Period
to 11 December 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 11 December 2018 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
11 Dec 2018
Same period 2017 Same period 2016
Rank 52 49 61
Rank change year-on-year -3 +12 +95
Permanent jobs citing Python 220 284 276
As % of all permanent IT jobs advertised in the East Midlands 4.98% 5.38% 4.34%
As % of the Programming Languages category 9.01% 9.24% 8.25%
Number of salaries quoted 158 294 320
East Midlands median annual salary £45,000 £42,500 £41,000
Median salary % change year-on-year +5.88% +3.66% +2.50%
10th Percentile £27,500 £27,000 £30,000
90th Percentile £77,875 £61,250 £75,250
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 2,442 3,072 3,347
As % of all permanent IT jobs advertised in the East Midlands 55.31% 58.25% 52.67%
Number of salaries quoted 1,873 2,655 2,826
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 £26,250 £26,250
90th Percentile £65,000 £60,000 £57,500
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +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 11 December 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 11 December 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 +2 92 £52,500 +3.45% 27
Northamptonshire -11 56 £52,500 +81.03% 2
Leicestershire -25 54 £39,500 -1.25% 13
Rutland - 6 - -
Derbyshire +6 5 £33,250 -21.76% 2
Lincolnshire - 3 £40,000 - 1
Python
England

For the 6 months to 11 December 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.

1 105 (47.73%) Java
2 88 (40.00%) SQL
3 87 (39.55%) Agile Software Development
4 73 (33.18%) JavaScript
5 58 (26.36%) Linux
5 58 (26.36%) DevOps
6 55 (25.00%) Amazon AWS
7 52 (23.64%) Git (software)
8 49 (22.27%) HTML
8 49 (22.27%) Software Engineering
9 47 (21.36%) NoSQL
10 46 (20.91%) Finance
11 43 (19.55%) Jenkins
12 41 (18.64%) TDD
13 39 (17.73%) CSS
14 37 (16.82%) Scrum
15 36 (16.36%) Analytics
16 35 (15.91%) AngularJS
16 35 (15.91%) C#
17 34 (15.45%) Ruby
17 34 (15.45%) Degree
17 34 (15.45%) Continuous Integration
18 33 (15.00%) RESTful
18 33 (15.00%) C++
19 31 (14.09%) Perl
19 31 (14.09%) Computer Science
20 30 (13.64%) Machine Learning
21 29 (13.18%) HTML5
21 29 (13.18%) Hadoop
21 29 (13.18%) Big Data

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 26 (11.82%) Apache Spark
2 17 (7.73%) Apache
3 14 (6.36%) JBoss
3 14 (6.36%) Tomcat
4 12 (5.45%) Confluence
5 8 (3.64%) SAS
6 7 (3.18%) CMS
7 5 (2.27%) Adobe Experience Manager
7 5 (2.27%) Alfresco
7 5 (2.27%) Elasticsearch
7 5 (2.27%) Liferay
8 4 (1.82%) WordPress
9 3 (1.36%) Apache Airflow
9 3 (1.36%) OpenStack
10 1 (0.45%) Apache Solr
10 1 (0.45%) CloudStack
10 1 (0.45%) Jetty
10 1 (0.45%) nginx
10 1 (0.45%) WebLogic
Applications
1 6 (2.73%) SPSS
2 2 (0.91%) Microsoft Excel
2 2 (0.91%) Microsoft Office
3 1 (0.45%) Chatbot
3 1 (0.45%) Microsoft PowerPoint
Business Applications
1 1 (0.45%) SAP BPC
1 1 (0.45%) SAP CO
1 1 (0.45%) SAP FI
1 1 (0.45%) SAP FI/CO
Cloud Services
1 55 (25.00%) Amazon AWS
2 27 (12.27%) Microsoft Azure
3 13 (5.91%) Google Cloud Platform
4 7 (3.18%) IaaS
4 7 (3.18%) IBM Cloud
5 6 (2.73%) Adobe Analytics
6 5 (2.27%) SaaS
7 4 (1.82%) AWS CloudFormation
7 4 (1.82%) GitHub
7 4 (1.82%) PaaS
8 3 (1.36%) Cloud Computing
9 2 (0.91%) Google Analytics
10 1 (0.45%) Amazon EC2
10 1 (0.45%) Amazon ELB
10 1 (0.45%) Amazon S3
10 1 (0.45%) Amazon SQS
10 1 (0.45%) OpenShift
10 1 (0.45%) Route 53
10 1 (0.45%) Virtual Private Cloud
Communications & Networking
1 11 (5.00%) Network Security
2 8 (3.64%) Internet
3 7 (3.18%) BGP
3 7 (3.18%) Cisco IOS
3 7 (3.18%) L2TP
3 7 (3.18%) MPLS
3 7 (3.18%) RSVP
3 7 (3.18%) Wi-Fi
4 6 (2.73%) DNS
5 3 (1.36%) HTTP
5 3 (1.36%) IPv4
5 3 (1.36%) IPv6
5 3 (1.36%) LAN
5 3 (1.36%) WAN
6 2 (0.91%) Remote Desktop
6 2 (0.91%) SAN
7 1 (0.45%) Firewall
7 1 (0.45%) Intranet
7 1 (0.45%) SSL
Database & Business Intelligence
1 47 (21.36%) NoSQL
2 29 (13.18%) Big Data
2 29 (13.18%) Hadoop
3 20 (9.09%) SQL Server
4 16 (7.27%) MySQL
4 16 (7.27%) PostgreSQL
5 10 (4.55%) Power BI
6 9 (4.09%) Data Warehouse
6 9 (4.09%) MongoDB
7 7 (3.18%) BigQuery
7 7 (3.18%) Star Schema
8 5 (2.27%) Apache Cassandra
9 4 (1.82%) Cloudera CDH
9 4 (1.82%) Relational Database
9 4 (1.82%) SQL Server Integration Services
9 4 (1.82%) Sqoop
10 3 (1.36%) BusinessObjects
10 3 (1.36%) SQL Server Reporting Services
11 2 (0.91%) QlikView
11 2 (0.91%) SQL Server Analysis Services
Development Applications
1 52 (23.64%) Git (software)
2 43 (19.55%) Jenkins
3 17 (7.73%) JIRA
4 16 (7.27%) JUnit
4 16 (7.27%) Subversion
5 13 (5.91%) Atlassian Bamboo
5 13 (5.91%) gulp
6 12 (5.45%) Grunt
6 12 (5.45%) webpack
7 10 (4.55%) Visual Studio
8 8 (3.64%) Bitbucket
8 8 (3.64%) EasyMock
9 7 (3.18%) Maven
10 5 (2.27%) Team Foundation Server
10 5 (2.27%) TeamCity
10 5 (2.27%) Travis CI
11 3 (1.36%) Selenium
11 3 (1.36%) Sonatype Nexus
12 2 (0.91%) Cucumber
12 2 (0.91%) JMeter
General
1 46 (20.91%) Finance
2 16 (7.27%) Banking
3 11 (5.00%) Marketing
3 11 (5.00%) Retail
4 4 (1.82%) Automotive
4 4 (1.82%) French Language
4 4 (1.82%) German Language
5 3 (1.36%) Manufacturing
5 3 (1.36%) Telecoms
6 2 (0.91%) Aerospace
6 2 (0.91%) Electronics
6 2 (0.91%) Games
7 1 (0.45%) Advertising
7 1 (0.45%) Financial Institution
7 1 (0.45%) Law
Job Titles
1 93 (42.27%) Developer
2 30 (13.64%) Java Developer
3 22 (10.00%) Software Developer
4 19 (8.64%) Software Engineer
5 18 (8.18%) DevOps Engineer
6 16 (7.27%) Data Engineer
7 14 (6.36%) JavaScript Developer
8 12 (5.45%) Graduate
8 12 (5.45%) Web Developer
9 11 (5.00%) Big Data Engineer
9 11 (5.00%) Linux Engineer
9 11 (5.00%) Senior Developer
10 10 (4.55%) Linux DevOps Engineer
10 10 (4.55%) Linux/Unix DevOps
11 9 (4.09%) Graduate Developer
11 9 (4.09%) JavaScript Engineer
11 9 (4.09%) Python Developer
12 8 (3.64%) Agile Java Developer
12 8 (3.64%) Java Software Developer
12 8 (3.64%) Lead Software Engineer
Libraries, Frameworks & Software Standards
1 49 (22.27%) HTML
2 39 (17.73%) CSS
3 35 (15.91%) AngularJS
4 33 (15.00%) RESTful
5 29 (13.18%) HTML5
6 28 (12.73%) .NET
7 27 (12.27%) REST
8 25 (11.36%) Spring
9 24 (10.91%) Web Services
10 22 (10.00%) Node.js
11 21 (9.55%) JSON
12 20 (9.09%) CSS3
13 14 (6.36%) React
14 13 (5.91%) XML
15 12 (5.45%) Django
16 11 (5.00%) J2EE
16 11 (5.00%) Java EE
16 11 (5.00%) Kafka
16 11 (5.00%) Twitter Bootstrap
17 10 (4.55%) Polymer
Miscellaneous
1 14 (6.36%) Analytical Skills
2 12 (5.45%) Fintech
3 11 (5.00%) Data Structures
3 11 (5.00%) Greenfield Project
4 8 (3.64%) Data Centre
4 8 (3.64%) Wiki
5 6 (2.73%) Mobile App
5 6 (2.73%) PMI
5 6 (2.73%) User Experience
6 5 (2.27%) Algorithms
7 4 (1.82%) Enterprise Software
7 4 (1.82%) Public Cloud
8 3 (1.36%) Enterprise Cloud
8 3 (1.36%) Hybrid Cloud
8 3 (1.36%) Private Cloud
8 3 (1.36%) Self-Motivation
9 2 (0.91%) Reference Data
9 2 (0.91%) Renewable Energy
10 1 (0.45%) Credit Risk
10 1 (0.45%) Embedded Systems
Operating Systems
1 58 (26.36%) Linux
2 19 (8.64%) Unix
2 19 (8.64%) Windows
3 11 (5.00%) Red Hat Enterprise Linux
4 9 (4.09%) CentOS
5 7 (3.18%) Android
5 7 (3.18%) Apple iOS
5 7 (3.18%) Windows Server
6 2 (0.91%) Windows 10
6 2 (0.91%) Windows 7
6 2 (0.91%) Windows Server 2003
6 2 (0.91%) Windows Server 2008
7 1 (0.45%) Mac OS
Processes & Methodologies
1 87 (39.55%) Agile Software Development
2 58 (26.36%) DevOps
3 49 (22.27%) Software Engineering
4 41 (18.64%) TDD
5 37 (16.82%) Scrum
6 36 (16.36%) Analytics
7 34 (15.45%) Continuous Integration
8 31 (14.09%) Computer Science
9 30 (13.64%) Machine Learning
10 25 (11.36%) Data Science
11 24 (10.91%) OO
12 23 (10.45%) BDD
13 21 (9.55%) Configuration Management
14 20 (9.09%) Data Analytics
14 20 (9.09%) SDLC
14 20 (9.09%) Test Automation
15 19 (8.64%) Mentoring
16 18 (8.18%) Business Intelligence
17 17 (7.73%) Open Source
17 17 (7.73%) Web Development
Programming Languages
1 105 (47.73%) Java
2 88 (40.00%) SQL
3 73 (33.18%) JavaScript
4 35 (15.91%) C#
5 34 (15.45%) Ruby
6 33 (15.00%) C++
7 31 (14.09%) Perl
8 28 (12.73%) Bash Shell
9 25 (11.36%) Scala
10 23 (10.45%) PHP
11 21 (9.55%) R
12 15 (6.82%) Java 8
13 14 (6.36%) PowerShell
14 13 (5.91%) TypeScript
15 8 (3.64%) MATLAB
16 6 (2.73%) Go
16 6 (2.73%) VBScript
17 4 (1.82%) Shell Script
18 2 (0.91%) Groovy
18 2 (0.91%) T-SQL
Qualifications
1 34 (15.45%) Degree
2 15 (6.82%) Computer Science Degree
3 8 (3.64%) BPSS Clearance
4 7 (3.18%) Numerate Degree
5 6 (2.73%) CCNP
5 6 (2.73%) Cisco Certification
5 6 (2.73%) PMI Certification
6 4 (1.82%) CCNA
6 4 (1.82%) CISSP
7 3 (1.36%) CISM
7 3 (1.36%) CompTIA Security+
7 3 (1.36%) PhD
8 1 (0.45%) AWS Certification
8 1 (0.45%) Master's Degree
Quality Assurance & Compliance
1 10 (4.55%) QA
2 8 (3.64%) Data Quality
3 5 (2.27%) GDPR
3 5 (2.27%) PCI DSS
System Software
1 27 (12.27%) Docker
2 3 (1.36%) Apache Flume
2 3 (1.36%) KVM
3 2 (0.91%) Virtual Machines
3 2 (0.91%) Xen
4 1 (0.45%) Firmware
4 1 (0.45%) pfSense
4 1 (0.45%) VMware Infrastructure
4 1 (0.45%) vSphere
Systems Management
1 28 (12.73%) Puppet
2 19 (8.64%) Ansible
2 19 (8.64%) Opscode Chef
3 9 (4.09%) Kubernetes
4 7 (3.18%) Terraform
5 6 (2.73%) Norton AntiVirus
6 5 (2.27%) Kibana
6 5 (2.27%) TeamSite
7 4 (1.82%) logstash
7 4 (1.82%) Oozie
7 4 (1.82%) QRadar
8 3 (1.36%) Rancher
8 3 (1.36%) Salt
9 2 (0.91%) Cobbler
9 2 (0.91%) Docker Swarm
10 1 (0.45%) Consul
10 1 (0.45%) Grafana
10 1 (0.45%) Hadoop YARN
10 1 (0.45%) Packer
10 1 (0.45%) Rundeck
Vendors
1 24 (10.91%) Google
2 20 (9.09%) Cloudera
2 20 (9.09%) Microsoft
3 19 (8.64%) Oracle
4 11 (5.00%) Adobe
5 10 (4.55%) Red Hat
5 10 (4.55%) Tableau
6 8 (3.64%) Cisco
7 7 (3.18%) MapR
7 7 (3.18%) Remedy
7 7 (3.18%) Splunk
8 6 (2.73%) McAfee
8 6 (2.73%) Symantec
8 6 (2.73%) VMware
9 5 (2.27%) HP
9 5 (2.27%) OpenText
10 4 (1.82%) SAP
10 4 (1.82%) Twitter
11 3 (1.36%) Atlassian
11 3 (1.36%) F5