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

Python
England > East Midlands
6 months to
22 Aug 2019		 Same period 2018 Same period 2017
Rank 48 85 76
Rank change year-on-year +37 -9 -9
Permanent jobs citing Python 194 160 184
As % of all permanent IT jobs advertised in the East Midlands 4.87% 3.28% 3.48%
As % of the Programming Languages category 8.66% 5.65% 6.37%
Number of salaries quoted 168 126 213
East Midlands median annual salary £45,000 £46,250 £37,500
Median salary % change year-on-year -2.70% +23.33% -6.25%
10th Percentile £26,250 £30,000 £26,250
90th Percentile £78,250 £78,125 £59,750
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 2,240 2,832 2,890
As % of all permanent IT jobs advertised in the East Midlands 56.24% 58.14% 54.62%
Number of salaries quoted 1,898 2,384 2,487
East Midlands median annual salary £41,000 £42,500 £40,000
Median salary % change year-on-year -3.53% +6.25% -
10th Percentile £26,750 £27,500 £24,800
90th Percentile £63,750 £60,000 £59,875
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 22 August 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 August 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 +3 86 £55,000 - 29
Leicestershire +40 57 £37,500 -5.06% 10
Northamptonshire +15 30 £75,250 +43.33% 4
Derbyshire +13 13 £28,750 -28.13% 2
Lincolnshire +7 7 £45,000 +9.09% 2
Python
England

For the 6 months to 22 August 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.

1 102 (52.58%) Agile Software Development
2 97 (50.00%) AWS
3 64 (32.99%) DevOps
4 63 (32.47%) JavaScript
5 60 (30.93%) SQL
6 59 (30.41%) Java
7 58 (29.90%) Azure
8 53 (27.32%) Scrum
9 52 (26.80%) Linux
10 51 (26.29%) Test Automation
11 48 (24.74%) C#
12 46 (23.71%) Docker
13 45 (23.20%) Retail
14 42 (21.65%) Software Engineering
15 40 (20.62%) AngularJS
16 39 (20.10%) Jenkins
16 39 (20.10%) GCP
17 37 (19.07%) Git (software)
17 37 (19.07%) Business Intelligence
17 37 (19.07%) Finance
18 35 (18.04%) HTML
19 34 (17.53%) Ansible
20 33 (17.01%) CSS
21 32 (16.49%) Analytics
22 31 (15.98%) Bash Shell
22 31 (15.98%) Node.js
22 31 (15.98%) PowerShell
22 31 (15.98%) Google
23 30 (15.46%) Windows
24 29 (14.95%) Machine Learning

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 14 (7.22%) SAS
2 12 (6.19%) nginx
3 6 (3.09%) Apache
3 6 (3.09%) Apache Spark
3 6 (3.09%) Confluence
4 5 (2.58%) OpenStack
4 5 (2.58%) Tomcat
5 3 (1.55%) Appian
5 3 (1.55%) CMS
5 3 (1.55%) iPlanet
5 3 (1.55%) JBoss
5 3 (1.55%) WebLogic
6 2 (1.03%) Elasticsearch
6 2 (1.03%) IIS
7 1 (0.52%) WordPress
Applications
1 13 (6.70%) SPSS
2 2 (1.03%) Microsoft Excel
Business Applications
1 11 (5.67%) SAP ERP
2 1 (0.52%) Dynamics AX
2 1 (0.52%) NetSuite
2 1 (0.52%) SAP BPC
Cloud Services
1 97 (50.00%) AWS
2 58 (29.90%) Azure
3 39 (20.10%) GCP
4 27 (13.92%) Serverless
5 23 (11.86%) AWS CloudFormation
6 21 (10.82%) AWS Lambda
7 10 (5.15%) GitHub
8 9 (4.64%) Virtual Private Cloud
9 8 (4.12%) AWS CodePipeline
10 6 (3.09%) Azure Machine Learning
10 6 (3.09%) IaaS
11 5 (2.58%) Amazon EKS
11 5 (2.58%) AWS Fargate
11 5 (2.58%) Azure Data Factory
11 5 (2.58%) Datadog
11 5 (2.58%) PaaS
12 4 (2.06%) Azure Functions
12 4 (2.06%) SaaS
13 3 (1.55%) Amazon ELB
13 3 (1.55%) OpenShift
Communications & Networking
1 3 (1.55%) Intrusion Detection
2 2 (1.03%) DNS
2 2 (1.03%) SSH
2 2 (1.03%) SSL
2 2 (1.03%) VoIP
3 1 (0.52%) Firewall
3 1 (0.52%) FTP
3 1 (0.52%) Internet
3 1 (0.52%) Kerberos
3 1 (0.52%) SMTP
3 1 (0.52%) TCP/IP
Database & Business Intelligence
1 21 (10.82%) Data Lake
2 18 (9.28%) Data Warehouse
3 16 (8.25%) BigQuery
4 15 (7.73%) SQL Server
5 12 (6.19%) MySQL
6 10 (5.15%) Amazon DynamoDB
7 9 (4.64%) Looker
8 8 (4.12%) Big Data
8 8 (4.12%) NoSQL
9 7 (3.61%) MariaDB
9 7 (3.61%) PostgreSQL
10 5 (2.58%) BusinessObjects
10 5 (2.58%) Hadoop
10 5 (2.58%) SQL Server Reporting Services
11 3 (1.55%) Crystal Reports
11 3 (1.55%) GIS
11 3 (1.55%) MongoDB
12 2 (1.03%) EDMS
12 2 (1.03%) SQL Server Analysis Services
12 2 (1.03%) SQL Server Integration Services
Development Applications
1 39 (20.10%) Jenkins
2 37 (19.07%) Git (software)
3 20 (10.31%) Selenium
4 10 (5.15%) Octopus Deploy
5 9 (4.64%) JIRA
5 9 (4.64%) WebDriver
6 8 (4.12%) Bitbucket
6 8 (4.12%) Cucumber
7 5 (2.58%) Subversion
8 3 (1.55%) GitLab
8 3 (1.55%) SonarQube
8 3 (1.55%) Travis CI
9 2 (1.03%) Bazaar
9 2 (1.03%) CF BOSH
10 1 (0.52%) CMake
10 1 (0.52%) Grunt
10 1 (0.52%) gulp
10 1 (0.52%) Ranorex
10 1 (0.52%) SpecFlow
10 1 (0.52%) webpack
General
1 45 (23.20%) Retail
2 37 (19.07%) Finance
3 16 (8.25%) Marketing
4 12 (6.19%) Manufacturing
5 10 (5.15%) Public Sector
6 9 (4.64%) Telecoms
7 8 (4.12%) Electronics
8 5 (2.58%) Games
9 3 (1.55%) Aerospace
10 2 (1.03%) Automotive
10 2 (1.03%) Financial Institution
10 2 (1.03%) Military
10 2 (1.03%) Police
11 1 (0.52%) Pharmaceutical
Job Titles
1 81 (41.75%) Developer
2 35 (18.04%) DevOps Engineer
3 22 (11.34%) Business Developer
3 22 (11.34%) Business Intelligence Developer
4 21 (10.82%) Junior
5 16 (8.25%) Python Developer
6 15 (7.73%) Cloud Engineer
6 15 (7.73%) Full Stack Developer
6 15 (7.73%) Senior Developer
7 14 (7.22%) Junior Developer
7 14 (7.22%) Senior Business Intelligence Developer
7 14 (7.22%) Software Engineer
8 13 (6.70%) AWS Engineer
9 11 (5.67%) AWS DevOps
9 11 (5.67%) AWS DevOps Engineer
10 10 (5.15%) Architect
11 9 (4.64%) Backend Developer
11 9 (4.64%) Data Engineer
12 8 (4.12%) Solutions Architect
13 7 (3.61%) Senior Backend Developer
Libraries, Frameworks & Software Standards
1 40 (20.62%) AngularJS
2 35 (18.04%) HTML
3 33 (17.01%) CSS
4 31 (15.98%) Node.js
5 24 (12.37%) Web Services
6 22 (11.34%) REST
6 22 (11.34%) Spring
7 21 (10.82%) .NET
8 16 (8.25%) React
9 12 (6.19%) jQuery
10 10 (5.15%) .NET Core
11 9 (4.64%) Ajax
11 9 (4.64%) SOAP
12 8 (4.12%) ASP.NET Web API
12 8 (4.12%) AWS Amplify
12 8 (4.12%) Django
12 8 (4.12%) WebSockets
13 7 (3.61%) Elastic Stack
13 7 (3.61%) JSON
13 7 (3.61%) Vue.js
Miscellaneous
1 14 (7.22%) Enterprise Software
2 11 (5.67%) Linux Command Line
3 9 (4.64%) Data Structures
3 9 (4.64%) Public Cloud
4 8 (4.12%) Algorithms
5 7 (3.61%) Greenfield Project
6 6 (3.09%) NHS
7 5 (2.58%) Analytical Skills
7 5 (2.58%) Data Centre
8 4 (2.06%) User Experience
9 2 (1.03%) Derivative
9 2 (1.03%) Management Information System
9 2 (1.03%) Mobile App
9 2 (1.03%) Renewable Energy
9 2 (1.03%) Self-Motivation
9 2 (1.03%) Social Media
10 1 (0.52%) Cloud Native
10 1 (0.52%) Cyber Kill Chain
10 1 (0.52%) Cyberthreat
10 1 (0.52%) Data Protection Act
Operating Systems
1 52 (26.80%) Linux
2 30 (15.46%) Windows
3 9 (4.64%) Red Hat Enterprise Linux
4 5 (2.58%) CentOS
4 5 (2.58%) Unix
5 2 (1.03%) Amazon Linux
5 2 (1.03%) Ubuntu
5 2 (1.03%) Windows Server
5 2 (1.03%) Windows Server 2012
6 1 (0.52%) Apple iOS
6 1 (0.52%) VMS
Processes & Methodologies
1 102 (52.58%) Agile Software Development
2 64 (32.99%) DevOps
3 53 (27.32%) Scrum
4 51 (26.29%) Test Automation
5 42 (21.65%) Software Engineering
6 37 (19.07%) Business Intelligence
7 32 (16.49%) Analytics
8 29 (14.95%) Machine Learning
9 24 (12.37%) Continuous Integration
10 23 (11.86%) Data Science
11 20 (10.31%) Configuration Management
12 19 (9.79%) Artificial Intelligence
12 19 (9.79%) Continuous Deployment
12 19 (9.79%) Deployment Automation
12 19 (9.79%) ERP
13 16 (8.25%) Infrastructure as Code
14 15 (7.73%) Digital Marketing
14 15 (7.73%) OO
14 15 (7.73%) TDD
15 14 (7.22%) Data Modelling
Programming Languages
1 63 (32.47%) JavaScript
2 60 (30.93%) SQL
3 59 (30.41%) Java
4 48 (24.74%) C#
5 31 (15.98%) Bash Shell
5 31 (15.98%) PowerShell
6 24 (12.37%) C++
7 15 (7.73%) PHP
8 13 (6.70%) Go
8 13 (6.70%) Perl
9 12 (6.19%) Ruby
10 11 (5.67%) R
11 10 (5.15%) C
12 8 (4.12%) Java 8
13 5 (2.58%) VB
14 3 (1.55%) Scala
14 3 (1.55%) Shell Script
14 3 (1.55%) TypeScript
15 2 (1.03%) IronPython
15 2 (1.03%) VBScript
Qualifications
1 22 (11.34%) Degree
2 5 (2.58%) AWS Certification
3 2 (1.03%) PhD
4 1 (0.52%) Computer Science Degree
4 1 (0.52%) ISEB
4 1 (0.52%) Master's Degree
4 1 (0.52%) Microsoft Certification
4 1 (0.52%) SC Cleared
4 1 (0.52%) Security Cleared
Quality Assurance & Compliance
1 12 (6.19%) QA
2 7 (3.61%) GDPR
3 6 (3.09%) SLA
4 1 (0.52%) ISO 9001
4 1 (0.52%) ISO/IEC 27001
4 1 (0.52%) NCSC
System Software
1 46 (23.71%) Docker
2 15 (7.73%) VMware Infrastructure
3 13 (6.70%) Hyper-V
4 5 (2.58%) vSphere
5 2 (1.03%) Apache Flume
6 1 (0.52%) LXC
Systems Management
1 34 (17.53%) Ansible
2 26 (13.40%) Terraform
3 23 (11.86%) Puppet
4 20 (10.31%) Kubernetes
4 20 (10.31%) Opscode Chef
5 7 (3.61%) Nagios
6 5 (2.58%) Grafana
6 5 (2.58%) Packer
6 5 (2.58%) Prometheus
7 3 (1.55%) Icinga
7 3 (1.55%) ZABBIX
8 2 (1.03%) Mesos
8 2 (1.03%) QRadar
9 1 (0.52%) Hadoop YARN
9 1 (0.52%) Kibana
9 1 (0.52%) logstash
9 1 (0.52%) Nessus
9 1 (0.52%) NetBackup
9 1 (0.52%) SELinux
Vendors
1 31 (15.98%) Google
2 25 (12.89%) Tableau
3 22 (11.34%) SAP
4 15 (7.73%) VMware
5 13 (6.70%) Microsoft
6 10 (5.15%) Oracle
6 10 (5.15%) SaltStack
7 9 (4.64%) MicroStrategy
7 9 (4.64%) Red Hat
7 9 (4.64%) Snowplow
7 9 (4.64%) Talend
8 8 (4.12%) Sitecore
9 7 (3.61%) New Relic
9 7 (3.61%) Splunk
10 6 (3.09%) Databricks
11 5 (2.58%) AppDynamics
12 4 (2.06%) Twitter
13 3 (1.55%) Birst
13 3 (1.55%) Rackspace
14 1 (0.52%) SnapLogic