Period
to 16 November 2018

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 16 November 2018 with a comparison to the same period in the previous 2 years.

Python
Gloucestershire > Cheltenham
6 months to
16 Nov 2018
Same period 2017 Same period 2016
Rank 4 32 21
Rank change year-on-year +28 -11 0
Permanent jobs citing Python 121 52 103
As % of all permanent IT jobs advertised in Cheltenham 19.00% 10.88% 12.17%
As % of the Programming Languages category 29.51% 16.05% 19.85%
Number of salaries quoted 79 40 77
Cheltenham median annual salary £55,000 £45,000 £50,000
Median salary % change year-on-year +22.22% -10.00% +11.11%
10th Percentile £37,500 £32,375 £32,750
90th Percentile £65,000 £57,750 £66,250
Gloucestershire median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - -

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 410 324 519
As % of all permanent IT jobs advertised in Cheltenham 64.36% 67.78% 61.35%
Number of salaries quoted 319 290 439
Cheltenham median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +12.50%
10th Percentile £31,200 £27,500 £31,000
90th Percentile £65,000 £60,000 £65,000
Gloucestershire median annual salary £47,500 £45,000 £42,500
% change year-on-year +5.56% +5.88% +4.94%

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 16 November 2018.

Salary histogram for Python in Cheltenham

For the 6 months to 16 November 2018, 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 Cheltenham region with a requirement for Python.

1 79 (65.29%) Java
2 65 (53.72%) C++
3 64 (52.89%) Agile Software Development
4 56 (46.28%) Spring
5 55 (45.45%) Software Engineering
6 54 (44.63%) Linux
7 52 (42.98%) Scrum
8 47 (38.84%) DevOps
9 42 (34.71%) Apache
10 40 (33.06%) EasyMock
11 37 (30.58%) Java EE
12 36 (29.75%) CentOS
12 36 (29.75%) Red Hat Enterprise Linux
13 35 (28.93%) Red Hat
14 34 (28.10%) EJB
14 34 (28.10%) JIRA
14 34 (28.10%) Atlassian Bamboo
14 34 (28.10%) Bitbucket
15 33 (27.27%) Jenkins
16 32 (26.45%) Wiki
16 32 (26.45%) Confluence
16 32 (26.45%) JSF
16 32 (26.45%) JUnit
17 31 (25.62%) Open Source
18 30 (24.79%) OOD
18 30 (24.79%) OO
19 28 (23.14%) Security Cleared
20 27 (22.31%) Machine Learning
20 27 (22.31%) C
21 26 (21.49%) Requirements Analysis

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 42 (34.71%) Apache
2 32 (26.45%) Confluence
3 26 (21.49%) Elasticsearch
4 17 (14.05%) SAS
5 14 (11.57%) Apache Spark
6 2 (1.65%) MS Exchange
6 2 (1.65%) WebLogic
7 1 (0.83%) ArcGIS
Applications
1 1 (0.83%) Chatbot
Cloud Services
1 2 (1.65%) Amazon AWS
2 1 (0.83%) Amazon EC2
2 1 (0.83%) Amazon EMR
2 1 (0.83%) Amazon SageMaker
2 1 (0.83%) Microsoft Azure
2 1 (0.83%) SaaS
Communications & Networking
1 3 (2.48%) TCP/IP
2 2 (1.65%) AMQP
Database & Business Intelligence
1 26 (21.49%) Big Data
2 25 (20.66%) Apache Cassandra
3 14 (11.57%) Hadoop
3 14 (11.57%) MongoDB
4 13 (10.74%) Apache Hive
5 3 (2.48%) SQL Server
6 2 (1.65%) MySQL
7 1 (0.83%) Blockchain
7 1 (0.83%) BusinessObjects Business Intelligence
7 1 (0.83%) Data Lake
7 1 (0.83%) Data Warehouse
7 1 (0.83%) GIS
7 1 (0.83%) SAS EBI
7 1 (0.83%) Spatial Data
Development Applications
1 40 (33.06%) EasyMock
2 34 (28.10%) Atlassian Bamboo
2 34 (28.10%) Bitbucket
2 34 (28.10%) JIRA
3 33 (27.27%) Jenkins
4 32 (26.45%) JUnit
5 8 (6.61%) Git (software)
6 4 (3.31%) Eclipse
6 4 (3.31%) Rational DOORS
6 4 (3.31%) Selenium
6 4 (3.31%) Visual Studio
6 4 (3.31%) Xcode
7 2 (1.65%) CodeSonar
7 2 (1.65%) git-flow
7 2 (1.65%) Robot Framework
8 1 (0.83%) Cucumber
General
1 19 (15.70%) Finance
2 13 (10.74%) Electronics
2 13 (10.74%) Manufacturing
2 13 (10.74%) Marketing
2 13 (10.74%) Telecoms
3 4 (3.31%) Aerospace
3 4 (3.31%) Retail
Job Titles
1 54 (44.63%) Software Engineer
2 40 (33.06%) Developer
2 40 (33.06%) Java Engineer
2 40 (33.06%) Java Software Engineer
3 27 (22.31%) DevOps Engineer
3 27 (22.31%) Java Developer
4 25 (20.66%) Software Developer
5 24 (19.83%) Developer/Software Engineer
6 15 (12.40%) Java Software Developer
7 13 (10.74%) Data Scientist
8 12 (9.92%) Full Stack Developer
9 11 (9.09%) Senior Developer
10 10 (8.26%) Agile Developer
10 10 (8.26%) Agile Java Developer
10 10 (8.26%) DevOps Developer
11 9 (7.44%) Senior Data Scientist
11 9 (7.44%) Senior Full Stack Developer
11 9 (7.44%) Senior Java Developer
12 8 (6.61%) Consultant
13 5 (4.13%) Graduate
Libraries, Frameworks & Software Standards
1 56 (46.28%) Spring
2 37 (30.58%) Java EE
3 34 (28.10%) EJB
4 32 (26.45%) JSF
5 25 (20.66%) Kafka
6 16 (13.22%) AngularJS
6 16 (13.22%) Node.js
7 15 (12.40%) HTML
7 15 (12.40%) RESTful
8 14 (11.57%) Spring MVC
9 13 (10.74%) Backbone.js
9 13 (10.74%) CSS
9 13 (10.74%) CSS3
9 13 (10.74%) D3.js
9 13 (10.74%) HTML5
9 13 (10.74%) React
10 12 (9.92%) Hibernate
11 6 (4.96%) Django
12 2 (1.65%) .NET Framework
12 2 (1.65%) SOAP
Miscellaneous
1 32 (26.45%) Wiki
2 9 (7.44%) Analytical Skills
2 9 (7.44%) Computer Science
3 7 (5.79%) Cybercrime
4 6 (4.96%) Algorithms
5 4 (3.31%) Cyber Defence
5 4 (3.31%) e-Learning
5 4 (3.31%) Embedded Systems
5 4 (3.31%) Linux Command Line
6 2 (1.65%) iPhone
7 1 (0.83%) Data Structures
7 1 (0.83%) Driving Licence
7 1 (0.83%) Self-Motivation
Operating Systems
1 54 (44.63%) Linux
2 36 (29.75%) CentOS
2 36 (29.75%) Red Hat Enterprise Linux
3 14 (11.57%) Windows
4 6 (4.96%) Mac OS X
4 6 (4.96%) Unix
5 5 (4.13%) Ubuntu
6 4 (3.31%) Android
7 3 (2.48%) Fedora
8 2 (1.65%) Apple iOS
8 2 (1.65%) Windows Phone
Processes & Methodologies
1 64 (52.89%) Agile Software Development
2 55 (45.45%) Software Engineering
3 52 (42.98%) Scrum
4 47 (38.84%) DevOps
5 31 (25.62%) Open Source
6 30 (24.79%) OO
6 30 (24.79%) OOD
7 27 (22.31%) Machine Learning
8 26 (21.49%) Requirements Analysis
9 25 (20.66%) Data Science
10 22 (18.18%) TDD
11 17 (14.05%) Statistics
12 16 (13.22%) SDLC
13 15 (12.40%) Analytics
14 14 (11.57%) Business Intelligence
14 14 (11.57%) Continuous Integration
14 14 (11.57%) Mathematics
15 13 (10.74%) Digital Marketing
15 13 (10.74%) MVC
15 13 (10.74%) Programme Management
Programming Languages
1 79 (65.29%) Java
2 65 (53.72%) C++
3 27 (22.31%) C
4 24 (19.83%) C#
5 20 (16.53%) R
6 17 (14.05%) JavaScript
7 8 (6.61%) PowerShell
8 7 (5.79%) SQL
9 4 (3.31%) Assembly Language
9 4 (3.31%) Bash Shell
9 4 (3.31%) Objective-C
10 3 (2.48%) Scala
Qualifications
1 28 (23.14%) Security Cleared
2 25 (20.66%) DV Cleared
3 17 (14.05%) Degree
4 6 (4.96%) SC Cleared
5 5 (4.13%) Master's Degree
6 3 (2.48%) PhD
Quality Assurance & Compliance
1 7 (5.79%) QA
2 4 (3.31%) DO-178B
3 1 (0.83%) GDPR
System Software
1 5 (4.13%) Docker
2 3 (2.48%) VirtualBox
2 3 (2.48%) VMware ESXi
2 3 (2.48%) VMware Infrastructure
2 3 (2.48%) Xen
3 2 (1.65%) vSphere
Systems Management
1 5 (4.13%) Puppet
2 3 (2.48%) Ansible
2 3 (2.48%) Docker Swarm
2 3 (2.48%) Kubernetes
2 3 (2.48%) Nagios
2 3 (2.48%) OpenNMS
2 3 (2.48%) vCenter Server
2 3 (2.48%) ZABBIX
3 2 (1.65%) Salt
Vendors
1 35 (28.93%) Red Hat
2 14 (11.57%) SAP
3 10 (8.26%) Microsoft
4 3 (2.48%) Cloudera
4 3 (2.48%) Hortonworks
4 3 (2.48%) SolarWinds
4 3 (2.48%) VMware
5 2 (1.65%) Tableau
6 1 (0.83%) Alteryx
6 1 (0.83%) ESRI
6 1 (0.83%) IBM