Period
to 22 February 2018

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 22 February 2018 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
22 Feb 2018
Same period 2017 Same period 2016
Rank 45 54 112
Rank change year-on-year +9 +58 +39
Permanent jobs citing Python 300 285 179
As % of all permanent IT jobs advertised in the East Midlands 5.63% 4.68% 2.62%
As % of the Programming Languages category 9.22% 8.39% 4.85%
Number of salaries quoted 294 289 167
East Midlands median annual salary £47,500 £42,500 £37,500
Median salary % change year-on-year +11.76% +13.33% -9.64%
10th Percentile £27,000 £30,000 £22,000
90th Percentile £66,250 £77,500 £52,500
England median annual salary £57,500 £55,000 £55,000
% change year-on-year +4.55% - +10.00%

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 3,253 3,395 3,691
As % of all permanent IT jobs advertised in the East Midlands 61.01% 55.71% 53.95%
Number of salaries quoted 2,837 2,864 3,108
East Midlands median annual salary £40,000 £40,000 £37,500
Median salary % change year-on-year - +6.67% -
10th Percentile £26,250 £26,250 £23,750
90th Percentile £58,750 £60,000 £53,750
England median annual salary £50,000 £47,500 £46,000
% change year-on-year +5.26% +3.26% +2.22%

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 22 February 2018.

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 22 February 2018. 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 +6 172 £52,500 +5.00% 21
Leicestershire +13 54 £37,500 -6.25% 7
Northamptonshire +43 45 £29,000 -24.68% 4
Lincolnshire -4 5 £35,000 +16.67%
Derbyshire -47 5 £42,500 +6.25% 2
Python
England

For the 6 months to 22 February 2018, 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 East Midlands region with a requirement for Python.

1 174 (58.00%) Linux
2 144 (48.00%) Java
3 123 (41.00%) JavaScript
3 123 (41.00%) Ruby
4 119 (39.67%) DevOps
5 117 (39.00%) Agile Software Development
6 115 (38.33%) SQL
7 111 (37.00%) C#
8 106 (35.33%) Amazon AWS
9 87 (29.00%) Software Engineering
10 82 (27.33%) Opscode Chef
11 81 (27.00%) Puppet
12 79 (26.33%) Microsoft Azure
13 77 (25.67%) Ansible
14 76 (25.33%) Perl
15 75 (25.00%) Windows
16 70 (23.33%) Degree
16 70 (23.33%) Jenkins
17 64 (21.33%) PHP
18 62 (20.67%) Bash Shell
19 60 (20.00%) Shell Script
20 55 (18.33%) Test Automation
21 52 (17.33%) MySQL
22 49 (16.33%) Algorithms
23 46 (15.33%) OO
23 46 (15.33%) Configuration Management
24 43 (14.33%) TDD
25 42 (14.00%) Scrum
26 40 (13.33%) Unix
26 40 (13.33%) Oracle

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 (7.00%) Elasticsearch
2 17 (5.67%) Apache
3 14 (4.67%) nginx
4 13 (4.33%) IIS
5 9 (3.00%) Confluence
6 8 (2.67%) Apache Spark
7 6 (2.00%) CMS
7 6 (2.00%) OpenStack
8 5 (1.67%) Adobe Experience Manager
8 5 (1.67%) Alfresco
8 5 (1.67%) Liferay
9 4 (1.33%) CloudStack
9 4 (1.33%) JBoss
9 4 (1.33%) WebLogic
9 4 (1.33%) WebSphere
10 2 (0.67%) WebSphere Application Server
11 1 (0.33%) Apache Solr
11 1 (0.33%) Jetty
11 1 (0.33%) SAS
11 1 (0.33%) Tomcat
Applications
1 3 (1.00%) InDesign
1 3 (1.00%) Microsoft Excel
2 1 (0.33%) SOLIDWORKS
Business Applications
1 3 (1.00%) PlanetPress Connect
Cloud Services
1 106 (35.33%) Amazon AWS
2 79 (26.33%) Microsoft Azure
3 18 (6.00%) GitHub
4 9 (3.00%) Google Cloud Platform
4 9 (3.00%) SaaS
5 8 (2.67%) IaaS
6 6 (2.00%) Cloud Computing
7 5 (1.67%) AWS CloudFormation
7 5 (1.67%) AWS Lambda
7 5 (1.67%) Serverless
8 4 (1.33%) PaaS
9 3 (1.00%) Amazon CloudWatch
9 3 (1.00%) Amazon EC2
9 3 (1.00%) Amazon S3
10 2 (0.67%) Amazon ELB
10 2 (0.67%) Virtual Private Cloud
11 1 (0.33%) Bluemix
11 1 (0.33%) IBM Cloud
Communications & Networking
1 16 (5.33%) Firewall
2 7 (2.33%) Network Security
2 7 (2.33%) TCP/IP
3 4 (1.33%) Internet
3 4 (1.33%) VPN
4 3 (1.00%) 4G
4 3 (1.00%) 5G
4 3 (1.00%) DNS
5 2 (0.67%) BGP
5 2 (0.67%) Cisco ASA
5 2 (0.67%) Cisco IOS
5 2 (0.67%) EIGRP
5 2 (0.67%) F5 BIG-IP LTM
5 2 (0.67%) HSRP
5 2 (0.67%) HTTP
5 2 (0.67%) NX-OS
5 2 (0.67%) SNMP
5 2 (0.67%) SSL
5 2 (0.67%) VRRP
5 2 (0.67%) Wireshark
Database & Business Intelligence
1 52 (17.33%) MySQL
2 39 (13.00%) NoSQL
3 29 (9.67%) MongoDB
4 28 (9.33%) Hadoop
5 27 (9.00%) SQL Server
6 25 (8.33%) PostgreSQL
7 18 (6.00%) Apache Cassandra
8 17 (5.67%) Big Data
9 16 (5.33%) Relational Database
10 14 (4.67%) Oracle Database
11 13 (4.33%) Data Warehouse
11 13 (4.33%) RDBMS
12 11 (3.67%) Data Mining
13 10 (3.33%) QlikView
14 8 (2.67%) Power BI
15 6 (2.00%) SAP HANA
16 4 (1.33%) Redis
17 2 (0.67%) Amazon RDS
17 2 (0.67%) MariaDB
17 2 (0.67%) Riak
Development Applications
1 70 (23.33%) Jenkins
2 36 (12.00%) Git (software)
3 23 (7.67%) Subversion
4 21 (7.00%) JIRA
5 18 (6.00%) JMeter
5 18 (6.00%) TeamCity
6 16 (5.33%) Appium
6 16 (5.33%) Calabash
6 16 (5.33%) Selenium
7 12 (4.00%) Cucumber
8 11 (3.67%) WebDriver
9 10 (3.33%) SpecFlow
10 9 (3.00%) JBehave
10 9 (3.00%) JUnit
11 8 (2.67%) Gatling
11 8 (2.67%) Visual Studio
12 6 (2.00%) Atlassian Bamboo
13 5 (1.67%) Bugzilla
13 5 (1.67%) Grunt
13 5 (1.67%) gulp
General
1 39 (13.00%) Finance
2 17 (5.67%) Retail
3 13 (4.33%) Electronics
3 13 (4.33%) Games
4 7 (2.33%) Telecoms
5 6 (2.00%) Automotive
6 5 (1.67%) Aerospace
7 4 (1.33%) Law
7 4 (1.33%) Manufacturing
8 2 (0.67%) Banking
Job Titles
1 87 (29.00%) Developer
2 57 (19.00%) DevOps Engineer
3 35 (11.67%) Administrator
4 32 (10.67%) Software Engineer
5 29 (9.67%) DBA
6 25 (8.33%) Linux Engineer
6 25 (8.33%) Linux/Unix DevOps
6 25 (8.33%) Software Developer
7 19 (6.33%) AWS Engineer
7 19 (6.33%) JavaScript Developer
8 18 (6.00%) AWS DevOps
8 18 (6.00%) AWS DevOps Engineer
9 17 (5.67%) C++ Software Engineer
10 16 (5.33%) Business Intelligence Developer
10 16 (5.33%) Graduate
11 15 (5.00%) Graduate Developer
11 15 (5.00%) Technical Manager
12 14 (4.67%) Analyst
12 14 (4.67%) Senior Developer
12 14 (4.67%) Systems Administrator
Libraries, Frameworks & Software Standards
1 31 (10.33%) Web Services
2 24 (8.00%) AngularJS
2 24 (8.00%) HTML
3 22 (7.33%) Node.js
4 20 (6.67%) HTML5
5 13 (4.33%) RESTful
6 12 (4.00%) Twitter Bootstrap
7 11 (3.67%) .NET
7 11 (3.67%) Angular 2
7 11 (3.67%) D3.js
7 11 (3.67%) Electron Framework
7 11 (3.67%) Polymer
7 11 (3.67%) Web Components
8 10 (3.33%) LEMP Stack
9 9 (3.00%) CSS
9 9 (3.00%) Memcached
9 9 (3.00%) REST
10 8 (2.67%) Middleware
11 7 (2.33%) Kafka
11 7 (2.33%) XML
Miscellaneous
1 49 (16.33%) Algorithms
2 32 (10.67%) Computer Science
3 28 (9.33%) Data Structures
4 15 (5.00%) Analytical Skills
4 15 (5.00%) Replication
5 12 (4.00%) Clustering
6 8 (2.67%) Client/Server
6 8 (2.67%) Renewable Energy
6 8 (2.67%) Video\Live Streaming
7 7 (2.33%) Analytical Mindset
7 7 (2.33%) Mobile App
8 4 (1.33%) Cyberthreat
8 4 (1.33%) NHS
8 4 (1.33%) Robotics
9 3 (1.00%) Cloud Native
9 3 (1.00%) Mainframe
10 2 (0.67%) Embedded Systems
10 2 (0.67%) Management Information System
10 2 (0.67%) Private Cloud
10 2 (0.67%) User Experience
Operating Systems
1 174 (58.00%) Linux
2 75 (25.00%) Windows
3 40 (13.33%) Unix
4 15 (5.00%) Red Hat Enterprise Linux
5 11 (3.67%) CentOS
6 8 (2.67%) Embedded Linux
7 2 (0.67%) Ubuntu
7 2 (0.67%) Windows Server 2008
7 2 (0.67%) Windows Server 2012
8 1 (0.33%) Amazon Linux
8 1 (0.33%) Fedora
8 1 (0.33%) Mac OS
8 1 (0.33%) SUSE Linux Enterprise Server
Processes & Methodologies
1 119 (39.67%) DevOps
2 117 (39.00%) Agile Software Development
3 87 (29.00%) Software Engineering
4 55 (18.33%) Test Automation
5 46 (15.33%) Configuration Management
5 46 (15.33%) OO
6 43 (14.33%) TDD
7 42 (14.00%) Scrum
8 39 (13.00%) Open Source
9 35 (11.67%) Continuous Integration
10 34 (11.33%) BDD
11 33 (11.00%) Coaching
11 33 (11.00%) Software Testing
12 28 (9.33%) Business Intelligence
13 24 (8.00%) Machine Learning
14 23 (7.67%) Data Science
15 17 (5.67%) Continuous Delivery
15 17 (5.67%) Performance Tuning
16 16 (5.33%) Analytics
16 16 (5.33%) Business Transformation
Programming Languages
1 144 (48.00%) Java
2 123 (41.00%) JavaScript
2 123 (41.00%) Ruby
3 115 (38.33%) SQL
4 111 (37.00%) C#
5 76 (25.33%) Perl
6 64 (21.33%) PHP
7 62 (20.67%) Bash Shell
8 60 (20.00%) Shell Script
9 37 (12.33%) C++
10 32 (10.67%) PowerShell
11 14 (4.67%) R
12 13 (4.33%) Scala
13 9 (3.00%) Go
14 7 (2.33%) C
14 7 (2.33%) Smalltalk
14 7 (2.33%) TypeScript
15 5 (1.67%) PL/SQL
16 2 (0.67%) Embedded C
16 2 (0.67%) Tcl
Qualifications
1 70 (23.33%) Degree
2 12 (4.00%) Computer Science Degree
3 9 (3.00%) PhD
4 4 (1.33%) CEH
4 4 (1.33%) GCIH
4 4 (1.33%) GIAC
4 4 (1.33%) OSCP
4 4 (1.33%) SANS
5 3 (1.00%) HND
6 2 (0.67%) CISSP
6 2 (0.67%) Master's Degree
7 1 (0.33%) ITIL Certification
Quality Assurance & Compliance
1 17 (5.67%) QA
2 4 (1.33%) PMO
3 1 (0.33%) GCP
3 1 (0.33%) JTAG
System Software
1 26 (8.67%) Docker
2 8 (2.67%) vSphere
3 6 (2.00%) Firmware
4 4 (1.33%) Xen
5 3 (1.00%) Apache ZooKeeper
5 3 (1.00%) VMware Infrastructure
5 3 (1.00%) XenServer
6 2 (0.67%) Snort
7 1 (0.33%) Hyper-V
7 1 (0.33%) Oracle RAC
Systems Management
1 82 (27.33%) Opscode Chef
2 81 (27.00%) Puppet
3 77 (25.67%) Ansible
4 14 (4.67%) Kubernetes
4 14 (4.67%) Terraform
5 10 (3.33%) Nagios
6 6 (2.00%) Docker Swarm
7 5 (1.67%) Kibana
7 5 (1.67%) Rancher
7 5 (1.67%) TeamSite
8 4 (1.33%) Cobbler
8 4 (1.33%) logstash
8 4 (1.33%) Packer
9 3 (1.00%) Tivoli
10 2 (0.67%) Ambari
10 2 (0.67%) Salt
10 2 (0.67%) Suricata
10 2 (0.67%) vCenter Server
11 1 (0.33%) Opsview
11 1 (0.33%) rkt
Vendors
1 40 (13.33%) Oracle
2 19 (6.33%) Google
2 19 (6.33%) Red Hat
3 15 (5.00%) Tableau
4 14 (4.67%) Birst
5 12 (4.00%) Microsoft
6 8 (2.67%) Adobe
7 6 (2.00%) SAP
7 6 (2.00%) SnapLogic
7 6 (2.00%) VMware
8 5 (1.67%) Cloudera
8 5 (1.67%) HP
8 5 (1.67%) OpenText
9 4 (1.33%) Palo Alto
9 4 (1.33%) Sourcefire
10 3 (1.00%) EnterpriseDB
10 3 (1.00%) SaltStack
10 3 (1.00%) XMPie
11 2 (0.67%) F5
11 2 (0.67%) TippingPoint