Period
to 18 October 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 18 October 2018 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
18 Oct 2018
Same period 2017 Same period 2016
Rank 71 52 59
Rank change year-on-year -19 +7 +83
Permanent jobs citing Python 191 234 295
As % of all permanent IT jobs advertised in the East Midlands 4.05% 4.66% 4.52%
As % of the Programming Languages category 7.09% 8.48% 8.58%
Number of salaries quoted 137 258 343
East Midlands median annual salary £47,500 £42,500 £40,000
Median salary % change year-on-year +11.76% +6.25% -
10th Percentile £27,000 £27,000 £29,750
90th Percentile £80,000 £61,250 £67,500
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

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 2,694 2,759 3,439
As % of all permanent IT jobs advertised in the East Midlands 57.14% 54.94% 52.68%
Number of salaries quoted 2,206 2,406 2,863
East Midlands median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +6.67%
10th Percentile £27,500 £25,250 £26,250
90th Percentile £65,000 £60,000 £57,500
England median annual salary £50,000 £50,000 £47,500
% 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 18 October 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 18 October 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 +8 82 £55,000 +4.76% 28
Northamptonshire -14 51 £65,000 +124.14% 10
Leicestershire -26 35 £39,750 -0.63% 6
Derbyshire -4 9 £39,500 -7.06% 6
Lincolnshire +12 4 £50,000 +75.44% 4
Rutland - 4 - - 1
Python
England

For the 6 months to 18 October 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.

1 101 (52.88%) Java
2 74 (38.74%) Agile Software Development
3 72 (37.70%) SQL
4 60 (31.41%) JavaScript
5 46 (24.08%) Linux
5 46 (24.08%) Amazon AWS
5 46 (24.08%) DevOps
6 45 (23.56%) NoSQL
7 41 (21.47%) Software Engineering
8 40 (20.94%) HTML
9 39 (20.42%) Finance
9 39 (20.42%) TDD
10 34 (17.80%) C#
10 34 (17.80%) Big Data
10 34 (17.80%) Git (software)
11 33 (17.28%) Jenkins
12 31 (16.23%) Apache Spark
12 31 (16.23%) CSS
13 30 (15.71%) Continuous Integration
13 30 (15.71%) Hadoop
14 29 (15.18%) RESTful
15 28 (14.66%) Bash Shell
15 28 (14.66%) AngularJS
15 28 (14.66%) Perl
16 27 (14.14%) C++
16 27 (14.14%) Degree
16 27 (14.14%) HTML5
17 26 (13.61%) Microsoft Azure
18 25 (13.09%) Scala
18 25 (13.09%) Puppet

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 31 (16.23%) Apache Spark
2 13 (6.81%) Apache
3 12 (6.28%) Confluence
4 10 (5.24%) JBoss
4 10 (5.24%) Tomcat
5 8 (4.19%) CMS
6 6 (3.14%) Adobe Experience Manager
6 6 (3.14%) Alfresco
6 6 (3.14%) Liferay
7 5 (2.62%) SAS
8 3 (1.57%) Apache Airflow
8 3 (1.57%) Elasticsearch
9 2 (1.05%) CloudStack
9 2 (1.05%) WordPress
10 1 (0.52%) Apache Solr
10 1 (0.52%) BizTalk Server
10 1 (0.52%) Jetty
10 1 (0.52%) WebLogic
Applications
1 4 (2.09%) SPSS
2 2 (1.05%) Microsoft Office
3 1 (0.52%) Microsoft Excel
3 1 (0.52%) Microsoft PowerPoint
Cloud Services
1 46 (24.08%) Amazon AWS
2 26 (13.61%) Microsoft Azure
3 15 (7.85%) Google Cloud Platform
4 12 (6.28%) IBM Cloud
5 5 (2.62%) SaaS
6 4 (2.09%) Adobe Analytics
6 4 (2.09%) Cloud Computing
7 3 (1.57%) AWS CloudFormation
7 3 (1.57%) GitHub
8 2 (1.05%) Google Analytics
8 2 (1.05%) IaaS
8 2 (1.05%) PaaS
9 1 (0.52%) Amazon EC2
9 1 (0.52%) Amazon ELB
9 1 (0.52%) Amazon S3
9 1 (0.52%) Amazon SQS
9 1 (0.52%) G Suite
9 1 (0.52%) Office 365
9 1 (0.52%) Route 53
9 1 (0.52%) SoftLayer
Communications & Networking
1 8 (4.19%) Network Security
2 7 (3.66%) BGP
2 7 (3.66%) Cisco IOS
2 7 (3.66%) Internet
2 7 (3.66%) L2TP
2 7 (3.66%) MPLS
2 7 (3.66%) RSVP
2 7 (3.66%) Wi-Fi
3 6 (3.14%) LAN
3 6 (3.14%) WAN
4 3 (1.57%) Firewall
4 3 (1.57%) Wireless
5 2 (1.05%) Remote Desktop
5 2 (1.05%) SAN
6 1 (0.52%) Bluetooth
6 1 (0.52%) HTTP
Database & Business Intelligence
1 45 (23.56%) NoSQL
2 34 (17.80%) Big Data
3 30 (15.71%) Hadoop
4 19 (9.95%) SQL Server
5 17 (8.90%) MySQL
6 16 (8.38%) Data Warehouse
7 11 (5.76%) BigQuery
7 11 (5.76%) Star Schema
8 10 (5.24%) PostgreSQL
9 9 (4.71%) Power BI
10 7 (3.66%) MongoDB
11 4 (2.09%) Cloudera CDH
11 4 (2.09%) Sqoop
12 3 (1.57%) Relational Database
13 2 (1.05%) Apache Cassandra
13 2 (1.05%) BusinessObjects
13 2 (1.05%) Data Mining
13 2 (1.05%) QlikView
13 2 (1.05%) SQL Server Integration Services
13 2 (1.05%) SQL Server Reporting Services
Development Applications
1 34 (17.80%) Git (software)
2 33 (17.28%) Jenkins
3 16 (8.38%) JUnit
4 14 (7.33%) JIRA
5 13 (6.81%) Atlassian Bamboo
6 11 (5.76%) Subversion
7 10 (5.24%) gulp
8 9 (4.71%) Grunt
8 9 (4.71%) webpack
9 7 (3.66%) Visual Studio
10 6 (3.14%) Bitbucket
10 6 (3.14%) EasyMock
10 6 (3.14%) Maven
10 6 (3.14%) Selenium
10 6 (3.14%) Travis CI
11 5 (2.62%) Cucumber
11 5 (2.62%) JMeter
12 4 (2.09%) WebDriver
13 3 (1.57%) Appium
13 3 (1.57%) Gatling
General
1 39 (20.42%) Finance
2 19 (9.95%) Banking
3 12 (6.28%) Retail
4 9 (4.71%) Marketing
5 7 (3.66%) Electronics
6 5 (2.62%) Telecoms
7 4 (2.09%) French Language
7 4 (2.09%) German Language
8 3 (1.57%) Games
8 3 (1.57%) Manufacturing
9 1 (0.52%) Advertising
9 1 (0.52%) Automotive
9 1 (0.52%) Financial Institution
9 1 (0.52%) Law
Job Titles
1 71 (37.17%) Developer
2 23 (12.04%) Java Developer
3 18 (9.42%) Data Engineer
3 18 (9.42%) Software Engineer
4 16 (8.38%) DevOps Engineer
5 15 (7.85%) Big Data Engineer
5 15 (7.85%) Software Developer
6 13 (6.81%) Graduate
7 11 (5.76%) Architect
7 11 (5.76%) Data Architect
7 11 (5.76%) Junior
7 11 (5.76%) Linux Engineer
8 10 (5.24%) C# Developer
8 10 (5.24%) JavaScript Developer
8 10 (5.24%) Linux DevOps Engineer
8 10 (5.24%) Linux/Unix DevOps
9 9 (4.71%) Cloud Engineer
10 8 (4.19%) Graduate Developer
10 8 (4.19%) Lead Software Engineer
10 8 (4.19%) Senior Developer
Libraries, Frameworks & Software Standards
1 40 (20.94%) HTML
2 31 (16.23%) CSS
3 29 (15.18%) RESTful
4 28 (14.66%) AngularJS
5 27 (14.14%) HTML5
6 23 (12.04%) JSON
6 23 (12.04%) Node.js
7 21 (10.99%) .NET
8 18 (9.42%) Spring
9 17 (8.90%) Web Services
10 16 (8.38%) CSS3
10 16 (8.38%) REST
11 14 (7.33%) XML
12 11 (5.76%) J2EE
12 11 (5.76%) React
13 10 (5.24%) Kafka
14 8 (4.19%) ASP.NET
14 8 (4.19%) Polymer
14 8 (4.19%) Twitter Bootstrap
14 8 (4.19%) Web Components
Miscellaneous
1 22 (11.52%) Computer Science
2 15 (7.85%) Greenfield Project
3 13 (6.81%) Analytical Skills
3 13 (6.81%) Data Structures
3 13 (6.81%) Fintech
4 10 (5.24%) Data Centre
5 8 (4.19%) Algorithms
5 8 (4.19%) Mobile App
6 7 (3.66%) Self-Motivation
7 6 (3.14%) Wiki
8 4 (2.09%) PMI
9 3 (1.57%) Enterprise Software
9 3 (1.57%) User Experience
10 2 (1.05%) Reference Data
10 2 (1.05%) Smartphone
11 1 (0.52%) Credit Risk
11 1 (0.52%) Digital Media
11 1 (0.52%) Embedded Systems
11 1 (0.52%) Graphic Design
11 1 (0.52%) Management Information System
Operating Systems
1 46 (24.08%) Linux
2 17 (8.90%) Unix
3 14 (7.33%) Windows
4 9 (4.71%) Red Hat Enterprise Linux
5 8 (4.19%) Android
5 8 (4.19%) Apple iOS
6 6 (3.14%) CentOS
7 3 (1.57%) Windows Server
8 2 (1.05%) Windows 10
8 2 (1.05%) Windows 7
8 2 (1.05%) Windows Server 2003
8 2 (1.05%) Windows Server 2008
9 1 (0.52%) Mac OS
Processes & Methodologies
1 74 (38.74%) Agile Software Development
2 46 (24.08%) DevOps
3 41 (21.47%) Software Engineering
4 39 (20.42%) TDD
5 30 (15.71%) Continuous Integration
6 24 (12.57%) Analytics
6 24 (12.57%) BDD
6 24 (12.57%) Scrum
7 23 (12.04%) Open Source
8 22 (11.52%) Machine Learning
9 21 (10.99%) OO
10 20 (10.47%) Test Automation
11 19 (9.95%) SDLC
12 18 (9.42%) Configuration Management
12 18 (9.42%) Problem-Solving
13 17 (8.90%) Data Science
14 14 (7.33%) Business Intelligence
14 14 (7.33%) Mentoring
15 13 (6.81%) Statistics
15 13 (6.81%) Visualisation
Programming Languages
1 101 (52.88%) Java
2 72 (37.70%) SQL
3 60 (31.41%) JavaScript
4 34 (17.80%) C#
5 28 (14.66%) Bash Shell
5 28 (14.66%) Perl
6 27 (14.14%) C++
7 25 (13.09%) Scala
8 24 (12.57%) PHP
8 24 (12.57%) Ruby
9 17 (8.90%) R
10 16 (8.38%) Java 8
11 12 (6.28%) TypeScript
12 9 (4.71%) PowerShell
13 8 (4.19%) MATLAB
13 8 (4.19%) Shell Script
14 6 (3.14%) C
15 4 (2.09%) Go
16 3 (1.57%) VBScript
17 2 (1.05%) C-shell
Qualifications
1 27 (14.14%) Degree
2 9 (4.71%) CCNP
2 9 (4.71%) Cisco Certification
3 8 (4.19%) Computer Science Degree
4 7 (3.66%) CCNA
5 6 (3.14%) BPSS Clearance
6 5 (2.62%) Numerate Degree
7 4 (2.09%) PMI Certification
8 1 (0.52%) AWS Certification
8 1 (0.52%) CISSP
8 1 (0.52%) Master's Degree
Quality Assurance & Compliance
1 10 (5.24%) QA
2 8 (4.19%) Data Quality
3 1 (0.52%) GDPR
3 1 (0.52%) PCI DSS
System Software
1 20 (10.47%) Docker
2 3 (1.57%) KVM
2 3 (1.57%) vSphere
2 3 (1.57%) Xen
3 2 (1.05%) Firmware
3 2 (1.05%) VMware Infrastructure
4 1 (0.52%) Apache Flume
Systems Management
1 25 (13.09%) Puppet
2 22 (11.52%) Opscode Chef
3 20 (10.47%) Ansible
4 6 (3.14%) Kubernetes
4 6 (3.14%) TeamSite
5 4 (2.09%) Oozie
5 4 (2.09%) QRadar
5 4 (2.09%) Rancher
6 3 (1.57%) Cobbler
6 3 (1.57%) Docker Swarm
6 3 (1.57%) Norton AntiVirus
6 3 (1.57%) Salt
6 3 (1.57%) Terraform
7 2 (1.05%) Kibana
7 2 (1.05%) logstash
8 1 (0.52%) Grafana
8 1 (0.52%) Packer
8 1 (0.52%) Rundeck
Vendors
1 25 (13.09%) Google
2 24 (12.57%) Cloudera
3 23 (12.04%) Oracle
4 18 (9.42%) Microsoft
5 11 (5.76%) MapR
6 10 (5.24%) Adobe
6 10 (5.24%) Tableau
7 8 (4.19%) Cisco
7 8 (4.19%) Red Hat
7 8 (4.19%) VMware
8 7 (3.66%) Remedy
9 6 (3.14%) HP
9 6 (3.14%) OpenText
9 6 (3.14%) Splunk
10 3 (1.57%) Atlassian
10 3 (1.57%) Huawei
10 3 (1.57%) McAfee
10 3 (1.57%) SaltStack
10 3 (1.57%) SAP
10 3 (1.57%) Symantec