Period
to 14 November 2019

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 14 November 2019 with a comparison to the same period in the previous 2 years.

Python
England > Yorkshire
6 months to
14 Nov 2019
Same period 2018 Same period 2017
Rank 17 33 41
Rank change year-on-year +16 +8 +23
Permanent jobs citing Python 621 607 547
As % of all permanent IT jobs advertised in Yorkshire 9.06% 7.21% 5.53%
As % of the Programming Languages category 18.70% 13.51% 10.61%
Number of salaries quoted 400 498 442
Yorkshire median annual salary £50,000 £45,000 £50,000
Median salary % change year-on-year +11.11% -10.00% +25.00%
10th Percentile £31,950 £31,250 £31,800
90th Percentile £71,250 £72,875 £61,250
England median annual salary £62,500 £60,000 £55,000
% change year-on-year +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 3,320 4,494 5,157
As % of all permanent IT jobs advertised in Yorkshire 48.42% 53.36% 52.16%
Number of salaries quoted 2,744 3,767 4,447
Yorkshire median annual salary £45,000 £42,500 £41,500
Median salary % change year-on-year +5.88% +2.41% +3.75%
10th Percentile £27,484 £27,750 £26,750
90th Percentile £63,750 £59,660 £60,000
England median annual salary £52,500 £52,500 £50,000
% change year-on-year - +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 14 November 2019.

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 14 November 2019. 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 +4 359 £51,500 +8.42% 78
North Yorkshire +19 199 £45,000 +5.88% 16
South Yorkshire +4 62 £42,500 -10.53% 15
East Yorkshire +2 1 £35,000 -30.00% 2
Python
England

For the 6 months to 14 November 2019, 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.

1 293 (47.18%) Linux
2 220 (35.43%) Agile Software Development
3 213 (34.30%) Bash Shell
4 209 (33.66%) Java
5 201 (32.37%) Unix
6 198 (31.88%) Perl
7 174 (28.02%) Cisco
8 170 (27.38%) Firewall
9 168 (27.05%) Service Delivery
9 168 (27.05%) Cisco Certification
10 167 (26.89%) BGP
10 167 (26.89%) AWS
11 166 (26.73%) DNS
12 165 (26.57%) CCNP
12 165 (26.57%) Fortinet
12 165 (26.57%) FortiGate
13 164 (26.41%) Cisco ASA
13 164 (26.41%) MPLS
14 163 (26.25%) OSPF
15 162 (26.09%) Nagios
16 161 (25.93%) VPN
16 161 (25.93%) NetScaler
17 160 (25.76%) IPsec
18 158 (25.44%) ISO/IEC 27001
18 158 (25.44%) Product Management
19 157 (25.28%) Network Management
19 157 (25.28%) Network Security
19 157 (25.28%) CCNA
19 157 (25.28%) ISO 9001
19 157 (25.28%) DevOps

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 (8.21%) Apache Spark
2 17 (2.74%) Apache
2 17 (2.74%) CMS
2 17 (2.74%) Elasticsearch
3 15 (2.42%) nginx
4 14 (2.25%) Confluence
4 14 (2.25%) OpenStack
5 11 (1.77%) SAS
6 6 (0.97%) SharePoint
6 6 (0.97%) Sitecore CMS
6 6 (0.97%) Tomcat
7 4 (0.64%) Jetty
8 3 (0.48%) IIS
9 2 (0.32%) PowerExchange
10 1 (0.16%) BizTalk Server
10 1 (0.16%) Drupal
10 1 (0.16%) JBoss
10 1 (0.16%) WebLogic Portal
10 1 (0.16%) WordPress
Applications
1 9 (1.45%) Chatbot
2 8 (1.29%) MS Visio
3 5 (0.81%) Microsoft Excel
4 4 (0.64%) Microsoft Office
4 4 (0.64%) Microsoft PowerPoint
5 1 (0.16%) Adobe Illustrator
5 1 (0.16%) InDesign
5 1 (0.16%) Photoshop
5 1 (0.16%) SPSS
Business Applications
1 1 (0.16%) Payment Gateway
Cloud Services
1 167 (26.89%) AWS
2 80 (12.88%) Azure
3 54 (8.70%) GCP
4 15 (2.42%) GitHub
5 13 (2.09%) Office 365
6 11 (1.77%) PaaS
6 11 (1.77%) SaaS
7 10 (1.61%) IaaS
7 10 (1.61%) Serverless
8 8 (1.29%) Amazon EMR
8 8 (1.29%) AWS CloudFormation
8 8 (1.29%) Azure Stack
8 8 (1.29%) G Suite
8 8 (1.29%) IBM Cloud
9 6 (0.97%) AWS Lambda
9 6 (0.97%) Power Platform
10 4 (0.64%) Amazon Kinesis
11 3 (0.48%) Cloud Computing
11 3 (0.48%) Google Sheets
12 2 (0.32%) Amazon SageMaker
Communications & Networking
1 170 (27.38%) Firewall
2 167 (26.89%) BGP
3 166 (26.73%) DNS
4 164 (26.41%) Cisco ASA
4 164 (26.41%) MPLS
5 163 (26.25%) OSPF
6 161 (25.93%) NetScaler
6 161 (25.93%) VPN
7 160 (25.76%) IPsec
8 157 (25.28%) Network Security
9 154 (24.80%) SMTP
10 152 (24.48%) ADSL
10 152 (24.48%) Broadband
10 152 (24.48%) Cisco Nexus
10 152 (24.48%) RIP
10 152 (24.48%) WAN
11 16 (2.58%) Internet
12 14 (2.25%) SAN
13 12 (1.93%) TCP/IP
14 10 (1.61%) Wireless
Database & Business Intelligence
1 47 (7.57%) Big Data
2 46 (7.41%) Hadoop
3 34 (5.48%) PostgreSQL
4 33 (5.31%) NoSQL
5 32 (5.15%) SQL Server
6 26 (4.19%) MySQL
7 23 (3.70%) Apache Hive
8 19 (3.06%) Data Warehouse
8 19 (3.06%) MongoDB
8 19 (3.06%) Redis
9 17 (2.74%) Apache Cassandra
10 12 (1.93%) Data Lake
11 10 (1.61%) HBase
11 10 (1.61%) Riak
11 10 (1.61%) SQL Server Integration Services
11 10 (1.61%) Sqoop
12 8 (1.29%) Amazon DynamoDB
12 8 (1.29%) DB2
12 8 (1.29%) GIS
12 8 (1.29%) SQL Server Reporting Services
Development Applications
1 86 (13.85%) Jenkins
2 71 (11.43%) Selenium
3 58 (9.34%) Git (software)
4 38 (6.12%) WebDriver
5 35 (5.64%) JIRA
5 35 (5.64%) SpecFlow
6 28 (4.51%) Maven
7 25 (4.03%) Subversion
8 23 (3.70%) Cucumber
9 21 (3.38%) Gatling
10 19 (3.06%) Atlassian Bamboo
10 19 (3.06%) SoapUI
11 17 (2.74%) JUnit
12 16 (2.58%) Appium
13 15 (2.42%) GitLab
14 14 (2.25%) JMeter
14 14 (2.25%) Ranorex
15 13 (2.09%) Mercurial
16 12 (1.93%) NeoLoad
16 12 (1.93%) WATIR
General
1 75 (12.08%) Finance
2 72 (11.59%) Telecoms
3 32 (5.15%) Retail
4 22 (3.54%) Marketing
5 13 (2.09%) Manufacturing
6 9 (1.45%) Banking
7 7 (1.13%) Public Sector
8 6 (0.97%) Online Betting
9 4 (0.64%) Advertising
9 4 (0.64%) Law
10 3 (0.48%) Games
11 2 (0.32%) Pharmaceutical
11 2 (0.32%) Publishing
12 1 (0.16%) Financial Institution
12 1 (0.16%) Legal
12 1 (0.16%) Multimedia
Job Titles
1 152 (24.48%) Network Engineer
2 126 (20.29%) Network Security Engineer
2 126 (20.29%) Security Engineer
3 117 (18.84%) Developer
4 104 (16.75%) Cisco Engineer
4 104 (16.75%) Cisco Network Engineer
4 104 (16.75%) Cisco Security Engineer
5 72 (11.59%) DevOps Engineer
6 34 (5.48%) Analyst
6 34 (5.48%) Software Developer
6 34 (5.48%) Software Engineer
7 29 (4.67%) AWS Engineer
7 29 (4.67%) Data Engineer
8 27 (4.35%) Python Developer
9 26 (4.19%) Linux Engineer
10 23 (3.70%) Architect
11 21 (3.38%) AWS DevOps
11 21 (3.38%) AWS DevOps Engineer
12 20 (3.22%) Automation Test Analyst
12 20 (3.22%) Test Analyst
Libraries, Frameworks & Software Standards
1 62 (9.98%) .NET
2 37 (5.96%) Node.js
3 36 (5.80%) Spring
4 35 (5.64%) CSS
5 34 (5.48%) Web Services
6 26 (4.19%) Kafka
7 22 (3.54%) ASP.NET
8 21 (3.38%) HTML
9 20 (3.22%) jQuery
9 20 (3.22%) RabbitMQ
10 19 (3.06%) REST
11 17 (2.74%) Hibernate
12 15 (2.42%) React
13 14 (2.25%) JSON
14 12 (1.93%) CSS3
14 12 (1.93%) HTML5
14 12 (1.93%) Spring Boot
15 9 (1.45%) JDBC
15 9 (1.45%) XML
16 8 (1.29%) J2EE
Miscellaneous
1 155 (24.96%) Management Information System
2 38 (6.12%) Analytical Skills
3 25 (4.03%) Public Cloud
4 24 (3.86%) Mobile App
5 23 (3.70%) Greenfield Project
6 14 (2.25%) Hybrid Cloud
7 13 (2.09%) Data Centre
7 13 (2.09%) Enterprise Software
8 12 (1.93%) Algorithms
9 11 (1.77%) Self-Motivation
10 10 (1.61%) Linux Command Line
10 10 (1.61%) Private Cloud
11 7 (1.13%) Embedded Systems
12 4 (0.64%) Clustering
12 4 (0.64%) FMCG
12 4 (0.64%) Life Science
12 4 (0.64%) Video on Demand
12 4 (0.64%) Video\Live Streaming
13 3 (0.48%) Derivative
13 3 (0.48%) Field-Programmable Gate Array
Operating Systems
1 293 (47.18%) Linux
2 201 (32.37%) Unix
3 51 (8.21%) Windows
4 14 (2.25%) Android
5 13 (2.09%) Red Hat Enterprise Linux
6 8 (1.29%) CatOS
6 8 (1.29%) Windows 7
6 8 (1.29%) Windows 8
7 4 (0.64%) CentOS
7 4 (0.64%) Solaris
8 3 (0.48%) Windows Server
9 2 (0.32%) Ubuntu
10 1 (0.16%) Apple iOS
10 1 (0.16%) Debian
10 1 (0.16%) SUSE
Processes & Methodologies
1 220 (35.43%) Agile Software Development
2 168 (27.05%) Service Delivery
3 158 (25.44%) Product Management
4 157 (25.28%) DevOps
4 157 (25.28%) Network Management
5 156 (25.12%) Change Control
6 152 (24.48%) Network Design
7 107 (17.23%) Test Automation
8 95 (15.30%) Scrum
9 75 (12.08%) Continuous Integration
10 71 (11.43%) Software Engineering
11 64 (10.31%) Configuration Management
12 60 (9.66%) Analytics
13 55 (8.86%) Mentoring
14 52 (8.37%) TDD
15 48 (7.73%) Data Science
16 45 (7.25%) BDD
17 44 (7.09%) Continuous Improvement
18 39 (6.28%) Microservices
19 38 (6.12%) Software Delivery
Programming Languages
1 213 (34.30%) Bash Shell
2 209 (33.66%) Java
3 198 (31.88%) Perl
4 137 (22.06%) C#
5 124 (19.97%) SQL
6 120 (19.32%) Ruby
7 91 (14.65%) JavaScript
8 76 (12.24%) PHP
9 55 (8.86%) Scala
10 37 (5.96%) C++
11 36 (5.80%) C
12 28 (4.51%) PowerShell
13 22 (3.54%) R
14 20 (3.22%) Go
14 20 (3.22%) Objective-C
15 18 (2.90%) Java 8
16 16 (2.58%) Shell Script
17 13 (2.09%) Groovy
18 12 (1.93%) T-SQL
19 9 (1.45%) PL/SQL
Qualifications
1 168 (27.05%) Cisco Certification
2 165 (26.57%) CCNP
3 157 (25.28%) CCNA
4 28 (4.51%) Degree
5 10 (1.61%) Computer Science Degree
6 6 (0.97%) Master's Degree
6 6 (0.97%) Postgraduate
7 5 (0.81%) OSCP
7 5 (0.81%) PhD
8 4 (0.64%) CREST Certified
9 3 (0.48%) Citrix Certification
10 2 (0.32%) AWS Certification
10 2 (0.32%) ISEB
10 2 (0.32%) OSCE
10 2 (0.32%) PMI Certification
10 2 (0.32%) Security Cleared
10 2 (0.32%) Tigerscheme
11 1 (0.16%) GPEN
11 1 (0.16%) GWAPT
11 1 (0.16%) LPIC
Quality Assurance & Compliance
1 158 (25.44%) ISO/IEC 27001
2 157 (25.28%) ISO 9001
3 20 (3.22%) QA
4 4 (0.64%) Data Quality
4 4 (0.64%) PCI DSS
5 3 (0.48%) Actionable Recommendations
6 2 (0.32%) Cyber Essentials
6 2 (0.32%) GDPR
6 2 (0.32%) IFRS
6 2 (0.32%) IFRS 9
7 1 (0.16%) GMP
7 1 (0.16%) NIST
7 1 (0.16%) SLA
System Software
1 116 (18.68%) Docker
2 14 (2.25%) HDFS
3 10 (1.61%) VMware Infrastructure
4 9 (1.45%) Virtual Machines
5 7 (1.13%) Hyper-V
5 7 (1.13%) KVM
6 6 (0.97%) Active Directory
6 6 (0.97%) Apache Flume
7 3 (0.48%) Xen
8 1 (0.16%) NFS
Systems Management
1 165 (26.57%) FortiGate
2 162 (26.09%) Nagios
3 102 (16.43%) Ansible
4 84 (13.53%) Opscode Chef
5 81 (13.04%) Puppet
6 77 (12.40%) Kubernetes
7 68 (10.95%) Terraform
8 12 (1.93%) RANCID
9 8 (1.29%) Cobbler
10 7 (1.13%) Icinga
10 7 (1.13%) NetBackup
10 7 (1.13%) Opsview
10 7 (1.13%) Tivoli
11 6 (0.97%) Oozie
12 5 (0.81%) Packer
12 5 (0.81%) Prometheus
13 4 (0.64%) Consul
13 4 (0.64%) Docker Swarm
13 4 (0.64%) Grafana
13 4 (0.64%) Graphite
Vendors
1 174 (28.02%) Cisco
2 165 (26.57%) Fortinet
3 137 (22.06%) Palo Alto
4 48 (7.73%) Oracle
5 36 (5.80%) Google
6 26 (4.19%) Microsoft
7 24 (3.86%) VMware
8 14 (2.25%) CheckPoint
8 14 (2.25%) Tableau
9 13 (2.09%) Citrix
9 13 (2.09%) Juniper
10 12 (1.93%) Huawei
10 12 (1.93%) Meraki
11 10 (1.61%) Cloudera
11 10 (1.61%) OutSystems
12 9 (1.45%) Draytek
13 8 (1.29%) IBM
13 8 (1.29%) Informatica
14 7 (1.13%) EnterpriseDB
14 7 (1.13%) NetApp