Period
to 9 April 2020

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

Python
Gloucestershire > Cheltenham
6 months to
9 Apr 2020
Same period 2019 Same period 2018
Rank 6 6 34
Rank change year-on-year 0 +28 +4
Permanent jobs citing Python 101 92 41
As % of all permanent jobs advertised in Cheltenham 19.88% 18.78% 7.93%
As % of the Programming Languages category 33.33% 35.38% 12.85%
Number of salaries quoted 67 80 34
Median annual salary £50,000 £52,500 £46,250
Median salary % change year-on-year -4.76% +13.51% -7.50%
10th Percentile £31,750 £37,500 £32,875
90th Percentile £62,500 £65,000 £64,625
Gloucestershire median annual salary £50,000 £50,000 £46,000
% change year-on-year - +8.70% +13.58%

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 303 260 319
As % of all permanent IT jobs advertised in Cheltenham 59.65% 53.06% 61.70%
Number of salaries quoted 226 210 282
Median annual salary £47,500 £50,000 £45,000
Median salary % change year-on-year -5.00% +11.11% -0.59%
10th Percentile £30,000 £31,250 £28,750
90th Percentile £66,250 £65,000 £60,000
Gloucestershire median annual salary £49,000 £47,500 £45,000
% change year-on-year +3.16% +5.56% +5.88%

Python
Job Vacancy Trend in Cheltenham

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

Job vacancy trend for Python in Cheltenham

Python
Salary Trend in Cheltenham

3-month moving average salary quoted in jobs citing Python in Cheltenham.

Salary trend for Python in Cheltenham

Python
Salary Histogram in Cheltenham

Salary distribution for jobs citing Python in Cheltenham over the 6 months to 9 April 2020.

Salary histogram for Python in Cheltenham

For the 6 months to 9 April 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 Cheltenham region with a requirement for Python.

1 46 (45.54%) Java
1 46 (45.54%) Agile Software Development
1 46 (45.54%) Security Cleared
2 44 (43.56%) DV Cleared
2 44 (43.56%) C++
3 39 (38.61%) C#
4 31 (30.69%) Linux
5 23 (22.77%) Cybersecurity
5 23 (22.77%) Data Science
6 22 (21.78%) Software Engineering
7 21 (20.79%) R
8 20 (19.80%) Windows
9 19 (18.81%) JavaScript
9 19 (18.81%) Machine Learning
10 18 (17.82%) DevOps
11 16 (15.84%) C
12 14 (13.86%) Scrum
12 14 (13.86%) Artificial Intelligence
12 14 (13.86%) Jenkins
13 13 (12.87%) Analytical Skills
14 12 (11.88%) MongoDB
14 12 (11.88%) Mathematics
14 12 (11.88%) SQL
14 12 (11.88%) SAS
15 11 (10.89%) HTML
15 11 (10.89%) Finance
15 11 (10.89%) Node.js
15 11 (10.89%) Big Data
15 11 (10.89%) Docker
16 10 (9.90%) Firewall

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 12 (11.88%) SAS
2 6 (5.94%) Confluence
2 6 (5.94%) JBoss
3 4 (3.96%) Apache
3 4 (3.96%) Apache Spark
3 4 (3.96%) Elasticsearch
4 1 (0.99%) Oracle HTTP Server
4 1 (0.99%) Oracle SOA Suite
4 1 (0.99%) WebLogic
Applications
1 4 (3.96%) Microsoft Excel
2 2 (1.98%) Adobe Creative Suite
3 1 (0.99%) Adobe XD
3 1 (0.99%) Simulink
Business Applications
1 1 (0.99%) Oracle BPM
Cloud Services
1 8 (7.92%) AWS
2 6 (5.94%) Power Platform
3 5 (4.95%) SaaS
4 3 (2.97%) Azure
5 2 (1.98%) AWS CloudFormation
5 2 (1.98%) PaaS
6 1 (0.99%) Amazon CloudWatch
6 1 (0.99%) Amazon EC2
6 1 (0.99%) Amazon ECS
6 1 (0.99%) Amazon S3
6 1 (0.99%) AWS Lambda
6 1 (0.99%) Azure Machine Learning
6 1 (0.99%) Datadog
6 1 (0.99%) GitHub
6 1 (0.99%) OpenShift
6 1 (0.99%) Serverless
Communications & Networking
1 10 (9.90%) DNS
1 10 (9.90%) Firewall
2 9 (8.91%) HTTP
2 9 (8.91%) Intrusion Detection
3 8 (7.92%) Internet
3 8 (7.92%) TCP/IP
4 7 (6.93%) SMTP
5 5 (4.95%) Wireshark
6 2 (1.98%) SSH
7 1 (0.99%) Ethernet
7 1 (0.99%) MPLS
7 1 (0.99%) OSPF
7 1 (0.99%) SSL
7 1 (0.99%) VLAN
7 1 (0.99%) VPN
7 1 (0.99%) VSAN
Database & Business Intelligence
1 12 (11.88%) MongoDB
2 11 (10.89%) Big Data
3 7 (6.93%) MySQL
4 6 (5.94%) Power BI
5 3 (2.97%) Hadoop
6 1 (0.99%) Apache Hive
6 1 (0.99%) Data Warehouse
6 1 (0.99%) Impala
6 1 (0.99%) NoSQL
6 1 (0.99%) PostgreSQL
6 1 (0.99%) SAS EBI
6 1 (0.99%) SQL Server
6 1 (0.99%) SQL Server Integration Services
6 1 (0.99%) SQL Server Reporting Services
Development Applications
1 14 (13.86%) Jenkins
2 9 (8.91%) IDA Disassembler
2 9 (8.91%) JIRA
3 8 (7.92%) Git (software)
4 7 (6.93%) Cucumber
5 6 (5.94%) Selenium
6 5 (4.95%) Eclipse
7 4 (3.96%) Bitbucket
7 4 (3.96%) Bitbucket Server
8 3 (2.97%) Atlassian Bamboo
8 3 (2.97%) EasyMock
8 3 (2.97%) JUnit
9 2 (1.98%) Subversion
9 2 (1.98%) TeamCity
10 1 (0.99%) Axure RP
10 1 (0.99%) Balsamiq
10 1 (0.99%) Grunt
10 1 (0.99%) gulp
10 1 (0.99%) Rational DOORS
10 1 (0.99%) webpack
General
1 11 (10.89%) Finance
2 6 (5.94%) Marketing
3 4 (3.96%) Games
4 3 (2.97%) Aerospace
5 1 (0.99%) Electronics
5 1 (0.99%) Law
Job Titles
1 31 (30.69%) Developer
2 21 (20.79%) Analyst
2 21 (20.79%) Software Developer
3 12 (11.88%) Data Scientist
4 9 (8.91%) Java Developer
5 8 (7.92%) C++ Developer
5 8 (7.92%) Senior Developer
5 8 (7.92%) Software Engineer
6 7 (6.93%) C++ Software Developer
6 7 (6.93%) C++/Java Developer
6 7 (6.93%) Data Analyst
6 7 (6.93%) Incident Analyst
6 7 (6.93%) Java Software Developer
6 7 (6.93%) Python Developer
7 5 (4.95%) Business Intelligence Analyst
8 4 (3.96%) C# Developer
8 4 (3.96%) Senior C# Developer
8 4 (3.96%) Senior C++ Developer
8 4 (3.96%) Senior Java Developer
8 4 (3.96%) Senior Python Developer
Libraries, Frameworks & Software Standards
1 11 (10.89%) HTML
1 11 (10.89%) Node.js
2 9 (8.91%) RESTful
3 8 (7.92%) CSS
3 8 (7.92%) HTML5
3 8 (7.92%) Spring
4 7 (6.93%) Gherkin
4 7 (6.93%) React
5 6 (5.94%) CSS3
6 4 (3.96%) Apache NiFi
6 4 (3.96%) Java EE
6 4 (3.96%) jQuery
6 4 (3.96%) Kafka
6 4 (3.96%) Web Services
7 3 (2.97%) AngularJS
7 3 (2.97%) Backbone.js
7 3 (2.97%) EJB
7 3 (2.97%) Elastic Stack
7 3 (2.97%) Hibernate
7 3 (2.97%) JSF
Miscellaneous
1 13 (12.87%) Analytical Skills
2 9 (8.91%) Greenfield Project
3 8 (7.92%) Cyberthreat
4 7 (6.93%) Embedded Systems
5 5 (4.95%) Wiki
6 3 (2.97%) Cybercrime
6 3 (2.97%) User Experience
7 2 (1.98%) Algorithms
7 2 (1.98%) Linux Command Line
8 1 (0.99%) Analytical Mindset
8 1 (0.99%) Client/Server
8 1 (0.99%) Cloud Native
8 1 (0.99%) Cyber Kill Chain
8 1 (0.99%) PKI
8 1 (0.99%) Virtual Team
Operating Systems
1 31 (30.69%) Linux
2 20 (19.80%) Windows
3 8 (7.92%) Android
3 8 (7.92%) Apple iOS
3 8 (7.92%) CentOS
4 7 (6.93%) Solaris
5 4 (3.96%) Red Hat Enterprise Linux
6 1 (0.99%) Unix
6 1 (0.99%) Windows Server
Processes & Methodologies
1 46 (45.54%) Agile Software Development
2 23 (22.77%) Cybersecurity
2 23 (22.77%) Data Science
3 22 (21.78%) Software Engineering
4 19 (18.81%) Machine Learning
5 18 (17.82%) DevOps
6 14 (13.86%) Artificial Intelligence
6 14 (13.86%) Scrum
7 12 (11.88%) Mathematics
8 9 (8.91%) Statistics
9 8 (7.92%) Analytics
9 8 (7.92%) Penetration Testing
9 8 (7.92%) SDLC
9 8 (7.92%) Vulnerability Scanning
10 6 (5.94%) Behavioural Analysis
10 6 (5.94%) Business Intelligence
10 6 (5.94%) Configuration Management
10 6 (5.94%) Customer-Centricity
10 6 (5.94%) Forensic Analysis
10 6 (5.94%) Visualisation
Programming Languages
1 46 (45.54%) Java
2 44 (43.56%) C++
3 39 (38.61%) C#
4 21 (20.79%) R
5 19 (18.81%) JavaScript
6 16 (15.84%) C
7 12 (11.88%) SQL
8 9 (8.91%) Bash Shell
8 9 (8.91%) Scala
9 8 (7.92%) MATLAB
9 8 (7.92%) PHP
10 3 (2.97%) Perl
10 3 (2.97%) PowerShell
11 2 (1.98%) CoffeeScript
11 2 (1.98%) Go
11 2 (1.98%) Java 8
12 1 (0.99%) ES6
12 1 (0.99%) Lua
12 1 (0.99%) Ruby
12 1 (0.99%) Shell Script
Qualifications
1 46 (45.54%) Security Cleared
2 44 (43.56%) DV Cleared
3 6 (5.94%) Degree
3 6 (5.94%) SC Cleared
4 3 (2.97%) Numerate Degree
5 2 (1.98%) ISEB
5 2 (1.98%) ISTQB
6 1 (0.99%) CCNA
6 1 (0.99%) CEH
6 1 (0.99%) Cisco Certification
6 1 (0.99%) CISSP
6 1 (0.99%) CompTIA Security+
6 1 (0.99%) GIAC
6 1 (0.99%) Linux+ Certification
6 1 (0.99%) MCSE
6 1 (0.99%) Microsoft Certification
6 1 (0.99%) Network+ Certification
6 1 (0.99%) SANS
6 1 (0.99%) SSCP
Quality Assurance & Compliance
1 2 (1.98%) QA
2 1 (0.99%) DO-254
2 1 (0.99%) SLA
System Software
1 11 (10.89%) Docker
2 6 (5.94%) VMware Infrastructure
3 3 (2.97%) VirtualBox
4 1 (0.99%) Apache Flume
4 1 (0.99%) Virtual Desktop
4 1 (0.99%) VMware ESXi
Systems Management
1 7 (6.93%) Kubernetes
2 6 (5.94%) Ansible
2 6 (5.94%) Puppet
3 3 (2.97%) Nagios
3 3 (2.97%) Opscode Chef
4 2 (1.98%) Check_MK
4 2 (1.98%) Grafana
4 2 (1.98%) Terraform
5 1 (0.99%) Enterprise Manager Cloud Control
5 1 (0.99%) Oozie
5 1 (0.99%) Packer
5 1 (0.99%) SCCM
5 1 (0.99%) vRealize
Vendors
1 7 (6.93%) Oracle
2 6 (5.94%) Red Hat
2 6 (5.94%) VMware
3 3 (2.97%) Microsoft
4 2 (1.98%) Adobe
4 2 (1.98%) Atlassian
5 1 (0.99%) Cisco
5 1 (0.99%) Google
5 1 (0.99%) IBM
5 1 (0.99%) MathWorks
5 1 (0.99%) Splunk