%) Hyperion
10 5 (1.32%) NVIDIA
11 4 (1.06%) Tableau
12 3 (0.79%) Apple
12 3 (0.79%) CheckPoint
12 3 (0.79%) Citrix
12 3 (0.79%) Juniper
12 3 (0.79%) Perfecto Mobile