Period
to

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 23 May 2022 with a comparison to the same period in the previous 2 years.

Python
England > Yorkshire
6 months to
23 May 2022
Same period 2021 Same period 2020
Rank 16 11 19
Rank change year-on-year -5 +8 +8
Permanent jobs citing Python 825 659 439
As % of all permanent jobs advertised in Yorkshire 11.44% 12.53% 9.44%
As % of the Programming Languages category 24.47% 24.24% 17.56%
Number of salaries quoted 455 543 385
10th Percentile £37,500 £42,500 £35,428
25th Percentile £47,500 £45,000 £42,500
Median annual salary (50th Percentile) £57,500 £57,500 £53,700
Median % change year-on-year - +7.08% +7.40%
75th Percentile £70,000 £65,000 £64,750
90th Percentile £80,750 £72,500 £68,750
England median annual salary £72,500 £65,000 £65,000
% change year-on-year +11.54% - +8.33%

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 3,372 2,719 2,500
As % of all permanent IT jobs advertised in Yorkshire 46.76% 51.68% 53.76%
Number of salaries quoted 2,296 2,304 2,222
10th Percentile £32,500 £31,250 £30,000
25th Percentile £40,000 £37,500 £35,000
Median annual salary (50th Percentile) £52,500 £47,500 £45,000
Median % change year-on-year +10.53% +5.56% +4.65%
75th Percentile £65,000 £61,250 £57,500
90th Percentile £77,500 £67,500 £66,250
England median annual salary £62,500 £57,500 £55,000
% change year-on-year +8.70% +4.55% +4.76%

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 23 May 2022.

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 23 May 2022. 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
Jobs
West Yorkshire -4 549 £57,500 +4.55% 48
South Yorkshire -13 127 £57,500 - 14
North Yorkshire +29 82 £56,250 -13.46% 10
Humberside - 27 - - 2
East Yorkshire 0 8 - -
Python
England

For the 6 months to 23 May 2022, 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.

1 393 (47.64%) Java
2 381 (46.18%) Agile
3 321 (38.91%) AWS
4 309 (37.45%) DevOps
5 299 (36.24%) JavaScript
6 272 (32.97%) Azure
7 249 (30.18%) C#
8 237 (28.73%) Docker
9 202 (24.48%) Kubernetes
10 199 (24.12%) Software Engineering
11 190 (23.03%) CI/CD
12 178 (21.58%) Terraform
13 173 (20.97%) SQL
14 169 (20.48%) Linux
15 162 (19.64%) Microsoft
16 160 (19.39%) Oracle
17 150 (18.18%) OO
18 146 (17.70%) Data Structures
19 135 (16.36%) TDD
20 134 (16.24%) OOP
20 134 (16.24%) HTML
21 125 (15.15%) Ruby
21 125 (15.15%) Test Automation
22 124 (15.03%) CSS
23 120 (14.55%) Go
24 116 (14.06%) Scrum
25 113 (13.70%) HTML5
25 113 (13.70%) CSS3
26 111 (13.45%) AWS CloudFormation
27 108 (13.09%) Functional Programming

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 41 (4.97%) Apache Spark
2 28 (3.39%) SAS
3 25 (3.03%) WebSphere
4 18 (2.18%) Apache
5 17 (2.06%) Cloud Foundry
6 16 (1.94%) Confluence
7 15 (1.82%) WebLogic
8 14 (1.70%) JBoss
8 14 (1.70%) SharePoint
8 14 (1.70%) WebSphere Application Server
9 13 (1.58%) OpenStack
10 8 (0.97%) CMS
11 7 (0.85%) Elasticsearch
12 5 (0.61%) nginx
13 3 (0.36%) IIS
14 2 (0.24%) Apache Pig
14 2 (0.24%) Oracle HTTP Server
14 2 (0.24%) Oracle SOA Suite
14 2 (0.24%) Tomcat
15 1 (0.12%) WildFly
Applications
1 7 (0.85%) SPSS
2 6 (0.73%) Microsoft Excel
3 1 (0.12%) Microsoft Office
3 1 (0.12%) Microsoft Project
Business Applications
1 4 (0.48%) Dynamics CRM
1 4 (0.48%) SAP MDM
Cloud Services
1 321 (38.91%) AWS
2 272 (32.97%) Azure
3 111 (13.45%) AWS CloudFormation
4 103 (12.48%) GCP
5 37 (4.48%) Azure Data Factory
5 37 (4.48%) Serverless
6 32 (3.88%) SaaS
7 31 (3.76%) Amazon ECS
8 30 (3.64%) Amazon EKS
9 28 (3.39%) Azure Synapse Analytics
10 25 (3.03%) AWS Lambda
11 24 (2.91%) Power Platform
11 24 (2.91%) Pulumi
12 22 (2.67%) GitHub
13 21 (2.55%) Amazon CloudWatch
14 19 (2.30%) OpenShift
15 15 (1.82%) Amazon S3
15 15 (1.82%) Heroku
16 14 (1.70%) Microsoft 365
16 14 (1.70%) PaaS
Communications & Networking
1 46 (5.58%) Broadband
2 39 (4.73%) Wi-Fi
3 30 (3.64%) DVB
4 27 (3.27%) Wireless
5 26 (3.15%) MIMO
6 15 (1.82%) DNS
7 13 (1.58%) WAN
8 12 (1.45%) HTTP
8 12 (1.45%) LAN
9 11 (1.33%) Firewall
10 9 (1.09%) Unified Communications
11 8 (0.97%) Network Security
11 8 (0.97%) TCP/IP
11 8 (0.97%) VPN
12 7 (0.85%) Internet
13 6 (0.73%) SAN
14 5 (0.61%) BGP
14 5 (0.61%) DHCP
14 5 (0.61%) DKIM
14 5 (0.61%) DMARC
Database & Business Intelligence
1 68 (8.24%) PostgreSQL
2 65 (7.88%) Data Lake
3 53 (6.42%) Data Warehouse
3 53 (6.42%) MySQL
4 52 (6.30%) Big Data
5 46 (5.58%) SQL Server
6 26 (3.15%) Hadoop
7 23 (2.79%) NoSQL
8 21 (2.55%) Relational Database
9 19 (2.30%) Metadata
10 18 (2.18%) Redis
11 14 (1.70%) Amazon RDS
12 13 (1.58%) Power BI
13 11 (1.33%) MongoDB
13 11 (1.33%) RDBMS
13 11 (1.33%) SQL Server Integration Services
14 10 (1.21%) Apache Accumulo
15 9 (1.09%) SQL Server Analysis Services
16 8 (0.97%) Amazon Redshift
16 8 (0.97%) Data Mart
Development Applications
1 108 (13.09%) Git (software)
2 107 (12.97%) Jenkins
3 32 (3.88%) JIRA
4 30 (3.64%) GitLab
5 29 (3.52%) Postman
6 28 (3.39%) TestCafe
7 27 (3.27%) Selenium
8 21 (2.55%) Subversion
9 20 (2.42%) Cucumber
9 20 (2.42%) SpecFlow
10 18 (2.18%) Cypress.io
10 18 (2.18%) FitNesse
11 15 (1.82%) Maven
12 12 (1.45%) Ant
13 11 (1.33%) JMeter
14 8 (0.97%) Sonatype Nexus
15 6 (0.73%) Bitbucket
15 6 (0.73%) Ranorex
16 5 (0.61%) Appium
16 5 (0.61%) Gatling
General
1 103 (12.48%) Social Skills
2 93 (11.27%) Finance
3 76 (9.21%) Analytical Skills
4 74 (8.97%) Games
5 70 (8.48%) Inclusion and Diversity
6 38 (4.61%) Public Sector
7 29 (3.52%) Retail
8 20 (2.42%) Banking
9 15 (1.82%) Marketing
10 12 (1.45%) Law
11 10 (1.21%) Telecoms
12 8 (0.97%) Automotive
13 6 (0.73%) Manufacturing
13 6 (0.73%) Retail Banking
14 5 (0.61%) Influencing Skills
15 3 (0.36%) Electronics
15 3 (0.36%) Legal
16 2 (0.24%) Brand Awareness
16 2 (0.24%) Social Housing
16 2 (0.24%) Social Science
Job Titles
1 207 (25.09%) Developer
2 131 (15.88%) DevOps Engineer
3 126 (15.27%) Software Developer
4 123 (14.91%) Software Engineer
5 108 (13.09%) Trainee
6 107 (12.97%) Trainee Developer
6 107 (12.97%) Trainee Software Developer
7 51 (6.18%) Data Engineer
8 43 (5.21%) Cloud Engineer
9 42 (5.09%) Senior Software Engineer
10 41 (4.97%) Platform Engineer
11 35 (4.24%) AWS Engineer
12 33 (4.00%) Tester
13 31 (3.76%) Analyst
13 31 (3.76%) Azure Engineer
14 30 (3.64%) AWS DevOps
14 30 (3.64%) Data Scientist
15 29 (3.52%) AWS DevOps Engineer
15 29 (3.52%) Test Engineer
16 26 (3.15%) DSP Engineer
Libraries, Frameworks & Software Standards
1 134 (16.24%) HTML
2 124 (15.03%) CSS
3 113 (13.70%) CSS3
3 113 (13.70%) HTML5
4 107 (12.97%) Java SE
5 98 (11.88%) React
6 81 (9.82%) .NET
7 74 (8.97%) AngularJS
8 64 (7.76%) Kafka
9 59 (7.15%) Node.js
10 50 (6.06%) Vue.js
11 39 (4.73%) RESTful
12 27 (3.27%) Gherkin
12 27 (3.27%) REST
13 25 (3.03%) GraphQL
13 25 (3.03%) PySpark
13 25 (3.03%) SOAP
14 24 (2.91%) Spring Boot
15 21 (2.55%) ASP.NET
16 20 (2.42%) Middleware
Miscellaneous
1 146 (17.70%) Data Structures
2 58 (7.03%) Algorithms
3 45 (5.45%) Social Media
4 43 (5.21%) Self-Motivation
5 30 (3.64%) IoT
5 30 (3.64%) Smartphone
6 29 (3.52%) Mobile App
7 26 (3.15%) FPGA
8 24 (2.91%) Enterprise Cloud
9 23 (2.79%) Greenfield Project
10 20 (2.42%) Cloud Native
11 19 (2.30%) Cyber Defence
11 19 (2.30%) Cyberattack
11 19 (2.30%) Digital TV
11 19 (2.30%) Smart Meter
12 17 (2.06%) Public Cloud
13 16 (1.94%) Data Centre
13 16 (1.94%) Mobile Payment
14 12 (1.45%) User Experience
15 8 (0.97%) NHS
Operating Systems
1 169 (20.48%) Linux
2 46 (5.58%) Windows
3 35 (4.24%) Unix
4 24 (2.91%) Red Hat Enterprise Linux
5 9 (1.09%) Android
5 9 (1.09%) Apple iOS
6 7 (0.85%) Windows Server
7 3 (0.36%) Mac OS
8 2 (0.24%) AIX
8 2 (0.24%) Amazon Linux
8 2 (0.24%) Ubuntu
9 1 (0.12%) Oracle Linux
9 1 (0.12%) VMS
Processes & Methodologies
1 381 (46.18%) Agile
2 309 (37.45%) DevOps
3 199 (24.12%) Software Engineering
4 190 (23.03%) CI/CD
5 150 (18.18%) OO
6 135 (16.36%) TDD
7 134 (16.24%) OOP
8 125 (15.15%) Test Automation
9 116 (14.06%) Scrum
10 108 (13.09%) Functional Programming
11 106 (12.85%) Platform Engineering
12 97 (11.76%) Configuration Management
12 97 (11.76%) Problem-Solving
13 83 (10.06%) Analytics
14 77 (9.33%) BDD
15 76 (9.21%) Continuous Integration
16 74 (8.97%) Data Science
16 74 (8.97%) Infrastructure as Code
17 66 (8.00%) Continuous Delivery
18 65 (7.88%) Mentoring
Programming Languages
1 393 (47.64%) Java
2 299 (36.24%) JavaScript
3 249 (30.18%) C#
4 173 (20.97%) SQL
5 125 (15.15%) Ruby
6 120 (14.55%) Go
7 81 (9.82%) Bash
7 81 (9.82%) C++
8 74 (8.97%) Scala
9 66 (8.00%) Kotlin
10 55 (6.67%) R
11 49 (5.94%) Shell Script
12 48 (5.82%) Perl
13 45 (5.45%) C
14 41 (4.97%) PHP
15 34 (4.12%) MATLAB
15 34 (4.12%) PowerShell
16 22 (2.67%) T-SQL
17 18 (2.18%) TypeScript
18 12 (1.45%) AWK
Qualifications
1 107 (12.97%) CIW
1 107 (12.97%) OCA
1 107 (12.97%) OCP
1 107 (12.97%) Oracle Certification
2 76 (9.21%) Degree
3 39 (4.73%) Security Cleared
4 33 (4.00%) PhD
5 32 (3.88%) AWS Certification
6 29 (3.52%) SC Cleared
7 19 (2.30%) Computer Science Degree
8 10 (1.21%) Cisco Certification
9 9 (1.09%) CCNA
10 7 (0.85%) Network+ Certification
11 6 (0.73%) Master's Degree
12 5 (0.61%) CompTIA Security+
12 5 (0.61%) ISTQB
12 5 (0.61%) ISTQB Foundation Certification
13 4 (0.48%) SSCP
14 2 (0.24%) HNC
15 1 (0.12%) PMI Certification
Quality Assurance & Compliance
1 35 (4.24%) QA
2 34 (4.12%) Data Quality
3 32 (3.88%) Accessibility
4 10 (1.21%) ISO/IEC 27001
5 9 (1.09%) ISO 9001
6 2 (0.24%) GDPR
6 2 (0.24%) Sarbanes-Oxley
6 2 (0.24%) SLA
7 1 (0.12%) PCI DSS
System Software
1 237 (28.73%) Docker
2 26 (3.15%) Firmware
3 13 (1.58%) Active Directory
4 8 (0.97%) VMware Infrastructure
5 4 (0.48%) iptables
5 4 (0.48%) Snort
6 2 (0.24%) Apache Flume
6 2 (0.24%) Apache ZooKeeper
6 2 (0.24%) NFS
6 2 (0.24%) vSphere
6 2 (0.24%) XenApp
7 1 (0.12%) Postfix
7 1 (0.12%) Virtual Machines
7 1 (0.12%) Virtual Servers
Systems Management
1 202 (24.48%) Kubernetes
2 178 (21.58%) Terraform
3 95 (11.52%) Puppet
4 93 (11.27%) Ansible
5 79 (9.58%) Opscode Chef
6 24 (2.91%) Cobbler
7 9 (1.09%) Rancher
8 5 (0.61%) Consul
8 5 (0.61%) Kibana
8 5 (0.61%) Microsoft Intune
9 2 (0.24%) Active Directory Federation Services
9 2 (0.24%) Jamf Pro
9 2 (0.24%) Nessus
9 2 (0.24%) QRadar
9 2 (0.24%) vCenter Server
10 1 (0.12%) Grafana
10 1 (0.12%) Nagios
10 1 (0.12%) Perfmon
10 1 (0.12%) Red Hat Satellite
10 1 (0.12%) ZABBIX
Vendors
1 162 (19.64%) Microsoft
2 160 (19.39%) Oracle
3 55 (6.67%) Google
4 48 (5.82%) SaltStack
5 43 (5.21%) Databricks
6 26 (3.15%) Red Hat
7 12 (1.45%) IBM
8 10 (1.21%) Checkmarx
8 10 (1.21%) Twitter
9 8 (0.97%) SAP
9 8 (0.97%) VMware
10 6 (0.73%) Cisco
11 5 (0.61%) Salesforce.com
12 4 (0.48%) Atlassian
12 4 (0.48%) Hyperion
12 4 (0.48%) New Relic
12 4 (0.48%) Sitecore
13 3 (0.36%) AppDynamics
13 3 (0.36%) Palo Alto
13 3 (0.36%) ServiceNow