Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies advertised in the East Midlands 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 November 2017 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 47 60 160
Rank change year-on-year +13 +100 -23
Permanent jobs citing Python 276 284 122
As % of all permanent IT jobs advertised in the East Midlands 5.25% 4.35% 1.64%
As % of the Programming Languages category 9.21% 8.28% 3.21%
Number of salaries quoted 286 332 138
East Midlands median annual salary £42,500 £42,000 £40,000
Median salary % change year-on-year +1.19% +5.00% -
10th Percentile £27,000 £30,000 £27,500
90th Percentile £61,250 £75,000 £60,250
England median annual salary £55,000 £55,000 £52,500
% change year-on-year - +4.76% +5.00%

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 the East Midlands with a requirement for coding skills.

All Programming Languages
East Midlands
Permanent vacancies with a requirement for coding skills 2998 3431 3804
As % of all permanent IT jobs advertised in the East Midlands 57.06% 52.57% 51.19%
Number of salaries quoted 2587 2879 3262
East Midlands median annual salary £40,000 £40,000 £37,500
Median salary % change year-on-year - +6.67% -
10th Percentile £25,000 £26,250 £22,750
90th Percentile £60,000 £57,500 £53,750
England median annual salary £50,000 £47,500 £45,000
% change year-on-year +5.26% +5.56% -

Python
Job Vacancy Trend in the East Midlands

Job postings citing Python as a percentage of all IT jobs advertised in the East Midlands.

Job vacancy trend for Python in the East Midlands

Python
Salary Trend in the East Midlands

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Python in the East Midlands.

Salary trend for Python in the East Midlands

Python
Salary Histogram in the East Midlands

The salary distribution of IT jobs citing Python in the East Midlands over the 6 months to 21 November 2017.

Salary histogram for Python in the East Midlands

Python
Job Locations in the East Midlands

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the East Midlands region over the 6 months to 21 November 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
Nottinghamshire +2 126 £52,500 +5.00% 20
Leicestershire +14 72 £40,000 -11.11% 5
Northamptonshire +34 57 £29,000 -19.44% 1
Derbyshire -13 11 £42,500 +6.25% 1
Python
England

For the 6 months to 21 November 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 East Midlands region with a requirement for Python.

1 134 (48.55%) Java
2 125 (45.29%) Agile Software Development
3 121 (43.84%) SQL
4 105 (38.04%) Linux
5 103 (37.32%) JavaScript
6 84 (30.43%) Degree
7 82 (29.71%) Ruby
8 76 (27.54%) C#
9 62 (22.46%) Software Engineering
10 59 (21.38%) Jenkins
11 58 (21.01%) Continuous Integration
11 58 (21.01%) HTML
12 49 (17.75%) Git (software)
12 49 (17.75%) Bash Shell
13 48 (17.39%) DevOps
14 45 (16.30%) Test Automation
14 45 (16.30%) Amazon AWS
14 45 (16.30%) Computer Science
15 43 (15.58%) C++
15 43 (15.58%) AngularJS
16 41 (14.86%) Unix
16 41 (14.86%) HTML5
17 39 (14.13%) Ansible
17 39 (14.13%) Scrum
18 38 (13.77%) PHP
19 37 (13.41%) Oracle
19 37 (13.41%) Algorithms
19 37 (13.41%) Puppet
20 35 (12.68%) MySQL
21 34 (12.32%) Opscode Chef

Python
Co-occurring IT Skills in the East Midlands 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 21 (7.61%) Confluence
2 13 (4.71%) Adobe Experience Manager
2 13 (4.71%) Alfresco
2 13 (4.71%) CMS
2 13 (4.71%) Liferay
3 12 (4.35%) Apache Spark
4 11 (3.99%) Elasticsearch
4 11 (3.99%) JBoss
5 10 (3.62%) Apache
6 9 (3.26%) OpenStack
7 7 (2.54%) nginx
7 7 (2.54%) Tomcat
8 6 (2.17%) CloudStack
8 6 (2.17%) WebLogic
8 6 (2.17%) WebSphere
9 3 (1.09%) SAS
9 3 (1.09%) WebSphere Application Server
10 2 (0.72%) Jetty
11 1 (0.36%) Apache Solr
Applications
1 4 (1.45%) Microsoft Excel
2 3 (1.09%) InDesign
3 2 (0.72%) Microsoft PowerPoint
4 1 (0.36%) SOLIDWORKS
4 1 (0.36%) Spreadsheet
Business Applications
1 3 (1.09%) PlanetPress Connect
Cloud Services
1 45 (16.30%) Amazon AWS
2 26 (9.42%) Microsoft Azure
3 25 (9.06%) GitHub
4 8 (2.90%) SaaS
5 4 (1.45%) IaaS
6 3 (1.09%) Amazon EC2
6 3 (1.09%) Amazon S3
6 3 (1.09%) AWS CloudFormation
7 2 (0.72%) Amazon ELB
7 2 (0.72%) Virtual Private Cloud
8 1 (0.36%) Amazon CloudWatch
8 1 (0.36%) AWS Lambda
8 1 (0.36%) Cloud Computing
8 1 (0.36%) PaaS
8 1 (0.36%) Serverless
Communications & Networking
1 19 (6.88%) Firewall
2 10 (3.62%) TCP/IP
3 9 (3.26%) Network Security
4 4 (1.45%) BGP
4 4 (1.45%) Cisco ASA
4 4 (1.45%) Cisco IOS
4 4 (1.45%) EIGRP
4 4 (1.45%) F5 BIG-IP LTM
4 4 (1.45%) HSRP
4 4 (1.45%) HTTP
4 4 (1.45%) Internet
4 4 (1.45%) IPsec
4 4 (1.45%) NX-OS
4 4 (1.45%) SSL
4 4 (1.45%) VPN
4 4 (1.45%) VRRP
4 4 (1.45%) Wireshark
5 3 (1.09%) 4G
5 3 (1.09%) DNS
5 3 (1.09%) Wireless
Database & Business Intelligence
1 35 (12.68%) MySQL
2 28 (10.14%) Hadoop
2 28 (10.14%) PostgreSQL
3 27 (9.78%) NoSQL
4 20 (7.25%) MongoDB
5 15 (5.43%) Big Data
6 14 (5.07%) SQL Server
7 12 (4.35%) Data Mining
7 12 (4.35%) QlikView
8 8 (2.90%) Apache Cassandra
8 8 (2.90%) Data Warehouse
9 7 (2.54%) Power BI
9 7 (2.54%) Relational Database
10 6 (2.17%) Oracle Database
10 6 (2.17%) SAP HANA
11 4 (1.45%) Redis
12 3 (1.09%) Apache Hive
12 3 (1.09%) RDBMS
13 2 (0.72%) Spotfire
13 2 (0.72%) SQL Server Integration Services
Development Applications
1 59 (21.38%) Jenkins
2 49 (17.75%) Git (software)
3 31 (11.23%) JIRA
4 30 (10.87%) Subversion
5 25 (9.06%) TeamCity
6 24 (8.70%) Appium
6 24 (8.70%) Calabash
6 24 (8.70%) JMeter
7 21 (7.61%) Cucumber
8 17 (6.16%) JUnit
8 17 (6.16%) SpecFlow
9 16 (5.80%) JBehave
9 16 (5.80%) Visual Studio
10 15 (5.43%) Gatling
10 15 (5.43%) Selenium
11 14 (5.07%) Atlassian Bamboo
12 13 (4.71%) Travis CI
13 10 (3.62%) WebDriver
14 5 (1.81%) Grunt
14 5 (1.81%) gulp
General
1 27 (9.78%) Electronics
1 27 (9.78%) Finance
2 20 (7.25%) Telecoms
3 18 (6.52%) Retail
4 16 (5.80%) Games
5 11 (3.99%) Banking
6 8 (2.90%) Manufacturing
7 6 (2.17%) Marketing
8 4 (1.45%) Law
9 2 (0.72%) Advertising
9 2 (0.72%) Back Office
10 1 (0.36%) Aerospace
10 1 (0.36%) Automotive
Job Titles
1 119 (43.12%) Developer
2 42 (15.22%) Software Engineer
3 34 (12.32%) Software Developer
4 31 (11.23%) C++ Software Engineer
5 28 (10.14%) JavaScript Developer
6 24 (8.70%) DevOps Engineer
6 24 (8.70%) Linux Engineer
7 19 (6.88%) Automation Tester
7 19 (6.88%) Developer/Software Engineer
7 19 (6.88%) Graduate
7 19 (6.88%) Graduate Developer
7 19 (6.88%) Tester
8 18 (6.52%) Administrator
9 17 (6.16%) Analyst
9 17 (6.16%) Data Scientist
9 17 (6.16%) Linux/Unix DevOps
10 16 (5.80%) Graduate C++ Developer
10 16 (5.80%) Graduate C++ Software Developer
10 16 (5.80%) Graduate C++ Software Engineer
10 16 (5.80%) Graduate Software Engineer
Libraries, Frameworks & Software Standards
1 58 (21.01%) HTML
2 43 (15.58%) AngularJS
3 41 (14.86%) HTML5
4 32 (11.59%) .NET
5 31 (11.23%) CSS
6 30 (10.87%) Node.js
7 25 (9.06%) Web Services
8 20 (7.25%) RESTful
9 16 (5.80%) CSS3
10 15 (5.43%) Kafka
11 14 (5.07%) J2EE
12 13 (4.71%) Apache Camel
12 13 (4.71%) Django
12 13 (4.71%) REST
12 13 (4.71%) Twitter Bootstrap
12 13 (4.71%) WebCenter
13 12 (4.35%) D3.js
13 12 (4.35%) Electron Framework
13 12 (4.35%) Polymer
13 12 (4.35%) Web Components
Miscellaneous
1 45 (16.30%) Computer Science
2 37 (13.41%) Algorithms
3 17 (6.16%) Analytical Skills
4 9 (3.26%) Client/Server
4 9 (3.26%) Greenfield Project
4 9 (3.26%) Mobile App
4 9 (3.26%) Video\Live Streaming
5 5 (1.81%) Wiki
6 4 (1.45%) Cyberthreat
6 4 (1.45%) Data Structures
6 4 (1.45%) Private Cloud
7 3 (1.09%) Device Driver
7 3 (1.09%) Field-Programmable Gate Array
7 3 (1.09%) Renewable Energy
8 2 (0.72%) Cyber Defence
8 2 (0.72%) Embedded Systems
8 2 (0.72%) Management Information System
8 2 (0.72%) Replication
8 2 (0.72%) Robotics
8 2 (0.72%) User Experience
Operating Systems
1 105 (38.04%) Linux
2 41 (14.86%) Unix
3 23 (8.33%) Windows
4 19 (6.88%) Embedded Linux
5 15 (5.43%) Red Hat Enterprise Linux
6 8 (2.90%) Android
6 8 (2.90%) Apple iOS
6 8 (2.90%) CentOS
7 2 (0.72%) Windows Server 2008
7 2 (0.72%) Windows Server 2012
8 1 (0.36%) Fedora
8 1 (0.36%) Mac OS
8 1 (0.36%) Ubuntu
Processes & Methodologies
1 125 (45.29%) Agile Software Development
2 62 (22.46%) Software Engineering
3 58 (21.01%) Continuous Integration
4 48 (17.39%) DevOps
5 45 (16.30%) Test Automation
6 39 (14.13%) Scrum
7 31 (11.23%) Business Intelligence
7 31 (11.23%) Machine Learning
7 31 (11.23%) Web Development
8 30 (10.87%) Mathematics
9 28 (10.14%) Computer Vision
10 27 (9.78%) TDD
11 26 (9.42%) Physics
12 25 (9.06%) Configuration Management
12 25 (9.06%) Open Source
13 20 (7.25%) Analytics
14 19 (6.88%) BDD
15 18 (6.52%) Mentoring
15 18 (6.52%) OO
16 16 (5.80%) Business Transformation
Programming Languages
1 134 (48.55%) Java
2 121 (43.84%) SQL
3 103 (37.32%) JavaScript
4 82 (29.71%) Ruby
5 76 (27.54%) C#
6 49 (17.75%) Bash Shell
7 43 (15.58%) C++
8 38 (13.77%) PHP
9 28 (10.14%) Perl
10 21 (7.61%) Shell Script
11 20 (7.25%) R
12 16 (5.80%) Scala
13 11 (3.99%) C
14 7 (2.54%) TypeScript
15 6 (2.17%) PL/SQL
16 4 (1.45%) MATLAB
16 4 (1.45%) Tcl
17 3 (1.09%) Go
17 3 (1.09%) PowerShell
18 2 (0.72%) T-SQL
Qualifications
1 84 (30.43%) Degree
2 19 (6.88%) PhD
3 17 (6.16%) Computer Science Degree
4 6 (2.17%) Master's Degree
5 4 (1.45%) CEH
5 4 (1.45%) GCIH
5 4 (1.45%) GIAC
5 4 (1.45%) Numerate Degree
5 4 (1.45%) OSCP
5 4 (1.45%) SANS
6 3 (1.09%) HND
6 3 (1.09%) ISEB
6 3 (1.09%) ISTQB Foundation Certification
7 2 (0.72%) CISSP
8 1 (0.36%) ITIL Certification
Quality Assurance & Compliance
1 17 (6.16%) QA
System Software
1 12 (4.35%) Docker
2 8 (2.90%) vSphere
3 6 (2.17%) Firmware
3 6 (2.17%) Xen
3 6 (2.17%) XenServer
4 5 (1.81%) Virtual Machines
5 2 (0.72%) Snort
5 2 (0.72%) VMware Infrastructure
6 1 (0.36%) Apache ZooKeeper
6 1 (0.36%) Oracle RAC
Systems Management
1 39 (14.13%) Ansible
2 37 (13.41%) Puppet
3 34 (12.32%) Opscode Chef
4 14 (5.07%) Terraform
5 13 (4.71%) TeamSite
6 8 (2.90%) Nagios
7 7 (2.54%) Cobbler
8 6 (2.17%) Tivoli
9 3 (1.09%) Kubernetes
9 3 (1.09%) Salt
10 2 (0.72%) Kibana
10 2 (0.72%) logstash
10 2 (0.72%) Packer
10 2 (0.72%) Suricata
10 2 (0.72%) vCenter Server
11 1 (0.36%) CFEngine
11 1 (0.36%) Docker Swarm
11 1 (0.36%) Icinga
11 1 (0.36%) Opsview
11 1 (0.36%) systemd
Vendors
1 37 (13.41%) Oracle
2 17 (6.16%) Red Hat
2 17 (6.16%) Tableau
3 16 (5.80%) Adobe
4 14 (5.07%) Birst
5 13 (4.71%) HP
5 13 (4.71%) OpenText
6 12 (4.35%) Google
6 12 (4.35%) SAP
7 8 (2.90%) Microsoft
8 6 (2.17%) EnterpriseDB
8 6 (2.17%) Palo Alto
8 6 (2.17%) SnapLogic
8 6 (2.17%) Sourcefire
9 5 (1.81%) Atlassian
10 4 (1.45%) Arista
10 4 (1.45%) CheckPoint
10 4 (1.45%) Cisco
10 4 (1.45%) Cloudera
10 4 (1.45%) F5