Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 24 March 2019

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 24 March 2019 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
24 Mar 2019		 Same period 2018 Same period 2017
Rank 54 53 53
Rank change year-on-year -1 0 +39
Permanent jobs citing Python 208 274 279
As % of all permanent IT jobs advertised in the East Midlands 5.04% 5.13% 4.63%
As % of the Programming Languages category 8.89% 8.25% 8.25%
Number of salaries quoted 153 261 274
East Midlands median annual salary £40,000 £47,500 £42,500
Median salary % change year-on-year -15.79% +11.76% +13.33%
10th Percentile £27,500 £27,000 £30,000
90th Percentile £70,200 £66,250 £67,625
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% -

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 2,341 3,321 3,382
As % of all permanent IT jobs advertised in the East Midlands 56.70% 62.18% 56.16%
Number of salaries quoted 1,769 2,906 2,856
East Midlands median annual salary £41,000 £40,000 £40,000
Median salary % change year-on-year +2.50% - +6.67%
10th Percentile £26,250 £26,250 £25,625
90th Percentile £62,500 £57,500 £57,500
England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 24 March 2019.

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 24 March 2019. 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 -5 84 £45,000 -14.29% 6
Leicestershire -12 67 £37,500 -6.25% 4
Northamptonshire +13 38 £52,750 +62.31% 1
Derbyshire +26 7 £31,000 -22.50%
Rutland - 6 - -
Lincolnshire +20 3 £40,000 +18.52% 1
Python
England

For the 6 months to 24 March 2019, 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 94 (45.19%) Agile Software Development
2 77 (37.02%) SQL
3 74 (35.58%) JavaScript
4 72 (34.62%) Java
5 65 (31.25%) DevOps
6 63 (30.29%) Amazon AWS
7 62 (29.81%) Git (software)
8 55 (26.44%) Linux
9 54 (25.96%) Scrum
10 48 (23.08%) Analytics
10 48 (23.08%) Jenkins
11 45 (21.63%) Software Engineering
12 43 (20.67%) Finance
12 43 (20.67%) HTML
13 41 (19.71%) Machine Learning
14 40 (19.23%) C#
14 40 (19.23%) CSS
15 38 (18.27%) Ruby
15 38 (18.27%) Microsoft Azure
16 37 (17.79%) Google
16 37 (17.79%) Degree
16 37 (17.79%) Computer Science
17 35 (16.83%) Data Science
18 34 (16.35%) Docker
19 33 (15.87%) Test Automation
19 33 (15.87%) REST
19 33 (15.87%) AngularJS
20 31 (14.90%) PowerShell
20 31 (14.90%) Windows
21 30 (14.42%) OO

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 18 (8.65%) SAS
2 9 (4.33%) Apache Spark
2 9 (4.33%) Tomcat
3 8 (3.85%) JBoss
4 7 (3.37%) Apache
5 5 (2.40%) WordPress
6 4 (1.92%) Confluence
6 4 (1.92%) OpenStack
7 3 (1.44%) CMS
7 3 (1.44%) Elasticsearch
7 3 (1.44%) nginx
8 1 (0.48%) Adobe Experience Manager
8 1 (0.48%) Alfresco
8 1 (0.48%) Appian
8 1 (0.48%) IIS
8 1 (0.48%) Liferay
Applications
1 13 (6.25%) SPSS
2 2 (0.96%) Microsoft Excel
3 1 (0.48%) Chatbot
3 1 (0.48%) GNU Octave
3 1 (0.48%) Microsoft PowerPoint
Business Applications
1 2 (0.96%) Magento
2 1 (0.48%) SAP BPC
2 1 (0.48%) SAP CO
2 1 (0.48%) SAP ERP
2 1 (0.48%) SAP FI
2 1 (0.48%) SAP FI/CO
2 1 (0.48%) Workfront
Cloud Services
1 63 (30.29%) Amazon AWS
2 38 (18.27%) Microsoft Azure
3 29 (13.94%) Google Cloud Platform
4 17 (8.17%) IaaS
5 12 (5.77%) GitHub
6 8 (3.85%) AWS CloudFormation
7 6 (2.88%) Adobe Analytics
7 6 (2.88%) AWS Lambda
7 6 (2.88%) PaaS
7 6 (2.88%) Serverless
8 4 (1.92%) SaaS
9 3 (1.44%) OpenShift
10 2 (0.96%) Google Analytics
11 1 (0.48%) Azure Machine Learning
11 1 (0.48%) Cloud Computing
11 1 (0.48%) IBM Cloud
Communications & Networking
1 15 (7.21%) DNS
2 4 (1.92%) HTTP
2 4 (1.92%) IPv4
2 4 (1.92%) IPv6
2 4 (1.92%) Network Security
3 3 (1.44%) Firewall
3 3 (1.44%) Internet
3 3 (1.44%) Intranet
3 3 (1.44%) LAN
3 3 (1.44%) SSL
3 3 (1.44%) WAN
4 2 (0.96%) Reverse Proxy
4 2 (0.96%) VPN
5 1 (0.48%) Bluetooth
5 1 (0.48%) SAN
Database & Business Intelligence
1 27 (12.98%) NoSQL
2 22 (10.58%) SQL Server
3 11 (5.29%) Data Warehouse
4 10 (4.81%) Big Data
5 8 (3.85%) BigQuery
5 8 (3.85%) Data Lake
5 8 (3.85%) Hadoop
5 8 (3.85%) MySQL
6 7 (3.37%) PostgreSQL
7 6 (2.88%) MongoDB
8 5 (2.40%) Apache Cassandra
8 5 (2.40%) BusinessObjects
8 5 (2.40%) MariaDB
8 5 (2.40%) Power BI
9 4 (1.92%) Amazon Redshift
9 4 (1.92%) SQL Server Integration Services
10 3 (1.44%) BusinessObjects Business Intelligence
10 3 (1.44%) QlikView
10 3 (1.44%) SAP HANA
10 3 (1.44%) SQL Server Reporting Services
Development Applications
1 62 (29.81%) Git (software)
2 48 (23.08%) Jenkins
3 18 (8.65%) Subversion
4 12 (5.77%) JIRA
5 10 (4.81%) webpack
6 9 (4.33%) Grunt
6 9 (4.33%) gulp
6 9 (4.33%) Team Foundation Server
6 9 (4.33%) TeamCity
7 7 (3.37%) GitLab
8 6 (2.88%) Visual Studio
9 4 (1.92%) Bitbucket
9 4 (1.92%) Cucumber
9 4 (1.92%) Selenium
10 3 (1.44%) Atlassian Bamboo
10 3 (1.44%) Maven
10 3 (1.44%) Sonatype Nexus
11 2 (0.96%) JMeter
11 2 (0.96%) JUnit
11 2 (0.96%) SoapUI
General
1 43 (20.67%) Finance
2 23 (11.06%) Retail
3 12 (5.77%) Marketing
4 7 (3.37%) Automotive
5 5 (2.40%) Aerospace
6 3 (1.44%) Banking
7 2 (0.96%) Pharmaceutical
8 1 (0.48%) Advertising
8 1 (0.48%) Games
8 1 (0.48%) Manufacturing
8 1 (0.48%) Telecoms
Job Titles
1 91 (43.75%) Developer
2 22 (10.58%) DevOps Engineer
3 21 (10.10%) Java Developer
4 20 (9.62%) Software Developer
5 19 (9.13%) Cloud Engineer
6 18 (8.65%) Senior Developer
7 16 (7.69%) Analyst
8 15 (7.21%) Python Developer
8 15 (7.21%) Software Engineer
9 13 (6.25%) Data Scientist
10 12 (5.77%) Business Intelligence Developer
11 11 (5.29%) Senior Java Developer
12 10 (4.81%) Azure Engineer
12 10 (4.81%) Full Stack Developer
12 10 (4.81%) Web Developer
13 9 (4.33%) Graduate
13 9 (4.33%) JavaScript Developer
14 8 (3.85%) Business Developer
14 8 (3.85%) Data Analyst
14 8 (3.85%) JavaScript Engineer
Libraries, Frameworks & Software Standards
1 43 (20.67%) HTML
2 40 (19.23%) CSS
3 33 (15.87%) AngularJS
3 33 (15.87%) REST
4 29 (13.94%) .NET
5 26 (12.50%) Web Services
6 22 (10.58%) Spring
7 16 (7.69%) HTML5
7 16 (7.69%) React
8 15 (7.21%) Django
8 15 (7.21%) RESTful
9 14 (6.73%) CSS3
10 12 (5.77%) Node.js
10 12 (5.77%) Twitter Bootstrap
11 10 (4.81%) .NET Framework
11 10 (4.81%) JPA
11 10 (4.81%) JSON
11 10 (4.81%) Vue.js
12 9 (4.33%) gRPC
13 8 (3.85%) jQuery
Miscellaneous
1 20 (9.62%) Analytical Skills
2 15 (7.21%) Public Cloud
3 11 (5.29%) Algorithms
3 11 (5.29%) Private Cloud
4 8 (3.85%) User Experience
5 7 (3.37%) Linux Command Line
6 6 (2.88%) PMI
7 5 (2.40%) Data Structures
7 5 (2.40%) Enterprise Cloud
7 5 (2.40%) Greenfield Project
8 4 (1.92%) Hybrid Cloud
8 4 (1.92%) Renewable Energy
9 3 (1.44%) Analytical Mindset
9 3 (1.44%) Enterprise Software
9 3 (1.44%) Fintech
10 2 (0.96%) Life Science
10 2 (0.96%) NHS
10 2 (0.96%) Self-Motivation
10 2 (0.96%) Smart Meter
10 2 (0.96%) Wiki
Operating Systems
1 55 (26.44%) Linux
2 31 (14.90%) Windows
3 12 (5.77%) Unix
4 10 (4.81%) Windows Server
5 6 (2.88%) Red Hat Enterprise Linux
6 3 (1.44%) CentOS
7 1 (0.48%) VMS
7 1 (0.48%) Windows Server 2003
7 1 (0.48%) Windows Server 2008
Processes & Methodologies
1 94 (45.19%) Agile Software Development
2 65 (31.25%) DevOps
3 54 (25.96%) Scrum
4 48 (23.08%) Analytics
5 45 (21.63%) Software Engineering
6 41 (19.71%) Machine Learning
7 37 (17.79%) Computer Science
8 35 (16.83%) Data Science
9 33 (15.87%) Test Automation
10 30 (14.42%) OO
11 29 (13.94%) Configuration Management
12 28 (13.46%) TDD
13 24 (11.54%) Business Intelligence
14 23 (11.06%) Continuous Integration
14 23 (11.06%) Problem-Solving
15 22 (10.58%) Artificial Intelligence
15 22 (10.58%) Data Analytics
16 21 (10.10%) Decision-Making
17 20 (9.62%) Server Management
18 16 (7.69%) Kanban
Programming Languages
1 77 (37.02%) SQL
2 74 (35.58%) JavaScript
3 72 (34.62%) Java
4 40 (19.23%) C#
5 38 (18.27%) Ruby
6 31 (14.90%) PowerShell
7 20 (9.62%) C++
8 18 (8.65%) Bash Shell
8 18 (8.65%) PHP
9 16 (7.69%) Perl
9 16 (7.69%) R
10 11 (5.29%) TypeScript
11 9 (4.33%) Go
12 7 (3.37%) Scala
13 6 (2.88%) VBScript
14 4 (1.92%) Shell Script
14 4 (1.92%) VB
15 3 (1.44%) IronPython
15 3 (1.44%) Java 8
15 3 (1.44%) MATLAB
Qualifications
1 37 (17.79%) Degree
2 14 (6.73%) Computer Science Degree
3 8 (3.85%) Numerate Degree
4 6 (2.88%) PMI Certification
5 5 (2.40%) CISSP
6 4 (1.92%) CISM
6 4 (1.92%) CompTIA Security+
6 4 (1.92%) PhD
7 2 (0.96%) AWS Certification
7 2 (0.96%) BPSS Clearance
7 2 (0.96%) SC Cleared
7 2 (0.96%) Security Cleared
8 1 (0.48%) (ISC)2 CCSP
8 1 (0.48%) Cisco Certification
8 1 (0.48%) GIAC
Quality Assurance & Compliance
1 10 (4.81%) GDPR
2 9 (4.33%) PCI DSS
3 4 (1.92%) QA
4 2 (0.96%) SLA
System Software
1 34 (16.35%) Docker
2 4 (1.92%) Hyper-V
2 4 (1.92%) VMware Infrastructure
3 3 (1.44%) Apache Flume
4 2 (0.96%) Virtual Machines
4 2 (0.96%) vSphere
5 1 (0.48%) KVM
5 1 (0.48%) pfSense
Systems Management
1 30 (14.42%) Puppet
2 23 (11.06%) Terraform
3 20 (9.62%) Ansible
4 13 (6.25%) Kubernetes
4 13 (6.25%) Opscode Chef
5 4 (1.92%) Kibana
5 4 (1.92%) Norton AntiVirus
6 3 (1.44%) logstash
7 2 (0.96%) Salt
8 1 (0.48%) Consul
8 1 (0.48%) Hadoop YARN
8 1 (0.48%) Oozie
8 1 (0.48%) TeamSite
Vendors
1 37 (17.79%) Google
2 23 (11.06%) Microsoft
3 12 (5.77%) Tableau
4 10 (4.81%) Oracle
5 9 (4.33%) Twitter
6 7 (3.37%) Adobe
6 7 (3.37%) SaltStack
6 7 (3.37%) SAP
7 5 (2.40%) Birst
7 5 (2.40%) VMware
8 4 (1.92%) CheckPoint
8 4 (1.92%) F5
8 4 (1.92%) McAfee
8 4 (1.92%) Red Hat
8 4 (1.92%) Splunk
8 4 (1.92%) Symantec
9 2 (0.96%) Atlassian
9 2 (0.96%) Cisco
9 2 (0.96%) Cloudera
9 2 (0.96%) Zend