Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 22 July 2017

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 22 July 2017 with a comparison to the same period in the previous 2 years.

Python
England > Yorkshire
6 months to
22 Jul 2017		 Same period 2016 Same period 2015
Rank 43 51 95
Rank change year-on-year +8 +44 +96
Permanent jobs citing Python 616 582 410
As % of all permanent IT jobs advertised in Yorkshire 5.77% 4.88% 2.88%
As % of the Programming Languages category 10.37% 9.49% 5.56%
Number of salaries quoted 510 467 360
Yorkshire median annual salary £50,001 £42,500 £40,000
Median salary % change year-on-year +17.65% +6.25% +6.67%
10th Percentile £31,000 £29,750 £22,500
90th Percentile £62,500 £58,000 £57,500
England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

Python is in the programming language skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Yorkshire with a requirement for programming language skills.

Programming Language Skills
Yorkshire
Permanent job vacancies with a requirement for programming language skills 5943 6136 7374
As % of all permanent IT job vacancies advertised in Yorkshire 55.66% 51.49% 51.78%
Number of salaries quoted 5182 5202 6271
Yorkshire median annual salary £40,000 £40,000 £39,000
Median salary % change year-on-year - +2.56% +4.00%
10th Percentile £26,750 £26,250 £25,750
90th Percentile £60,000 £56,250 £55,000
England median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

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 22 July 2017.

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 22 July 2017. 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 +5 378 £50,000 +17.65% 43
South Yorkshire +10 147 £57,500 +53.33% 7
North Yorkshire +14 74 £45,000 - 9
East Yorkshire -11 4 £37,500 +9.49%
Python
England

For the 6 months to 22 July 2017, IT jobs citing Python also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Yorkshire region with a requirement for Python.

1 346 (56.17%) Java
2 309 (50.16%) Agile Software Development
3 281 (45.62%) Linux
4 276 (44.81%) Ruby
5 233 (37.82%) SQL
6 232 (37.66%) JavaScript
7 183 (29.71%) DevOps
8 181 (29.38%) HTML
9 178 (28.90%) Bash Shell
10 177 (28.73%) Oracle
11 161 (26.14%) Software Engineering
12 156 (25.32%) Puppet
13 148 (24.03%) Git (software)
14 144 (23.38%) Amazon AWS
15 137 (22.24%) Opscode Chef
16 125 (20.29%) C++
16 125 (20.29%) Scrum
17 124 (20.13%) CSS
18 117 (18.99%) C#
18 117 (18.99%) PHP
19 106 (17.21%) Test Automation
20 105 (17.05%) Configuration Management
21 103 (16.72%) Continuous Integration
22 101 (16.40%) Windows
23 100 (16.23%) Jenkins
24 97 (15.75%) OO
25 95 (15.42%) Ansible
26 93 (15.10%) Unix
26 93 (15.10%) TDD
27 87 (14.12%) Scala

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 72 (11.69%) OpenStack
2 61 (9.90%) CloudStack
3 28 (4.55%) Tomcat
4 26 (4.22%) JBoss
5 25 (4.06%) WebLogic
6 19 (3.08%) WebSphere
7 17 (2.76%) Apache
7 17 (2.76%) Jetty
8 15 (2.44%) Apache Spark
9 14 (2.27%) Confluence
10 13 (2.11%) Elasticsearch
11 9 (1.46%) IIS
12 7 (1.14%) Tornado
13 6 (0.97%) SAS
14 4 (0.65%) Apache Solr
15 3 (0.49%) SharePoint
16 2 (0.32%) GeoServer
16 2 (0.32%) nginx
16 2 (0.32%) OpenEdge
17 1 (0.16%) Apache Pig
Applications
1 4 (0.65%) Microsoft Excel
1 4 (0.65%) MS Visio
2 1 (0.16%) SPSS
Business Applications
1 2 (0.32%) Odoo
Cloud Services
1 144 (23.38%) Amazon AWS
2 48 (7.79%) Microsoft Azure
3 26 (4.22%) IaaS
4 19 (3.08%) Google Cloud Platform
5 14 (2.27%) GitHub
6 11 (1.79%) AWS CloudFormation
7 10 (1.62%) SaaS
8 8 (1.30%) Loggly
8 8 (1.30%) PaaS
8 8 (1.30%) Sumo Logic
9 6 (0.97%) Amazon EC2
9 6 (0.97%) G Suite
9 6 (0.97%) Office 365
9 6 (0.97%) Slack
10 5 (0.81%) Amazon S3
11 4 (0.65%) Amazon ELB
11 4 (0.65%) AWS Lambda
12 2 (0.32%) Cloud Computing
12 2 (0.32%) Force.com
13 1 (0.16%) IBM Cloud
Communications & Networking
1 61 (9.90%) Ethernet
2 48 (7.79%) Firewall
3 26 (4.22%) Internet
4 25 (4.06%) Network Security
5 14 (2.27%) TCP/IP
6 12 (1.95%) AMQP
6 12 (1.95%) HTTP
7 7 (1.14%) DNS
7 7 (1.14%) DWDM
8 5 (0.81%) VPN
9 3 (0.49%) SSH
10 2 (0.32%) BGP
10 2 (0.32%) DHCP
10 2 (0.32%) DMZ
10 2 (0.32%) IPsec
10 2 (0.32%) MPLS
10 2 (0.32%) NGN
10 2 (0.32%) OSPF
10 2 (0.32%) SMTP
11 1 (0.16%) PPP
Database & Business Intelligence
1 69 (11.20%) MySQL
2 66 (10.71%) SQL Server
3 47 (7.63%) Riak
4 44 (7.14%) NoSQL
5 32 (5.19%) PostgreSQL
6 31 (5.03%) Oracle Reports
7 30 (4.87%) MongoDB
8 28 (4.55%) Hadoop
9 22 (3.57%) Apache Cassandra
10 21 (3.41%) Relational Database
11 20 (3.25%) Redis
12 17 (2.76%) Big Data
13 13 (2.11%) SQL Server Analysis Services
13 13 (2.11%) SQL Server Integration Services
14 12 (1.95%) Couchbase
15 8 (1.30%) Oracle Database
15 8 (1.30%) RDBMS
16 7 (1.14%) Data Warehouse
16 7 (1.14%) SQL Server Reporting Services
17 6 (0.97%) Apache Hive
Development Applications
1 148 (24.03%) Git (software)
2 100 (16.23%) Jenkins
3 78 (12.66%) Subversion
4 73 (11.85%) JIRA
5 61 (9.90%) Selenium
6 58 (9.42%) Visual Studio
7 50 (8.12%) Cucumber
7 50 (8.12%) Eclipse
8 48 (7.79%) Android Studio
9 44 (7.14%) Maven
10 31 (5.03%) Oracle Forms
11 28 (4.55%) TeamCity
12 26 (4.22%) Vagrant
13 24 (3.90%) Atlassian Bamboo
14 15 (2.44%) Appium
14 15 (2.44%) JBehave
14 15 (2.44%) JUnit
15 14 (2.27%) Ranorex
16 13 (2.11%) JMeter
16 13 (2.11%) SoapUI
General
1 38 (6.17%) Finance
2 25 (4.06%) Games
3 21 (3.41%) Telecoms
4 19 (3.08%) Advertising
5 16 (2.60%) Retail
6 9 (1.46%) Legal
7 8 (1.30%) Banking
8 7 (1.14%) Automotive
9 3 (0.49%) Electronics
10 2 (0.32%) Manufacturing
10 2 (0.32%) Marketing
11 1 (0.16%) Aerospace
11 1 (0.16%) Back Office
Job Titles
1 212 (34.42%) Developer
2 120 (19.48%) DevOps Engineer
3 93 (15.10%) Software Engineer
4 74 (12.01%) Software Developer
5 69 (11.20%) Java Developer
6 49 (7.95%) Linux Engineer
7 48 (7.79%) Platform Engineer
7 48 (7.79%) Python Developer
8 38 (6.17%) Embedded Engineer
8 38 (6.17%) Embedded Software Engineer
9 36 (5.84%) Linux/Unix DevOps
10 34 (5.52%) Analyst
11 32 (5.19%) Linux DevOps Engineer
12 28 (4.55%) Web Developer
13 25 (4.06%) Administrator
13 25 (4.06%) C++ Software Engineer
14 22 (3.57%) AWS DevOps
14 22 (3.57%) Systems Administrator
15 21 (3.41%) Systems Engineer
15 21 (3.41%) Tester
Libraries, Frameworks & Software Standards
1 181 (29.38%) HTML
2 124 (20.13%) CSS
3 72 (11.69%) Web Services
4 61 (9.90%) Node.js
5 59 (9.58%) .NET
6 57 (9.25%) Spring
7 44 (7.14%) AngularJS
8 34 (5.52%) RESTful
9 31 (5.03%) Spring Boot
10 29 (4.71%) Django
10 29 (4.71%) jQuery
11 26 (4.22%) React
12 25 (4.06%) Hibernate
12 25 (4.06%) Kafka
12 25 (4.06%) RabbitMQ
13 24 (3.90%) HTML5
14 19 (3.08%) CSS3
15 17 (2.76%) Ruby on Rails
15 17 (2.76%) XML
16 16 (2.60%) Apache Camel
Miscellaneous
1 47 (7.63%) Computer Science
2 26 (4.22%) NHS
3 15 (2.44%) Analytical Skills
3 15 (2.44%) Fintech
4 14 (2.27%) Data Centre
5 13 (2.11%) Streaming Video
6 10 (1.62%) Greenfield Project
6 10 (1.62%) Public Cloud
7 7 (1.14%) Algorithms
7 7 (1.14%) Social Media
8 6 (0.97%) Enterprise Software
9 5 (0.81%) User Experience
10 4 (0.65%) Raspberry Pi
10 4 (0.65%) Robotics
11 3 (0.49%) Management Information System
11 3 (0.49%) Mobile App
12 2 (0.32%) Enterprise Cloud
12 2 (0.32%) Hybrid Cloud
12 2 (0.32%) Internet of Things
13 1 (0.16%) Private Cloud
Operating Systems
1 281 (45.62%) Linux
2 101 (16.40%) Windows
3 93 (15.10%) Unix
4 60 (9.74%) Red Hat Enterprise Linux
5 55 (8.93%) Android
6 49 (7.95%) Embedded Linux
6 49 (7.95%) Windows Embedded Compact
7 27 (4.38%) Debian
8 11 (1.79%) CentOS
9 7 (1.14%) Mac OS
10 6 (0.97%) Apple iOS
10 6 (0.97%) Windows Server
11 5 (0.81%) Ubuntu
12 3 (0.49%) Solaris
13 1 (0.16%) Windows Server 2008
13 1 (0.16%) Windows Server 2012
Processes & Methodologies
1 309 (50.16%) Agile Software Development
2 183 (29.71%) DevOps
3 161 (26.14%) Software Engineering
4 125 (20.29%) Scrum
5 106 (17.21%) Test Automation
6 105 (17.05%) Configuration Management
7 103 (16.72%) Continuous Integration
8 97 (15.75%) OO
9 93 (15.10%) TDD
10 86 (13.96%) DSDM
10 86 (13.96%) SDLC
11 66 (10.71%) RUP
12 54 (8.77%) Web Development
13 48 (7.79%) BDD
14 47 (7.63%) Waterfall
15 42 (6.82%) Mentoring
16 35 (5.68%) Test Scripting
17 33 (5.36%) Kanban
18 31 (5.03%) Open Source
19 29 (4.71%) Data Modelling
Programming Languages
1 346 (56.17%) Java
2 276 (44.81%) Ruby
3 233 (37.82%) SQL
4 232 (37.66%) JavaScript
5 178 (28.90%) Bash Shell
6 125 (20.29%) C++
7 117 (18.99%) C#
7 117 (18.99%) PHP
8 87 (14.12%) Scala
9 86 (13.96%) Shell Script
10 82 (13.31%) C
11 65 (10.55%) Perl
12 59 (9.58%) Go
13 31 (5.03%) PL/SQL
14 18 (2.92%) PowerShell
15 11 (1.79%) VC++
16 10 (1.62%) R
17 6 (0.97%) CoffeeScript
18 5 (0.81%) VBA
18 5 (0.81%) VBScript
Qualifications
1 66 (10.71%) Degree
2 36 (5.84%) Computer Science Degree
3 33 (5.36%) Cisco Certification
4 28 (4.55%) CCNP
5 26 (4.22%) CCNA
6 22 (3.57%) Security Cleared
7 21 (3.41%) AWS Certification
8 14 (2.27%) JNCIA
9 13 (2.11%) JNCIP
10 8 (1.30%) ISEB
10 8 (1.30%) ISTQB
10 8 (1.30%) ISTQB Foundation Certification
11 7 (1.14%) ITIL Certification
12 4 (0.65%) Numerate Degree
12 4 (0.65%) PhD
12 4 (0.65%) PMI Certification
12 4 (0.65%) PMP
12 4 (0.65%) SC Cleared
13 3 (0.49%) MBA
14 1 (0.16%) CCIE
Quality Assurance & Compliance
1 8 (1.30%) QA
2 4 (0.65%) Data Quality
3 3 (0.49%) SLA
4 2 (0.32%) PCI DSS
System Software
1 72 (11.69%) Docker
2 68 (11.04%) Xen
3 61 (9.90%) vSphere
3 61 (9.90%) XenServer
4 19 (3.08%) VMware Infrastructure
5 16 (2.60%) KVM
6 9 (1.46%) VMware ESXi
7 8 (1.30%) Hyper-V
8 6 (0.97%) VirtualBox
9 1 (0.16%) Apache Flume
9 1 (0.16%) Sendmail
Systems Management
1 156 (25.32%) Puppet
2 137 (22.24%) Opscode Chef
3 95 (15.42%) Ansible
4 47 (7.63%) Tivoli
5 46 (7.47%) Cobbler
6 19 (3.08%) Salt
7 16 (2.60%) Terraform
8 14 (2.27%) Nagios
9 11 (1.79%) rkt
9 11 (1.79%) ZABBIX
10 10 (1.62%) Kubernetes
11 8 (1.30%) Prometheus
12 6 (0.97%) Grafana
12 6 (0.97%) HAProxy
13 4 (0.65%) HP SiteScope
13 4 (0.65%) Kibana
13 4 (0.65%) logstash
14 3 (0.49%) Packer
14 3 (0.49%) Rundeck
15 2 (0.32%) Rancher
Vendors
1 177 (28.73%) Oracle
2 72 (11.69%) Red Hat
3 59 (9.58%) EnterpriseDB
4 43 (6.98%) Microsoft
5 34 (5.52%) Splunk
6 26 (4.22%) Google
7 22 (3.57%) VMware
8 20 (3.25%) Cisco
9 18 (2.92%) Rackspace
10 16 (2.60%) CheckPoint
11 13 (2.11%) HP
12 12 (1.95%) New Relic
13 11 (1.79%) SaltStack
14 8 (1.30%) EMC
14 8 (1.30%) NetApp
15 5 (0.81%) Salesforce.com
15 5 (0.81%) SAP
16 4 (0.65%) Apple
16 4 (0.65%) Blue Prism
16 4 (0.65%) Cognizant
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Leeds, West Yorkshire
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Salary: From £40,000 to £65,000 per annum Excellent Benefits
Posted: Yesterday
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Leeds, West Yorkshire
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Salary: From £40,000 to £65,000 per annum
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Leeds, West Yorkshire
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Salary: Up to £60,000 per annum plus excellent benefits
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Leeds, West Yorkshire
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Salary: From £50,000 to £60,000 per annum
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Batley, West Yorkshire
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York, North Yorkshire
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Full-Stack Developers
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