Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 22 November 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 22 November 2019 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
22 Nov 2019		 Same period 2018 Same period 2017
Rank 54 63 47
Rank change year-on-year +9 -16 +15
Permanent jobs citing Python 174 210 274
As % of all permanent IT jobs advertised in the East Midlands 4.42% 4.52% 5.21%
As % of the Programming Languages category 8.41% 8.03% 9.10%
Number of salaries quoted 157 148 285
East Midlands median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% +1.19%
10th Percentile £25,750 £27,000 £27,000
90th Percentile £75,000 £79,125 £61,250
England median annual salary £62,500 £60,000 £55,000
% change year-on-year +4.17% +9.09% -

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 2,069 2,614 3,012
As % of all permanent IT jobs advertised in the East Midlands 52.54% 56.23% 57.28%
Number of salaries quoted 1,850 2,062 2,601
East Midlands median annual salary £42,500 £42,500 £40,000
Median salary % change year-on-year - +6.25% -
10th Percentile £26,750 £27,500 £25,500
90th Percentile £65,000 £65,000 £60,000
England median annual salary £52,500 £52,500 £50,000
% 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 22 November 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 22 November 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 +7 92 £57,500 +17.95% 29
Leicestershire +14 50 £40,000 +1.27% 11
Northamptonshire -10 13 £85,000 +44.07% 3
Derbyshire +17 12 £32,500 -2.26% 4
Lincolnshire +4 7 £45,000 +12.50% 1
Python
England

For the 6 months to 22 November 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 96 (55.17%) Agile Software Development
2 92 (52.87%) AWS
3 70 (40.23%) Java
4 58 (33.33%) Azure
5 57 (32.76%) DevOps
6 56 (32.18%) C#
7 55 (31.61%) JavaScript
8 53 (30.46%) Test Automation
9 48 (27.59%) Linux
10 46 (26.44%) Scrum
11 42 (24.14%) Git (software)
11 42 (24.14%) SQL
12 40 (22.99%) Ansible
12 40 (22.99%) Jenkins
13 39 (22.41%) Docker
13 39 (22.41%) Web Services
14 37 (21.26%) GCP
15 36 (20.69%) AngularJS
16 35 (20.11%) Puppet
17 34 (19.54%) CSS
17 34 (19.54%) Windows
17 34 (19.54%) Degree
18 33 (18.97%) HTML
18 33 (18.97%) Terraform
19 31 (17.82%) Finance
20 29 (16.67%) Bash Shell
21 27 (15.52%) Retail
22 26 (14.94%) Google
22 26 (14.94%) Configuration Management
23 25 (14.37%) Business Intelligence

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 7 (4.02%) nginx
2 6 (3.45%) Apache Spark
3 5 (2.87%) Confluence
3 5 (2.87%) Tomcat
4 4 (2.30%) Apache
4 4 (2.30%) SAS
5 3 (1.72%) IIS
6 2 (1.15%) iPlanet
6 2 (1.15%) JBoss
6 2 (1.15%) OpenStack
6 2 (1.15%) WebLogic
6 2 (1.15%) Zope
7 1 (0.57%) Elasticsearch
7 1 (0.57%) WordPress
Applications
1 4 (2.30%) SPSS
2 3 (1.72%) Microsoft Excel
3 2 (1.15%) 3ds Max
3 2 (1.15%) CINEMA 4D
3 2 (1.15%) LightWave 3D
3 2 (1.15%) Maya
3 2 (1.15%) MODO
4 1 (0.57%) Simulink
4 1 (0.57%) Stateflow
Business Applications
1 6 (3.45%) SAP ERP
2 1 (0.57%) Dynamics AX
2 1 (0.57%) NetSuite
2 1 (0.57%) SAP BPC
Cloud Services
1 92 (52.87%) AWS
2 58 (33.33%) Azure
3 37 (21.26%) GCP
4 21 (12.07%) Serverless
5 19 (10.92%) AWS CloudFormation
6 17 (9.77%) AWS Lambda
6 17 (9.77%) GitHub
7 9 (5.17%) IaaS
8 8 (4.60%) Amazon Cognito
8 8 (4.60%) AWS CodePipeline
8 8 (4.60%) Virtual Private Cloud
9 7 (4.02%) PaaS
9 7 (4.02%) SaaS
10 5 (2.87%) Amazon EKS
10 5 (2.87%) AWS Fargate
10 5 (2.87%) Datadog
10 5 (2.87%) Power Platform
11 4 (2.30%) Azure Data Factory
12 3 (1.72%) Azure Machine Learning
13 2 (1.15%) OpenShift
Communications & Networking
1 2 (1.15%) DNS
1 2 (1.15%) Internet
1 2 (1.15%) TCP/IP
1 2 (1.15%) VoIP
2 1 (0.57%) Ethernet
2 1 (0.57%) FlexRay
2 1 (0.57%) SSH
Database & Business Intelligence
1 12 (6.90%) MySQL
2 10 (5.75%) Data Warehouse
2 10 (5.75%) SQL Server
3 8 (4.60%) Amazon DynamoDB
4 7 (4.02%) Data Lake
5 6 (3.45%) Looker
5 6 (3.45%) NoSQL
5 6 (3.45%) PostgreSQL
6 5 (2.87%) BigQuery
6 5 (2.87%) Power BI
7 4 (2.30%) MariaDB
7 4 (2.30%) Relational Database
7 4 (2.30%) SQL Server Analysis Services
7 4 (2.30%) SQL Server Integration Services
7 4 (2.30%) SQL Server Reporting Services
8 3 (1.72%) Azure SQL Data Warehouse
8 3 (1.72%) Big Data
8 3 (1.72%) Redis
9 2 (1.15%) Spark SQL
9 2 (1.15%) SQL Server 2012
Development Applications
1 42 (24.14%) Git (software)
2 40 (22.99%) Jenkins
3 22 (12.64%) Selenium
4 13 (7.47%) Cucumber
5 12 (6.90%) Bitbucket
6 7 (4.02%) Octopus Deploy
7 6 (3.45%) JIRA
7 6 (3.45%) WebDriver
8 4 (2.30%) GitLab
9 3 (1.72%) Subversion
9 3 (1.72%) Visual Studio
10 2 (1.15%) CF BOSH
10 2 (1.15%) GCC
10 2 (1.15%) Xcode
11 1 (0.57%) CMake
11 1 (0.57%) Gatling
11 1 (0.57%) Grunt
11 1 (0.57%) gulp
11 1 (0.57%) JIRA Agile
11 1 (0.57%) webpack
General
1 31 (17.82%) Finance
2 27 (15.52%) Retail
3 15 (8.62%) Marketing
4 13 (7.47%) Manufacturing
5 12 (6.90%) Public Sector
6 8 (4.60%) Electronics
6 8 (4.60%) Telecoms
7 7 (4.02%) Games
8 6 (3.45%) Automotive
9 4 (2.30%) Aerospace
10 3 (1.72%) Police
11 1 (0.57%) German Language
11 1 (0.57%) Military
Job Titles
1 72 (41.38%) Developer
2 33 (18.97%) DevOps Engineer
3 27 (15.52%) Cloud Engineer
4 26 (14.94%) Junior
5 20 (11.49%) Junior Developer
6 15 (8.62%) Python Developer
7 14 (8.05%) AWS Engineer
8 13 (7.47%) AWS DevOps
8 13 (7.47%) AWS DevOps Engineer
8 13 (7.47%) Azure Engineer
9 12 (6.90%) Architect
9 12 (6.90%) Software Engineer
10 11 (6.32%) Full Stack Developer
11 10 (5.75%) Business Developer
12 9 (5.17%) Business Intelligence Developer
12 9 (5.17%) Senior Cloud Engineer
13 7 (4.02%) Solutions Architect
14 6 (3.45%) Data Architect
14 6 (3.45%) Senior Developer
14 6 (3.45%) Software Developer
Libraries, Frameworks & Software Standards
1 39 (22.41%) Web Services
2 36 (20.69%) AngularJS
3 34 (19.54%) CSS
4 33 (18.97%) HTML
5 24 (13.79%) Node.js
6 22 (12.64%) Spring
7 19 (10.92%) .NET
7 19 (10.92%) REST
8 13 (7.47%) React
9 11 (6.32%) jQuery
10 9 (5.17%) Vue.js
11 8 (4.60%) Ajax
11 8 (4.60%) AWS Amplify
11 8 (4.60%) SOAP
12 7 (4.02%) ASP.NET Web API
12 7 (4.02%) Elastic Stack
12 7 (4.02%) RabbitMQ
12 7 (4.02%) SignalR
13 6 (3.45%) RESTful
13 6 (3.45%) WebSockets
Miscellaneous
1 22 (12.64%) Public Cloud
2 12 (6.90%) Enterprise Software
3 11 (6.32%) Algorithms
4 9 (5.17%) Enterprise Cloud
5 8 (4.60%) Greenfield Project
5 8 (4.60%) Linux Command Line
6 7 (4.02%) Analytical Skills
6 7 (4.02%) Data Structures
7 4 (2.30%) Self-Motivation
8 3 (1.72%) CUDA
8 3 (1.72%) Data Centre
8 3 (1.72%) Renewable Energy
8 3 (1.72%) User Experience
8 3 (1.72%) Virtual Team
9 2 (1.15%) 3D Graphics
9 2 (1.15%) Hybrid Cloud
9 2 (1.15%) NHS
9 2 (1.15%) Private Cloud
10 1 (0.57%) Cloud Native
10 1 (0.57%) Cyberthreat
Operating Systems
1 48 (27.59%) Linux
2 34 (19.54%) Windows
3 5 (2.87%) CentOS
4 3 (1.72%) Unix
5 2 (1.15%) Mac OS X
5 2 (1.15%) Red Hat Enterprise Linux
6 1 (0.57%) Apple iOS
6 1 (0.57%) Ubuntu
Processes & Methodologies
1 96 (55.17%) Agile Software Development
2 57 (32.76%) DevOps
3 53 (30.46%) Test Automation
4 46 (26.44%) Scrum
5 26 (14.94%) Configuration Management
6 25 (14.37%) Business Intelligence
7 23 (13.22%) Software Engineering
8 21 (12.07%) Analytics
9 20 (11.49%) OO
10 19 (10.92%) Mentoring
11 17 (9.77%) Continuous Integration
11 17 (9.77%) TDD
12 15 (8.62%) Continuous Deployment
12 15 (8.62%) Deployment Automation
12 15 (8.62%) Infrastructure as Code
13 14 (8.05%) Digital Marketing
14 13 (7.47%) ERP
14 13 (7.47%) Server Management
15 12 (6.90%) Data Science
15 12 (6.90%) ETL
Programming Languages
1 70 (40.23%) Java
2 56 (32.18%) C#
3 55 (31.61%) JavaScript
4 42 (24.14%) SQL
5 29 (16.67%) Bash Shell
6 22 (12.64%) C++
7 21 (12.07%) PowerShell
8 17 (9.77%) PHP
9 16 (9.20%) Go
10 14 (8.05%) C
11 12 (6.90%) R
12 10 (5.75%) Java 8
13 9 (5.17%) Ruby
13 9 (5.17%) Scala
14 5 (2.87%) Perl
15 4 (2.30%) TypeScript
16 3 (1.72%) ES6
16 3 (1.72%) IronPython
16 3 (1.72%) PHP 7
16 3 (1.72%) VBScript
Qualifications
1 34 (19.54%) Degree
2 7 (4.02%) AWS Certification
3 2 (1.15%) Computer Science Degree
3 2 (1.15%) Microsoft Certification
3 2 (1.15%) PhD
4 1 (0.57%) (ISC)2 CCSP
4 1 (0.57%) CCSP
4 1 (0.57%) Cisco Certification
4 1 (0.57%) CISM
4 1 (0.57%) CISSP
4 1 (0.57%) ISEB
4 1 (0.57%) SC Cleared
4 1 (0.57%) Security Cleared
Quality Assurance & Compliance
1 10 (5.75%) GDPR
2 8 (4.60%) QA
3 5 (2.87%) Data Quality
4 4 (2.30%) SLA
5 1 (0.57%) ISO 26262
5 1 (0.57%) ISO 9001
5 1 (0.57%) ISO/IEC 27001
5 1 (0.57%) MISRA
5 1 (0.57%) NCSC
System Software
1 39 (22.41%) Docker
2 13 (7.47%) VMware Infrastructure
3 12 (6.90%) Hyper-V
4 7 (4.02%) vSphere
Systems Management
1 40 (22.99%) Ansible
2 35 (20.11%) Puppet
3 33 (18.97%) Terraform
4 21 (12.07%) Kubernetes
5 19 (10.92%) Opscode Chef
6 5 (2.87%) Grafana
6 5 (2.87%) Packer
6 5 (2.87%) Prometheus
7 3 (1.72%) Icinga
7 3 (1.72%) Nagios
8 2 (1.15%) Mesos
9 1 (0.57%) NetBackup
9 1 (0.57%) QRadar
9 1 (0.57%) SELinux
9 1 (0.57%) ZABBIX
Vendors
1 26 (14.94%) Google
2 17 (9.77%) Microsoft
3 15 (8.62%) SAP
4 13 (7.47%) VMware
5 11 (6.32%) Tableau
6 10 (5.75%) Alibaba
7 8 (4.60%) New Relic
8 7 (4.02%) AppDynamics
8 7 (4.02%) SaltStack
8 7 (4.02%) Splunk
9 6 (3.45%) Databricks
9 6 (3.45%) MicroStrategy
9 6 (3.45%) Oracle
9 6 (3.45%) Sitecore
9 6 (3.45%) Snowplow
9 6 (3.45%) Talend
10 5 (2.87%) Red Hat
11 4 (2.30%) Twitter
12 1 (0.57%) Birst
12 1 (0.57%) SnapLogic