Period
to 20 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 20 November 2017 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 49 61 156
Rank change year-on-year +12 +95 -23
Permanent jobs citing Python 271 283 124
As % of all permanent IT jobs advertised in the East Midlands 5.21% 4.37% 1.66%
As % of the Programming Languages category 9.16% 8.32% 3.25%
Number of salaries quoted 281 331 140
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 £59,250
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 2960 3401 3820
As % of all permanent IT jobs advertised in the East Midlands 56.94% 52.47% 51.12%
Number of salaries quoted 2550 2855 3278
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 20 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 20 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 +6 125 £52,500 +5.00% 19
Leicestershire +19 70 £40,000 -11.11% 5
Northamptonshire +37 56 £29,000 -19.44% 1
Derbyshire -10 11 £42,500 +6.25% 1
Python
England

For the 6 months to 20 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.

1 132 (48.71%) Java
2 124 (45.76%) Agile Software Development
3 119 (43.91%) SQL
4 102 (37.64%) Linux
5 100 (36.90%) JavaScript
6 81 (29.89%) Ruby
6 81 (29.89%) Degree
7 75 (27.68%) C#
8 61 (22.51%) Software Engineering
9 58 (21.40%) Continuous Integration
9 58 (21.40%) Jenkins
10 57 (21.03%) HTML
11 48 (17.71%) Git (software)
12 47 (17.34%) Bash Shell
13 45 (16.61%) DevOps
14 44 (16.24%) Test Automation
14 44 (16.24%) Computer Science
15 43 (15.87%) C++
15 43 (15.87%) Amazon AWS
16 42 (15.50%) AngularJS
17 40 (14.76%) Unix
17 40 (14.76%) HTML5
18 39 (14.39%) Scrum
19 37 (13.65%) Ansible
19 37 (13.65%) Algorithms
20 36 (13.28%) Puppet
20 36 (13.28%) PHP
21 35 (12.92%) Oracle
22 32 (11.81%) .NET
22 32 (11.81%) MySQL

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 (7.75%) Confluence
2 13 (4.80%) Adobe Experience Manager
2 13 (4.80%) Alfresco
2 13 (4.80%) CMS
2 13 (4.80%) Liferay
3 12 (4.43%) Apache Spark
4 11 (4.06%) JBoss
5 10 (3.69%) Apache
5 10 (3.69%) Elasticsearch
6 9 (3.32%) OpenStack
7 7 (2.58%) Tomcat
8 6 (2.21%) CloudStack
8 6 (2.21%) nginx
8 6 (2.21%) WebLogic
8 6 (2.21%) WebSphere
9 3 (1.11%) SAS
9 3 (1.11%) WebSphere Application Server
10 2 (0.74%) Jetty
11 1 (0.37%) Apache Solr
Applications
1 4 (1.48%) Microsoft Excel
2 3 (1.11%) InDesign
3 2 (0.74%) Microsoft PowerPoint
4 1 (0.37%) SOLIDWORKS
4 1 (0.37%) Spreadsheet
Business Applications
1 3 (1.11%) PlanetPress Connect
Cloud Services
1 43 (15.87%) Amazon AWS
2 25 (9.23%) GitHub
2 25 (9.23%) Microsoft Azure
3 7 (2.58%) SaaS
4 4 (1.48%) IaaS
5 3 (1.11%) Amazon EC2
5 3 (1.11%) Amazon S3
5 3 (1.11%) AWS CloudFormation
6 2 (0.74%) Amazon ELB
6 2 (0.74%) Virtual Private Cloud
7 1 (0.37%) Amazon CloudWatch
7 1 (0.37%) AWS Lambda
7 1 (0.37%) Cloud Computing
7 1 (0.37%) PaaS
7 1 (0.37%) Serverless
Communications & Networking
1 19 (7.01%) Firewall
2 10 (3.69%) TCP/IP
3 9 (3.32%) Network Security
4 4 (1.48%) BGP
4 4 (1.48%) Cisco ASA
4 4 (1.48%) Cisco IOS
4 4 (1.48%) EIGRP
4 4 (1.48%) F5 BIG-IP LTM
4 4 (1.48%) HSRP
4 4 (1.48%) HTTP
4 4 (1.48%) Internet
4 4 (1.48%) IPsec
4 4 (1.48%) NX-OS
4 4 (1.48%) SSL
4 4 (1.48%) VPN
4 4 (1.48%) VRRP
4 4 (1.48%) Wireshark
5 3 (1.11%) 4G
5 3 (1.11%) DNS
5 3 (1.11%) Wireless
Database & Business Intelligence
1 32 (11.81%) MySQL
2 28 (10.33%) Hadoop
2 28 (10.33%) PostgreSQL
3 27 (9.96%) NoSQL
4 20 (7.38%) MongoDB
5 14 (5.17%) Big Data
6 12 (4.43%) Data Mining
6 12 (4.43%) QlikView
6 12 (4.43%) SQL Server
7 8 (2.95%) Apache Cassandra
7 8 (2.95%) Data Warehouse
8 7 (2.58%) Power BI
9 6 (2.21%) Relational Database
9 6 (2.21%) SAP HANA
10 5 (1.85%) Oracle Database
11 4 (1.48%) Redis
12 3 (1.11%) Apache Hive
12 3 (1.11%) RDBMS
13 2 (0.74%) Spotfire
13 2 (0.74%) SQL Server Integration Services
Development Applications
1 58 (21.40%) Jenkins
2 48 (17.71%) Git (software)
3 31 (11.44%) JIRA
4 29 (10.70%) Subversion
5 24 (8.86%) Appium
5 24 (8.86%) Calabash
5 24 (8.86%) JMeter
5 24 (8.86%) TeamCity
6 21 (7.75%) Cucumber
7 17 (6.27%) JUnit
7 17 (6.27%) SpecFlow
8 16 (5.90%) JBehave
8 16 (5.90%) Visual Studio
9 15 (5.54%) Gatling
9 15 (5.54%) Selenium
10 14 (5.17%) Atlassian Bamboo
11 13 (4.80%) Travis CI
12 10 (3.69%) WebDriver
13 4 (1.48%) Grunt
13 4 (1.48%) gulp
General
1 27 (9.96%) Electronics
2 26 (9.59%) Finance
3 19 (7.01%) Telecoms
4 18 (6.64%) Retail
5 16 (5.90%) Games
6 11 (4.06%) Banking
7 8 (2.95%) Manufacturing
8 6 (2.21%) Marketing
9 4 (1.48%) Law
10 2 (0.74%) Advertising
10 2 (0.74%) Back Office
11 1 (0.37%) Aerospace
11 1 (0.37%) Automotive
Job Titles
1 117 (43.17%) Developer
2 41 (15.13%) Software Engineer
3 33 (12.18%) Software Developer
4 31 (11.44%) C++ Software Engineer
5 27 (9.96%) JavaScript Developer
6 24 (8.86%) Linux Engineer
7 23 (8.49%) DevOps Engineer
8 19 (7.01%) Automation Tester
8 19 (7.01%) Graduate
8 19 (7.01%) Graduate Developer
8 19 (7.01%) Tester
9 18 (6.64%) Developer/Software Engineer
10 17 (6.27%) Administrator
10 17 (6.27%) Analyst
10 17 (6.27%) Data Scientist
10 17 (6.27%) Linux/Unix DevOps
11 16 (5.90%) C++ Software Developer
11 16 (5.90%) Graduate C++ Developer
11 16 (5.90%) Graduate Software Developer
11 16 (5.90%) Graduate Software Engineer
Libraries, Frameworks & Software Standards
1 57 (21.03%) HTML
2 42 (15.50%) AngularJS
3 40 (14.76%) HTML5
4 32 (11.81%) .NET
5 30 (11.07%) CSS
6 29 (10.70%) Node.js
7 25 (9.23%) Web Services
8 19 (7.01%) RESTful
9 15 (5.54%) CSS3
9 15 (5.54%) Kafka
10 14 (5.17%) J2EE
11 13 (4.80%) Apache Camel
11 13 (4.80%) Django
11 13 (4.80%) REST
11 13 (4.80%) Twitter Bootstrap
11 13 (4.80%) WebCenter
12 12 (4.43%) Angular 2
12 12 (4.43%) D3.js
12 12 (4.43%) Electron Framework
12 12 (4.43%) Web Components
Miscellaneous
1 44 (16.24%) Computer Science
2 37 (13.65%) Algorithms
3 17 (6.27%) Analytical Skills
4 9 (3.32%) Client/Server
4 9 (3.32%) Greenfield Project
4 9 (3.32%) Mobile App
4 9 (3.32%) Video\Live Streaming
5 5 (1.85%) Wiki
6 4 (1.48%) Cyberthreat
6 4 (1.48%) Data Structures
6 4 (1.48%) Private Cloud
7 3 (1.11%) Device Driver
7 3 (1.11%) Field-Programmable Gate Array
7 3 (1.11%) Renewable Energy
8 2 (0.74%) Cyber Defence
8 2 (0.74%) Embedded Systems
8 2 (0.74%) Management Information System
8 2 (0.74%) Replication
8 2 (0.74%) Robotics
8 2 (0.74%) User Experience
Operating Systems
1 102 (37.64%) Linux
2 40 (14.76%) Unix
3 23 (8.49%) Windows
4 19 (7.01%) Embedded Linux
5 15 (5.54%) Red Hat Enterprise Linux
6 8 (2.95%) Android
6 8 (2.95%) Apple iOS
7 6 (2.21%) CentOS
8 2 (0.74%) Windows Server 2008
8 2 (0.74%) Windows Server 2012
9 1 (0.37%) Mac OS
Processes & Methodologies
1 124 (45.76%) Agile Software Development
2 61 (22.51%) Software Engineering
3 58 (21.40%) Continuous Integration
4 45 (16.61%) DevOps
5 44 (16.24%) Test Automation
6 39 (14.39%) Scrum
7 31 (11.44%) Business Intelligence
7 31 (11.44%) Machine Learning
7 31 (11.44%) Web Development
8 30 (11.07%) Mathematics
9 28 (10.33%) Computer Vision
10 27 (9.96%) TDD
11 26 (9.59%) Physics
12 25 (9.23%) Configuration Management
12 25 (9.23%) Open Source
13 20 (7.38%) Analytics
14 18 (6.64%) BDD
15 17 (6.27%) Mentoring
15 17 (6.27%) OO
16 16 (5.90%) Business Transformation
Programming Languages
1 132 (48.71%) Java
2 119 (43.91%) SQL
3 100 (36.90%) JavaScript
4 81 (29.89%) Ruby
5 75 (27.68%) C#
6 47 (17.34%) Bash Shell
7 43 (15.87%) C++
8 36 (13.28%) PHP
9 27 (9.96%) Perl
10 20 (7.38%) R
10 20 (7.38%) Shell Script
11 15 (5.54%) Scala
12 11 (4.06%) C
13 6 (2.21%) TypeScript
14 4 (1.48%) MATLAB
14 4 (1.48%) PL/SQL
14 4 (1.48%) Tcl
15 3 (1.11%) Go
16 2 (0.74%) PowerShell
17 1 (0.37%) Groovy
Qualifications
1 81 (29.89%) Degree
2 19 (7.01%) PhD
3 16 (5.90%) Computer Science Degree
4 6 (2.21%) Master's Degree
5 4 (1.48%) CEH
5 4 (1.48%) GCIH
5 4 (1.48%) GIAC
5 4 (1.48%) Numerate Degree
5 4 (1.48%) OSCP
5 4 (1.48%) SANS
6 3 (1.11%) ISEB
6 3 (1.11%) ISTQB Foundation Certification
7 2 (0.74%) CISSP
7 2 (0.74%) HND
8 1 (0.37%) ITIL Certification
Quality Assurance & Compliance
1 17 (6.27%) QA
System Software
1 12 (4.43%) Docker
2 8 (2.95%) vSphere
3 6 (2.21%) Firmware
3 6 (2.21%) Xen
3 6 (2.21%) XenServer
4 5 (1.85%) Virtual Machines
5 2 (0.74%) Snort
5 2 (0.74%) VMware Infrastructure
6 1 (0.37%) Apache ZooKeeper
6 1 (0.37%) Oracle RAC
Systems Management
1 37 (13.65%) Ansible
2 36 (13.28%) Puppet
3 32 (11.81%) Opscode Chef
4 14 (5.17%) Terraform
5 13 (4.80%) TeamSite
6 8 (2.95%) Nagios
7 7 (2.58%) Cobbler
8 6 (2.21%) Tivoli
9 3 (1.11%) Kubernetes
10 2 (0.74%) Kibana
10 2 (0.74%) logstash
10 2 (0.74%) Packer
10 2 (0.74%) Salt
10 2 (0.74%) Suricata
10 2 (0.74%) vCenter Server
11 1 (0.37%) Cacti
11 1 (0.37%) CFEngine
11 1 (0.37%) Docker Swarm
11 1 (0.37%) Icinga
11 1 (0.37%) Opsview
Vendors
1 35 (12.92%) Oracle
2 17 (6.27%) Tableau
3 16 (5.90%) Adobe
4 15 (5.54%) Red Hat
5 14 (5.17%) Birst
6 13 (4.80%) HP
6 13 (4.80%) OpenText
7 12 (4.43%) Google
7 12 (4.43%) SAP
8 7 (2.58%) Microsoft
9 6 (2.21%) EnterpriseDB
9 6 (2.21%) Palo Alto
9 6 (2.21%) SnapLogic
9 6 (2.21%) Sourcefire
10 5 (1.85%) Atlassian
11 4 (1.48%) Arista
11 4 (1.48%) CheckPoint
11 4 (1.48%) Cisco
11 4 (1.48%) Cloudera
11 4 (1.48%) F5