Job Vacancy Trend Salary Trend Salary Histogram Job Locations Skill Sets
Period
to 11 August 2020

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 August 2020 with a comparison to the same period in the previous 2 years.

Python
England > East Midlands
6 months to
11 Aug 2020		 Same period 2019 Same period 2018
Rank 27 48 96
Rank change year-on-year +21 +48 -16
Permanent jobs citing Python 129 199 152
As % of all permanent jobs advertised in the East Midlands 7.85% 4.99% 3.08%
As % of the Programming Languages category 15.00% 8.88% 5.31%
Number of salaries quoted 115 180 130
Median annual salary £45,000 £45,000 £45,000
10th Percentile £30,800 £26,250 £28,750
90th Percentile £72,000 £77,750 £73,875
England median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +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 860 2,242 2,864
As % of all permanent IT jobs advertised in the East Midlands 52.31% 56.23% 58.03%
Number of salaries quoted 722 1,887 2,434
Median annual salary £42,500 £41,000 £42,500
Median salary % change year-on-year +3.66% -3.53% +6.25%
10th Percentile £28,500 £26,750 £27,500
90th Percentile £61,250 £63,750 £60,000
England median annual salary £55,000 £52,500 £50,000
% change year-on-year +4.76% +5.00% +5.26%

Python
Job Vacancy Trend in the East Midlands

Job postings citing Python as a proportion 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

3-month moving average salary quoted in jobs citing Python in the East Midlands.

Salary trend for Python in the East Midlands

Python
Salary Histogram in the East Midlands

Salary distribution for jobs citing Python in the East Midlands over the 6 months to 11 August 2020.

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 August 2020. 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 +24 80 £50,000 -9.09% 11
Leicestershire +15 16 £35,000 -6.67% 3
Northamptonshire +24 14 £37,500 -50.17% 3
Derbyshire +26 13 £40,000 +23.08% 1
Lincolnshire +13 4 £30,000 -33.33% 2
Python
England

For the 6 months to 11 August 2020, 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 63 (48.84%) Agile Software Development
2 50 (38.76%) AWS
2 50 (38.76%) DevOps
3 43 (33.33%) Git (software)
4 39 (30.23%) Azure
5 38 (29.46%) Software Engineering
5 38 (29.46%) C#
5 38 (29.46%) SQL
6 37 (28.68%) Java
7 30 (23.26%) JavaScript
8 26 (20.16%) Problem-Solving
9 25 (19.38%) Test Automation
10 23 (17.83%) Analytics
11 22 (17.05%) Linux
12 21 (16.28%) Law
13 20 (15.50%) Business Intelligence
14 19 (14.73%) OOP
15 18 (13.95%) OO
15 18 (13.95%) Data Warehouse
15 18 (13.95%) Finance
15 18 (13.95%) Jenkins
16 17 (13.18%) HTML
16 17 (13.18%) .NET
16 17 (13.18%) PowerShell
17 16 (12.40%) NoSQL
17 16 (12.40%) Perl
18 15 (11.63%) C++
18 15 (11.63%) Bash Shell
18 15 (11.63%) GCP
18 15 (11.63%) Kubernetes

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 6 (4.65%) Apache Spark
2 5 (3.88%) Elasticsearch
3 2 (1.55%) Apache Solr
3 2 (1.55%) Confluence
4 1 (0.78%) Apache
4 1 (0.78%) Apache Synapse
Applications
1 3 (2.33%) Microsoft Excel
2 2 (1.55%) Microsoft Office
Business Applications
1 2 (1.55%) Sentinel
2 1 (0.78%) Dynamics GP
2 1 (0.78%) Dynamics NAV
2 1 (0.78%) Exchequer
2 1 (0.78%) SAP Business One
2 1 (0.78%) Unit4 Business World
Cloud Services
1 50 (38.76%) AWS
2 39 (30.23%) Azure
3 15 (11.63%) GCP
4 6 (4.65%) AWS Lambda
4 6 (4.65%) Power Platform
4 6 (4.65%) SaaS
4 6 (4.65%) Serverless
5 4 (3.10%) Amazon EC2
5 4 (3.10%) GitHub
6 3 (2.33%) Loggly
7 2 (1.55%) Amazon ECS
7 2 (1.55%) Amazon EKS
7 2 (1.55%) Amazon Kinesis
7 2 (1.55%) Amazon S3
7 2 (1.55%) Cloud Computing
7 2 (1.55%) PaaS
8 1 (0.78%) AWS CloudFormation
8 1 (0.78%) AWS CodePipeline
8 1 (0.78%) Route 53
8 1 (0.78%) Virtual Private Cloud
Communications & Networking
1 5 (3.88%) TCP/IP
2 4 (3.10%) DNS
2 4 (3.10%) Firewall
3 3 (2.33%) HTTP
3 3 (2.33%) LAN
3 3 (2.33%) Network Security
3 3 (2.33%) Skype
3 3 (2.33%) VPN
3 3 (2.33%) WAN
3 3 (2.33%) WebEx
4 2 (1.55%) IPv6
4 2 (1.55%) VSAN
Database & Business Intelligence
1 18 (13.95%) Data Warehouse
2 16 (12.40%) NoSQL
3 13 (10.08%) MySQL
4 11 (8.53%) Relational Database
5 10 (7.75%) SQL Server Integration Services
6 9 (6.98%) SQL Server
7 8 (6.20%) Apache Cassandra
7 8 (6.20%) Data Mining
7 8 (6.20%) RDBMS
8 6 (4.65%) Power BI
9 5 (3.88%) Amazon DynamoDB
9 5 (3.88%) Apache Hive
9 5 (3.88%) Big Data
9 5 (3.88%) Data Lake
9 5 (3.88%) Hadoop
9 5 (3.88%) HBase
9 5 (3.88%) Impala
10 4 (3.10%) Snowflake Schema
10 4 (3.10%) Spark SQL
10 4 (3.10%) SQL Server Reporting Services
Development Applications
1 43 (33.33%) Git (software)
2 18 (13.95%) Jenkins
3 11 (8.53%) Mercurial
4 10 (7.75%) NUnit
5 7 (5.43%) Atlassian Bamboo
5 7 (5.43%) JUnit
6 6 (4.65%) Sonatype Nexus
7 5 (3.88%) Eclipse
7 5 (3.88%) GitLab
7 5 (3.88%) IntelliJ
7 5 (3.88%) Selenium
7 5 (3.88%) Subversion
8 4 (3.10%) Bitbucket
8 4 (3.10%) Visual Studio
9 3 (2.33%) ERwin
9 3 (2.33%) JIRA
9 3 (2.33%) Katalon Studio
9 3 (2.33%) PowerDesigner
10 2 (1.55%) Cucumber
10 2 (1.55%) FishEye
General
1 21 (16.28%) Law
2 18 (13.95%) Finance
3 7 (5.43%) Back Office
4 5 (3.88%) Aerospace
5 4 (3.10%) Banking
5 4 (3.10%) Retail
6 1 (0.78%) Marketing
Job Titles
1 49 (37.98%) Developer
2 28 (21.71%) Software Engineer
3 17 (13.18%) DevOps Engineer
4 13 (10.08%) Senior Software Engineer
5 10 (7.75%) AWS Engineer
6 9 (6.98%) Cloud Engineer
6 9 (6.98%) Software Developer
7 8 (6.20%) Full Stack Developer
7 8 (6.20%) Python Developer
8 7 (5.43%) Java Developer
9 6 (4.65%) Business Intelligence Developer
9 6 (4.65%) C# Software Engineer
9 6 (4.65%) Java Engineer
9 6 (4.65%) Java Software Engineer
9 6 (4.65%) Junior
9 6 (4.65%) Lead Developer
10 5 (3.88%) Analyst
10 5 (3.88%) Lead Software Engineer
10 5 (3.88%) Platform Engineer
10 5 (3.88%) Senior Developer
Libraries, Frameworks & Software Standards
1 17 (13.18%) .NET
1 17 (13.18%) HTML
2 13 (10.08%) CSS
3 11 (8.53%) AngularJS
3 11 (8.53%) Node.js
3 11 (8.53%) React
4 10 (7.75%) LINQ
4 10 (7.75%) REST
5 9 (6.98%) WPF
6 8 (6.20%) jQuery
6 8 (6.20%) JSON
7 7 (5.43%) SOAP
7 7 (5.43%) Vue.js
7 7 (5.43%) XML
8 6 (4.65%) Django
8 6 (4.65%) Elastic Stack
8 6 (4.65%) HTML5
8 6 (4.65%) Kafka
9 5 (3.88%) CSS3
9 5 (3.88%) Express
Miscellaneous
1 12 (9.30%) Analytical Skills
1 12 (9.30%) Public Cloud
2 9 (6.98%) Cloud Native
2 9 (6.98%) User Experience
3 8 (6.20%) Enterprise Software
4 5 (3.88%) Greenfield Project
4 5 (3.88%) Renewable Energy
5 4 (3.10%) Credit Risk
5 4 (3.10%) Linux Command Line
5 4 (3.10%) Management Information System
6 3 (2.33%) Distributed Denial-of-Service
6 3 (2.33%) Reference Data
7 2 (1.55%) Algorithms
7 2 (1.55%) Wiki
8 1 (0.78%) Data Structures
8 1 (0.78%) Mobile App
Operating Systems
1 22 (17.05%) Linux
2 14 (10.85%) Windows
3 8 (6.20%) Unix
4 4 (3.10%) Ubuntu
5 1 (0.78%) Red Hat Enterprise Linux
Processes & Methodologies
1 63 (48.84%) Agile Software Development
2 50 (38.76%) DevOps
3 38 (29.46%) Software Engineering
4 26 (20.16%) Problem-Solving
5 25 (19.38%) Test Automation
6 23 (17.83%) Analytics
7 20 (15.50%) Business Intelligence
8 19 (14.73%) OOP
9 18 (13.95%) OO
10 12 (9.30%) Continuous Integration
10 12 (9.30%) Data Modelling
10 12 (9.30%) ITIL
10 12 (9.30%) Scrum
10 12 (9.30%) Secure Coding
11 11 (8.53%) Data Management
11 11 (8.53%) Functional Programming
12 10 (7.75%) Artificial Intelligence
12 10 (7.75%) BDD
12 10 (7.75%) MVVM
12 10 (7.75%) Stakeholder Management
Programming Languages
1 38 (29.46%) C#
1 38 (29.46%) SQL
2 37 (28.68%) Java
3 30 (23.26%) JavaScript
4 17 (13.18%) PowerShell
5 16 (12.40%) Perl
6 15 (11.63%) Bash Shell
6 15 (11.63%) C++
7 14 (10.85%) PHP
8 9 (6.98%) Fortran
9 6 (4.65%) Scala
10 5 (3.88%) PL/SQL
10 5 (3.88%) Ruby
10 5 (3.88%) T-SQL
11 4 (3.10%) TypeScript
12 3 (2.33%) Go
12 3 (2.33%) R
12 3 (2.33%) Shell Script
12 3 (2.33%) VBA
13 2 (1.55%) Data Analysis Expressions (DAX)
Qualifications
1 13 (10.08%) Degree
2 7 (5.43%) Computer Science Degree
2 7 (5.43%) DV Cleared
2 7 (5.43%) SC Cleared
2 7 (5.43%) Security Cleared
3 5 (3.88%) AWS Certification
4 3 (2.33%) Master's Degree
5 2 (1.55%) TOGAF Certification
5 2 (1.55%) VCAP
5 2 (1.55%) VMware Certified Professional (VCP)
6 1 (0.78%) DBS Check
Quality Assurance & Compliance
1 8 (6.20%) Data Quality
2 5 (3.88%) QA
3 4 (3.10%) Sarbanes-Oxley
System Software
1 13 (10.08%) Docker
2 6 (4.65%) VMware Infrastructure
3 5 (3.88%) HDFS
4 4 (3.10%) Apache ZooKeeper
5 2 (1.55%) Hyper-V
5 2 (1.55%) vCloud
5 2 (1.55%) VMware NSX
5 2 (1.55%) vSphere
6 1 (0.78%) Apache Flume
6 1 (0.78%) Terminal Services
Systems Management
1 15 (11.63%) Kubernetes
2 14 (10.85%) Terraform
3 11 (8.53%) Ansible
4 10 (7.75%) Puppet
5 5 (3.88%) Hadoop YARN
6 4 (3.10%) Opscode Chef
6 4 (3.10%) Packer
7 3 (2.33%) Fluentd
8 2 (1.55%) Mesos
8 2 (1.55%) vCenter Server
9 1 (0.78%) Marathon
Vendors
1 10 (7.75%) Oracle
2 9 (6.98%) Microsoft
3 8 (6.20%) Atlassian
3 8 (6.20%) Tableau
4 6 (4.65%) Google
4 6 (4.65%) VMware
5 5 (3.88%) Splunk
6 4 (3.10%) Ab Initio
6 4 (3.10%) Cloudera
6 4 (3.10%) Sun
6 4 (3.10%) Teradata
7 3 (2.33%) Cisco
7 3 (2.33%) McAfee
7 3 (2.33%) Percona
7 3 (2.33%) Riverbed
7 3 (2.33%) Symantec
8 2 (1.55%) AppDynamics
8 2 (1.55%) Capita
8 2 (1.55%) Dell
8 2 (1.55%) New Relic