Period
to 21 January 2021

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 21 January 2021 with a comparison to the same period in the previous 2 years.

Python
England > Yorkshire
6 months to
21 Jan 2021
Same period 2020 Same period 2019
Rank 12 24 34
Rank change year-on-year +12 +10 +15
Permanent jobs citing Python 488 458 495
As % of all permanent jobs advertised in Yorkshire 12.83% 7.47% 6.69%
As % of the Programming Languages category 23.56% 15.61% 12.99%
Number of salaries quoted 509 396 425
Median annual salary £55,000 £50,000 £48,000
Median salary % change year-on-year +10.00% +4.17% -4.00%
10th Percentile £42,500 £29,500 £30,000
90th Percentile £68,750 £70,000 £70,000
England median annual salary £65,000 £64,500 £60,000
% change year-on-year +0.78% +7.50% +4.35%

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 2,071 2,934 3,812
As % of all permanent IT jobs advertised in Yorkshire 54.46% 47.88% 51.55%
Number of salaries quoted 1,786 2,566 3,216
Median annual salary £47,500 £45,000 £43,000
Median salary % change year-on-year +5.56% +4.65% +2.38%
10th Percentile £32,000 £27,500 £28,750
90th Percentile £65,000 £64,750 £60,000
England median annual salary £57,500 £55,000 £52,500
% change year-on-year +4.55% +4.76% +5.00%

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 21 January 2021.

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 21 January 2021. 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 +11 299 £55,000 +6.80% 49
South Yorkshire +21 109 £57,500 +27.78% 18
North Yorkshire +11 42 £47,500 +11.76% 9
Python
England

For the 6 months to 21 January 2021, 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.

1 235 (48.16%) Java
2 230 (47.13%) AWS
3 211 (43.24%) Agile Software Development
4 208 (42.62%) SQL
5 196 (40.16%) C#
6 175 (35.86%) DevOps
7 174 (35.66%) JavaScript
8 170 (34.84%) Software Engineering
9 153 (31.35%) Docker
10 149 (30.53%) Terraform
11 141 (28.89%) Kubernetes
12 122 (25.00%) Azure
13 118 (24.18%) Go
13 118 (24.18%) Ruby
14 111 (22.75%) Jenkins
15 103 (21.11%) Configuration Management
16 101 (20.70%) NoSQL
16 101 (20.70%) Infrastructure as Code
17 97 (19.88%) Linux
18 95 (19.47%) C++
19 93 (19.06%) Node.js
20 92 (18.85%) Puppet
21 90 (18.44%) Degree
21 90 (18.44%) PostgreSQL
22 89 (18.24%) Big Data
23 86 (17.62%) Opscode Chef
24 84 (17.21%) Ansible
24 84 (17.21%) TDD
25 82 (16.80%) AWS CloudFormation
26 80 (16.39%) Problem-Solving

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 40 (8.20%) Elasticsearch
2 34 (6.97%) nginx
3 25 (5.12%) Apache Spark
4 10 (2.05%) Apache
5 9 (1.84%) SAS
6 6 (1.23%) Jupyter
7 4 (0.82%) Oracle HTTP Server
7 4 (0.82%) Oracle SOA Suite
7 4 (0.82%) WebLogic
8 3 (0.61%) Apache Synapse
8 3 (0.61%) SharePoint
9 2 (0.41%) CMS
9 2 (0.41%) Confluence
9 2 (0.41%) Sitecore CMS
10 1 (0.20%) Apache Airflow
10 1 (0.20%) Luigi
Applications
1 1 (0.20%) Microsoft Excel
Cloud Services
1 230 (47.13%) AWS
2 122 (25.00%) Azure
3 82 (16.80%) AWS CloudFormation
4 75 (15.37%) Pulumi
5 65 (13.32%) GCP
6 45 (9.22%) Amazon EKS
7 36 (7.38%) Datadog
8 34 (6.97%) Serverless
9 19 (3.89%) AWS Lambda
10 14 (2.87%) Power Platform
11 10 (2.05%) PaaS
12 9 (1.84%) Azure Data Factory
13 8 (1.64%) Amazon EC2
14 6 (1.23%) Amazon ELB
14 6 (1.23%) DigitalOcean
15 5 (1.02%) Amazon CloudWatch
15 5 (1.02%) Amazon SQS
15 5 (1.02%) AWS CodePipeline
15 5 (1.02%) GitHub
15 5 (1.02%) SaaS
Communications & Networking
1 30 (6.15%) Wi-Fi
2 29 (5.94%) Wireless
3 24 (4.92%) HTTP
4 21 (4.30%) TCP/IP
5 20 (4.10%) STUN
6 19 (3.89%) Broadband
6 19 (3.89%) Ethernet
7 18 (3.69%) 802.11
8 17 (3.48%) HTTPS
8 17 (3.48%) MQTT
8 17 (3.48%) Wireshark
9 11 (2.25%) DVB
9 11 (2.25%) MIMO
10 5 (1.02%) DNS
11 4 (0.82%) Firewall
12 3 (0.61%) FTP
12 3 (0.61%) Internet
12 3 (0.61%) MPLS
12 3 (0.61%) RTP
12 3 (0.61%) VPN
Database & Business Intelligence
1 101 (20.70%) NoSQL
2 90 (18.44%) PostgreSQL
3 89 (18.24%) Big Data
4 72 (14.75%) Redis
5 44 (9.02%) Azure SQL Database
6 42 (8.61%) MongoDB
6 42 (8.61%) MySQL
7 36 (7.38%) Cosmos DB
7 36 (7.38%) MariaDB
8 31 (6.35%) Data Warehouse
9 30 (6.15%) Data Lake
10 19 (3.89%) BigQuery
11 17 (3.48%) SQL Server
11 17 (3.48%) SQL Server Integration Services
12 16 (3.28%) Hadoop
13 15 (3.07%) Amazon Redshift
14 12 (2.46%) Amazon DynamoDB
14 12 (2.46%) HBase
15 11 (2.25%) Power BI
16 10 (2.05%) CloverETL
Development Applications
1 111 (22.75%) Jenkins
2 55 (11.27%) Git (software)
3 36 (7.38%) Team Foundation Server
4 32 (6.56%) Subversion
5 30 (6.15%) Selenium
6 24 (4.92%) Mercurial
7 19 (3.89%) JIRA
7 19 (3.89%) WebDriver
8 17 (3.48%) TeamCity
9 16 (3.28%) Maven
10 15 (3.07%) SoapUI
11 11 (2.25%) Cucumber
12 7 (1.43%) Visual Studio
13 6 (1.23%) JMeter
14 5 (1.02%) Appium
14 5 (1.02%) Bitbucket
14 5 (1.02%) GitLab
14 5 (1.02%) Newman
14 5 (1.02%) Postman
15 4 (0.82%) GCC
General
1 23 (4.71%) Public Sector
2 22 (4.51%) Finance
3 21 (4.30%) Marketing
3 21 (4.30%) Telecoms
4 16 (3.28%) Games
5 10 (2.05%) Retail
6 5 (1.02%) Publishing
7 2 (0.41%) Electronics
7 2 (0.41%) Manufacturing
8 1 (0.20%) Pharmaceutical
Job Titles
1 148 (30.33%) Software Engineer
2 113 (23.16%) DevOps Engineer
3 67 (13.73%) Developer
4 53 (10.86%) AWS Engineer
5 48 (9.84%) AWS DevOps
5 48 (9.84%) AWS DevOps Engineer
6 44 (9.02%) Azure Engineer
7 41 (8.40%) Azure DevOps Engineer
7 41 (8.40%) Python Engineer
8 40 (8.20%) Data Engineer
9 39 (7.99%) Azure DevOps
10 33 (6.76%) Python Software Engineer
11 31 (6.35%) Python Developer
12 29 (5.94%) Wireless Engineer
13 15 (3.07%) Network Engineer
14 13 (2.66%) Test Engineer
15 12 (2.46%) Broadband Engineer
15 12 (2.46%) Customer Engineer
15 12 (2.46%) Systems Engineer
15 12 (2.46%) Wireless Network Engineer
Libraries, Frameworks & Software Standards
1 93 (19.06%) Node.js
2 34 (6.97%) RabbitMQ
3 33 (6.76%) AngularJS
4 31 (6.35%) .NET
4 31 (6.35%) Vue.js
5 25 (5.12%) Kafka
6 18 (3.69%) 802.1X
7 17 (3.48%) Web Services
7 17 (3.48%) XMPP
8 11 (2.25%) CSS
8 11 (2.25%) HTML
8 11 (2.25%) Pandas
8 11 (2.25%) React
9 10 (2.05%) Gherkin
10 8 (1.64%) YAML
11 7 (1.43%) HTML5
11 7 (1.43%) Spring
12 5 (1.02%) CSS3
12 5 (1.02%) Django
12 5 (1.02%) Spring Boot
Miscellaneous
1 39 (7.99%) Enterprise Cloud
2 36 (7.38%) Linux Command Line
3 25 (5.12%) Analytical Skills
4 12 (2.46%) Algorithms
4 12 (2.46%) Cloud Native
5 11 (2.25%) Field-Programmable Gate Array
5 11 (2.25%) Management Information System
6 9 (1.84%) Greenfield Project
7 8 (1.64%) Self-Motivation
8 7 (1.43%) Xbox
9 5 (1.02%) Mobile App
10 4 (0.82%) User Experience
11 3 (0.61%) Enterprise Software
11 3 (0.61%) Hybrid Cloud
12 2 (0.41%) Data Structures
13 1 (0.20%) Cyberthreat
13 1 (0.20%) Internet of Things
13 1 (0.20%) Public Cloud
13 1 (0.20%) Video\Live Streaming
13 1 (0.20%) Virtual Team
Operating Systems
1 97 (19.88%) Linux
2 20 (4.10%) Windows
3 14 (2.87%) Red Hat Enterprise Linux
4 5 (1.02%) Mac OS X
5 4 (0.82%) Windows 10
6 3 (0.61%) Ubuntu
6 3 (0.61%) Windows Server
6 3 (0.61%) Windows Server 2019
7 1 (0.20%) Android
7 1 (0.20%) Apple iOS
Processes & Methodologies
1 211 (43.24%) Agile Software Development
2 175 (35.86%) DevOps
3 170 (34.84%) Software Engineering
4 103 (21.11%) Configuration Management
5 101 (20.70%) Infrastructure as Code
6 84 (17.21%) TDD
7 80 (16.39%) Problem-Solving
8 67 (13.73%) Analytics
8 67 (13.73%) Mathematics
9 66 (13.52%) Continuous Integration
10 63 (12.91%) Test Automation
11 51 (10.45%) Deployment Automation
12 49 (10.04%) Unit Testing
13 36 (7.38%) SOLID
13 36 (7.38%) Web Application Development
14 34 (6.97%) Computer Science
14 34 (6.97%) Machine Learning
15 33 (6.76%) OOP
16 31 (6.35%) Validation
17 30 (6.15%) Don't repeat yourself (DRY)
Programming Languages
1 235 (48.16%) Java
2 208 (42.62%) SQL
3 196 (40.16%) C#
4 174 (35.66%) JavaScript
5 118 (24.18%) Go
5 118 (24.18%) Ruby
6 95 (19.47%) C++
7 70 (14.34%) Bash Shell
8 59 (12.09%) PHP
9 49 (10.04%) PowerShell
10 46 (9.43%) R
11 38 (7.79%) Scala
12 37 (7.58%) Groovy
12 37 (7.58%) TypeScript
13 35 (7.17%) C
14 31 (6.35%) Kotlin
15 11 (2.25%) MATLAB
16 4 (0.82%) CoffeeScript
16 4 (0.82%) Perl
17 3 (0.61%) Objective-C
Qualifications
1 90 (18.44%) Degree
2 67 (13.73%) Numerate Degree
3 36 (7.38%) AWS Certification
4 17 (3.48%) PhD
5 11 (2.25%) Security Cleared
6 7 (1.43%) SC Cleared
7 3 (0.61%) CCNP
7 3 (0.61%) Cisco Certification
7 3 (0.61%) Computer Science Degree
7 3 (0.61%) JNCIP
8 1 (0.20%) PMI Certification
8 1 (0.20%) Postgraduate
Quality Assurance & Compliance
1 10 (2.05%) QA
2 3 (0.61%) ISO/IEC 27001
3 2 (0.41%) Data Quality
3 2 (0.41%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
3 2 (0.41%) ISO/IEC 27005
3 2 (0.41%) NCSC
3 2 (0.41%) SLA
4 1 (0.20%) ISO 22301
System Software
1 153 (31.35%) Docker
2 11 (2.25%) Firmware
3 9 (1.84%) HDFS
4 7 (1.43%) Microcode
5 5 (1.02%) VMware Infrastructure
6 3 (0.61%) FreeRADIUS
6 3 (0.61%) Kamailio
7 1 (0.20%) Active Directory
Systems Management
1 149 (30.53%) Terraform
2 141 (28.89%) Kubernetes
3 92 (18.85%) Puppet
4 86 (17.62%) Opscode Chef
5 84 (17.21%) Ansible
6 36 (7.38%) Grafana
6 36 (7.38%) Prometheus
7 17 (3.48%) Graylog
7 17 (3.48%) Kibana
8 7 (1.43%) Graphite
8 7 (1.43%) Hadoop YARN
8 7 (1.43%) Nagios
8 7 (1.43%) Opsview
9 5 (1.02%) HP Quality Center
10 3 (0.61%) FortiGate
10 3 (0.61%) Packer
10 3 (0.61%) SCCM
11 2 (0.41%) Oozie
11 2 (0.41%) Red Hat Satellite
12 1 (0.20%) Microsoft Intune
Vendors
1 75 (15.37%) SaltStack
2 36 (7.38%) New Relic
3 30 (6.15%) Microsoft
4 24 (4.92%) Databricks
5 15 (3.07%) Google
6 11 (2.25%) Splunk
7 9 (1.84%) Oracle
8 7 (1.43%) VMware
9 6 (1.23%) Dynatrace
9 6 (1.23%) Red Hat
10 3 (0.61%) Apple
10 3 (0.61%) Atlassian
10 3 (0.61%) Cisco
10 3 (0.61%) Juniper
10 3 (0.61%) Perforce
10 3 (0.61%) SAP
10 3 (0.61%) Sony
11 2 (0.41%) OutSystems
11 2 (0.41%) ServiceNow
11 2 (0.41%) Sitecore