Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Cheltenham 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 20 November 2017 with a comparison to the same period in the previous 2 years.

Python
Gloucestershire > Cheltenham
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 36 23 20
Rank change year-on-year -13 -3 +18
Permanent jobs citing Python 48 98 77
As % of all permanent IT jobs advertised in Cheltenham 10.13% 11.91% 11.39%
As % of the Programming Languages category 14.86% 19.60% 20.75%
Number of salaries quoted 36 72 68
Cheltenham median annual salary £45,000 £50,000 £45,000
Median salary % change year-on-year -10.00% +11.11% +7.14%
10th Percentile £31,875 £33,750 £27,500
90th Percentile £57,500 £66,250 £65,000
Gloucestershire median annual salary £45,000 £45,000 £45,000

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 Cheltenham with a requirement for coding skills.

All Programming Languages
Cheltenham
Permanent vacancies with a requirement for coding skills 323 500 371
As % of all permanent IT jobs advertised in Cheltenham 68.14% 60.75% 54.88%
Number of salaries quoted 287 425 327
Cheltenham median annual salary £45,000 £45,000 £40,000
Median salary % change year-on-year - +12.50% +1.27%
10th Percentile £27,000 £31,000 £28,250
90th Percentile £60,000 £65,000 £67,500
Gloucestershire median annual salary £45,000 £42,500 £40,250
% change year-on-year +5.88% +5.59% +7.33%

Python
Job Vacancy Trend in Cheltenham

Job postings citing Python as a percentage of all IT jobs advertised in Cheltenham.

Job vacancy trend for Python in Cheltenham

Python
Salary Trend in Cheltenham

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Python in Cheltenham.

Salary trend for Python in Cheltenham

Python
Salary Histogram in Cheltenham

The salary distribution of IT jobs citing Python in Cheltenham over the 6 months to 20 November 2017.

Salary histogram for Python in Cheltenham

For the 6 months to 20 November 2017, IT jobs citing Python also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Cheltenham region with a requirement for Python.

1 22 (45.83%) Java
2 20 (41.67%) Perl
3 18 (37.50%) Linux
4 17 (35.42%) C++
4 17 (35.42%) Agile Software Development
5 15 (31.25%) Software Engineering
6 14 (29.17%) Cybersecurity
7 12 (25.00%) DevOps
7 12 (25.00%) MongoDB
7 12 (25.00%) Security Cleared
7 12 (25.00%) Internet
8 11 (22.92%) Telecoms
8 11 (22.92%) Bash Shell
9 10 (20.83%) Digital Marketing
9 10 (20.83%) Atlassian Bamboo
9 10 (20.83%) Electronics
9 10 (20.83%) Marketing
9 10 (20.83%) Finance
9 10 (20.83%) Manufacturing
9 10 (20.83%) Programme Management
9 10 (20.83%) Business Intelligence
9 10 (20.83%) SAP
9 10 (20.83%) OO
9 10 (20.83%) Puppet
10 9 (18.75%) Big Data
10 9 (18.75%) Analytics
10 9 (18.75%) Jenkins
10 9 (18.75%) PHP
10 9 (18.75%) SQL
10 9 (18.75%) Amazon AWS

Python
Co-occurring IT Skills in Cheltenham 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 (14.58%) Apache
2 5 (10.42%) Elasticsearch
2 5 (10.42%) OpenStack
3 3 (6.25%) Apache Spark
4 2 (4.17%) Confluence
5 1 (2.08%) Apache Pig
5 1 (2.08%) nginx
Cloud Services
1 9 (18.75%) Amazon AWS
2 8 (16.67%) Microsoft Azure
3 5 (10.42%) GitHub
4 1 (2.08%) IaaS
4 1 (2.08%) Office 365
4 1 (2.08%) OpenShift
4 1 (2.08%) PaaS
Communications & Networking
1 12 (25.00%) Internet
2 8 (16.67%) Firewall
2 8 (16.67%) HTTP
2 8 (16.67%) TCP/IP
3 7 (14.58%) DHCP
3 7 (14.58%) DNS
3 7 (14.58%) SMTP
4 2 (4.17%) SSL
Database & Business Intelligence
1 12 (25.00%) MongoDB
2 9 (18.75%) Big Data
3 8 (16.67%) MySQL
4 7 (14.58%) NoSQL
5 6 (12.50%) MariaDB
6 5 (10.42%) Apache Cassandra
6 5 (10.42%) Hadoop
7 3 (6.25%) Apache Hive
7 3 (6.25%) Data Mining
8 1 (2.08%) Microsoft Analysis Services
8 1 (2.08%) SQL Server
Development Applications
1 10 (20.83%) Atlassian Bamboo
2 9 (18.75%) Jenkins
3 8 (16.67%) Bitbucket
4 6 (12.50%) EasyMock
5 4 (8.33%) Git (software)
5 4 (8.33%) JUnit
6 3 (6.25%) JIRA
7 2 (4.17%) TeamCity
8 1 (2.08%) CodeSonar
8 1 (2.08%) git-flow
8 1 (2.08%) IDA Disassembler
8 1 (2.08%) OllyDbg
8 1 (2.08%) Robot Framework
8 1 (2.08%) Selenium
8 1 (2.08%) WinDbg
General
1 11 (22.92%) Telecoms
2 10 (20.83%) Electronics
2 10 (20.83%) Finance
2 10 (20.83%) Manufacturing
2 10 (20.83%) Marketing
3 8 (16.67%) Aerospace
4 3 (6.25%) Games
Job Titles
1 10 (20.83%) Developer
2 9 (18.75%) Software Engineer
3 7 (14.58%) Analyst
3 7 (14.58%) DevOps Engineer
4 6 (12.50%) Administrator
4 6 (12.50%) Java Developer
4 6 (12.50%) Linux Administrator
4 6 (12.50%) Linux Engineer
4 6 (12.50%) Linux Systems Administrator
4 6 (12.50%) Linux Systems Engineer
4 6 (12.50%) Systems Administrator
4 6 (12.50%) Test Engineer
5 5 (10.42%) DevOps Administrator
5 5 (10.42%) DevOps Systems Engineer
5 5 (10.42%) Integration Engineer
5 5 (10.42%) Java Engineer
5 5 (10.42%) Java Software Engineer
5 5 (10.42%) Linux DevOps Administrator
5 5 (10.42%) Linux/Unix DevOps
5 5 (10.42%) Test and Integration Engineer
Libraries, Frameworks & Software Standards
1 8 (16.67%) AngularJS
1 8 (16.67%) CSS
1 8 (16.67%) HTML
2 7 (14.58%) Java EE
2 7 (14.58%) React
3 6 (12.50%) Backbone.js
3 6 (12.50%) CSS3
3 6 (12.50%) D3.js
3 6 (12.50%) HTML5
3 6 (12.50%) Spring
4 5 (10.42%) J2EE
4 5 (10.42%) XML
5 4 (8.33%) Hibernate
5 4 (8.33%) Node.js
6 3 (6.25%) Kafka
6 3 (6.25%) RESTful
7 2 (4.17%) EJB
7 2 (4.17%) Express
7 2 (4.17%) JSF
7 2 (4.17%) LAMP
Miscellaneous
1 5 (10.42%) Computer Science
1 5 (10.42%) Embedded Systems
2 3 (6.25%) Algorithms
3 2 (4.17%) Cyberthreat
3 2 (4.17%) Wiki
4 1 (2.08%) Blog
4 1 (2.08%) Cybercrime
4 1 (2.08%) Data Structures
4 1 (2.08%) Mobile App
Operating Systems
1 18 (37.50%) Linux
2 7 (14.58%) Android
2 7 (14.58%) Unix
3 6 (12.50%) Apple iOS
4 4 (8.33%) CentOS
5 2 (4.17%) Debian
5 2 (4.17%) Red Hat Enterprise Linux
6 1 (2.08%) Mac OS X
6 1 (2.08%) Ubuntu
6 1 (2.08%) Windows
Processes & Methodologies
1 17 (35.42%) Agile Software Development
2 15 (31.25%) Software Engineering
3 14 (29.17%) Cybersecurity
4 12 (25.00%) DevOps
5 10 (20.83%) Business Intelligence
5 10 (20.83%) Digital Marketing
5 10 (20.83%) OO
5 10 (20.83%) Programme Management
6 9 (18.75%) Analytics
7 8 (16.67%) Malware Analysis
7 8 (16.67%) Penetration Testing
7 8 (16.67%) Threat Intelligence
8 7 (14.58%) Continuous Integration
8 7 (14.58%) Cyber Threat Intelligence
8 7 (14.58%) Data Analytics
8 7 (14.58%) Test Automation
9 5 (10.42%) Forensic Analysis
9 5 (10.42%) Software Testing
9 5 (10.42%) Vulnerability Scanning
10 4 (8.33%) Scrum
Programming Languages
1 22 (45.83%) Java
2 20 (41.67%) Perl
3 17 (35.42%) C++
4 11 (22.92%) Bash Shell
5 9 (18.75%) PHP
5 9 (18.75%) SQL
6 7 (14.58%) JavaScript
7 6 (12.50%) C#
8 5 (10.42%) C
8 5 (10.42%) PowerShell
8 5 (10.42%) Ruby
8 5 (10.42%) VB
9 1 (2.08%) Objective-C
Qualifications
1 12 (25.00%) Security Cleared
2 5 (10.42%) Degree
3 4 (8.33%) DV Cleared
4 3 (6.25%) SC Cleared
System Software
1 8 (16.67%) Docker
2 1 (2.08%) Ceph
2 1 (2.08%) Dovecot
2 1 (2.08%) Postfix
2 1 (2.08%) Snort
2 1 (2.08%) vSphere
Systems Management
1 10 (20.83%) Puppet
2 4 (8.33%) Ansible
2 4 (8.33%) Kubernetes
3 3 (6.25%) Opscode Chef
4 1 (2.08%) Galera Cluster
4 1 (2.08%) Salt
Vendors
1 10 (20.83%) SAP
2 7 (14.58%) Google
3 6 (12.50%) VMware
4 4 (8.33%) Red Hat
5 2 (4.17%) Microsoft
6 1 (2.08%) Scality
6 1 (2.08%) Twitter