Period
to 17 June 2019

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 17 June 2019 with a comparison to the same period in the previous 2 years.

Python
Gloucestershire > Cheltenham
6 months to
17 Jun 2019
Same period 2018 Same period 2017
Rank 6 20 27
Rank change year-on-year +14 +7 -11
Permanent jobs citing Python 101 65 57
As % of all permanent IT jobs advertised in Cheltenham 19.42% 10.94% 12.28%
As % of the Programming Languages category 33.89% 18.41% 18.39%
Number of salaries quoted 81 40 49
Cheltenham median annual salary £50,000 £51,250 £47,500
Median salary % change year-on-year -2.44% +7.89% -5.00%
10th Percentile £37,500 £37,500 £33,750
90th Percentile £61,250 £75,375 £70,000
Gloucestershire median annual salary £50,000 £46,000 £40,500
% change year-on-year +8.70% +13.58% -14.74%

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 298 353 310
As % of all permanent IT jobs advertised in Cheltenham 57.31% 59.43% 66.81%
Number of salaries quoted 237 297 258
Cheltenham median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £28,900 £28,750 £31,250
90th Percentile £63,750 £62,500 £63,750
Gloucestershire median annual salary £47,500 £45,000 £42,500
% change year-on-year +5.56% +5.88% -5.56%

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 17 June 2019.

Salary histogram for Python in Cheltenham

For the 6 months to 17 June 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 Cheltenham region with a requirement for Python.

1 72 (71.29%) Java
2 56 (55.45%) Security Cleared
3 54 (53.47%) DV Cleared
4 49 (48.51%) C++
5 48 (47.52%) Agile Software Development
6 41 (40.59%) DevOps
7 40 (39.60%) Linux
8 33 (32.67%) Git (software)
9 32 (31.68%) Jenkins
10 31 (30.69%) C
11 30 (29.70%) C#
11 30 (29.70%) Software Engineering
12 28 (27.72%) Big Data
13 26 (25.74%) Apache
14 25 (24.75%) JIRA
15 24 (23.76%) CentOS
16 23 (22.77%) Open Source
16 23 (22.77%) Red Hat
17 22 (21.78%) Docker
18 21 (20.79%) Analytics
18 21 (20.79%) Data Science
18 21 (20.79%) Scrum
19 20 (19.80%) Java EE
19 20 (19.80%) Apache Spark
20 19 (18.81%) Red Hat Enterprise Linux
20 19 (18.81%) Bash Shell
20 19 (18.81%) Confluence
20 19 (18.81%) JavaScript
20 19 (18.81%) SQL
21 18 (17.82%) Bitbucket

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 26 (25.74%) Apache
2 20 (19.80%) Apache Spark
3 19 (18.81%) Confluence
4 10 (9.90%) JBoss
5 9 (8.91%) Elasticsearch
6 4 (3.96%) WebLogic
7 3 (2.97%) Oracle HTTP Server
7 3 (2.97%) Oracle SOA Suite
8 2 (1.98%) OpenStack
9 1 (0.99%) MS Exchange
Business Applications
1 3 (2.97%) Oracle BPM
Cloud Services
1 14 (13.86%) Amazon AWS
2 5 (4.95%) OpenShift
3 4 (3.96%) Microsoft Azure
4 2 (1.98%) AWS CloudFormation
4 2 (1.98%) Google Cloud Platform
Communications & Networking
1 6 (5.94%) TCP/IP
2 4 (3.96%) HTTP
3 3 (2.97%) Firewall
4 2 (1.98%) OSPF
4 2 (1.98%) VLAN
4 2 (1.98%) VSAN
5 1 (0.99%) AMQP
5 1 (0.99%) DNS
5 1 (0.99%) HTTPS
5 1 (0.99%) Internet
5 1 (0.99%) Intrusion Detection
5 1 (0.99%) SMTP
5 1 (0.99%) SSH
Database & Business Intelligence
1 28 (27.72%) Big Data
2 15 (14.85%) Hadoop
3 13 (12.87%) MySQL
4 12 (11.88%) MongoDB
5 9 (8.91%) Neo4j
6 6 (5.94%) Data Lake
6 6 (5.94%) SQL Server Integration Services
7 5 (4.95%) SQL Server
8 4 (3.96%) Apache Cassandra
8 4 (3.96%) Data Warehouse
9 2 (1.98%) Apache Hive
9 2 (1.98%) MariaDB
10 1 (0.99%) NoSQL
Development Applications
1 33 (32.67%) Git (software)
2 32 (31.68%) Jenkins
3 25 (24.75%) JIRA
4 18 (17.82%) Bitbucket
5 17 (16.83%) Atlassian Bamboo
5 17 (16.83%) Bitbucket Server
6 15 (14.85%) JUnit
6 15 (14.85%) Selenium
7 11 (10.89%) EasyMock
7 11 (10.89%) Mercurial
8 10 (9.90%) Cucumber
9 8 (7.92%) Eclipse
10 7 (6.93%) Subversion
11 5 (4.95%) git-flow
12 4 (3.96%) JMeter
12 4 (3.96%) LoadRunner
13 3 (2.97%) CodeSonar
13 3 (2.97%) Robot Framework
14 1 (0.99%) IDA Disassembler
14 1 (0.99%) TestRail
General
1 9 (8.91%) Retail
2 5 (4.95%) Military
3 4 (3.96%) Electronics
3 4 (3.96%) Finance
4 3 (2.97%) Manufacturing
4 3 (2.97%) Marketing
4 3 (2.97%) Telecoms
5 2 (1.98%) Games
5 2 (1.98%) Legal
Job Titles
1 23 (22.77%) Developer
2 19 (18.81%) Software Engineer
3 17 (16.83%) Software Developer
4 15 (14.85%) Data Engineer
5 10 (9.90%) Java Engineer
5 10 (9.90%) Java Software Engineer
6 9 (8.91%) Analyst
6 9 (8.91%) Infrastructure Specialist
6 9 (8.91%) Java Developer
6 9 (8.91%) Software Test Specialist
6 9 (8.91%) Technical Specialist
6 9 (8.91%) Test Specialist
7 8 (7.92%) Data Scientist
7 8 (7.92%) DevOps Engineer
8 7 (6.93%) Java Software Developer
9 6 (5.94%) Consultant
9 6 (5.94%) Data Analyst
9 6 (5.94%) Developer/Software Engineer
9 6 (5.94%) Python Engineer
10 5 (4.95%) Senior Data Engineer
Libraries, Frameworks & Software Standards
1 20 (19.80%) Java EE
2 17 (16.83%) Spring
3 16 (15.84%) Node.js
4 14 (13.86%) EJB
4 14 (13.86%) JSON
4 14 (13.86%) Pandas
4 14 (13.86%) scikit-learn
5 13 (12.87%) .NET
5 13 (12.87%) JSF
5 13 (12.87%) Kafka
6 11 (10.89%) Apache NiFi
6 11 (10.89%) Natural Language Processing
6 11 (10.89%) SciPy
7 10 (9.90%) Gherkin
8 6 (5.94%) Apache Avro
8 6 (5.94%) Elastic Stack
8 6 (5.94%) HTML
8 6 (5.94%) RESTful
8 6 (5.94%) Spring MVC
9 5 (4.95%) XML
Miscellaneous
1 16 (15.84%) Analytical Skills
2 15 (14.85%) Cyberthreat
3 14 (13.86%) Algorithms
3 14 (13.86%) Wiki
4 7 (6.93%) Cybercrime
5 3 (2.97%) Cloud Native
5 3 (2.97%) PKI
6 2 (1.98%) Clustering
6 2 (1.98%) Cyber Defence
6 2 (1.98%) Embedded Systems
7 1 (0.99%) iPhone
7 1 (0.99%) Linux Command Line
7 1 (0.99%) Self-Motivation
7 1 (0.99%) User Experience
Operating Systems
1 40 (39.60%) Linux
2 24 (23.76%) CentOS
3 19 (18.81%) Red Hat Enterprise Linux
4 13 (12.87%) Windows
5 10 (9.90%) Unix
6 5 (4.95%) Android
7 4 (3.96%) Apple iOS
7 4 (3.96%) Ubuntu
8 3 (2.97%) Debian
8 3 (2.97%) Mac OS X
9 2 (1.98%) Windows Server
9 2 (1.98%) Windows Server 2008
10 1 (0.99%) Windows Phone
Processes & Methodologies
1 48 (47.52%) Agile Software Development
2 41 (40.59%) DevOps
3 30 (29.70%) Software Engineering
4 23 (22.77%) Open Source
5 21 (20.79%) Analytics
5 21 (20.79%) Data Science
5 21 (20.79%) Scrum
6 17 (16.83%) Machine Learning
6 17 (16.83%) Problem-Solving
7 15 (14.85%) SDLC
8 14 (13.86%) Cybersecurity
9 13 (12.87%) Artificial Intelligence
9 13 (12.87%) Continuous Integration
9 13 (12.87%) ITIL
10 12 (11.88%) Infrastructure Engineering
11 11 (10.89%) Data Analysis
11 11 (10.89%) OO
11 11 (10.89%) OOD
11 11 (10.89%) Service Delivery
11 11 (10.89%) Test Automation
Programming Languages
1 72 (71.29%) Java
2 49 (48.51%) C++
3 31 (30.69%) C
4 30 (29.70%) C#
5 19 (18.81%) Bash Shell
5 19 (18.81%) JavaScript
5 19 (18.81%) SQL
6 17 (16.83%) R
7 10 (9.90%) Scala
8 9 (8.91%) Cypher
8 9 (8.91%) PowerShell
8 9 (8.91%) Shell Script
9 6 (5.94%) Clojure
10 5 (4.95%) Objective-C
11 4 (3.96%) MATLAB
11 4 (3.96%) Ruby
12 3 (2.97%) Perl
12 3 (2.97%) PHP
13 2 (1.98%) Embedded C++
14 1 (0.99%) Assembly Language
Qualifications
1 56 (55.45%) Security Cleared
2 54 (53.47%) DV Cleared
3 13 (12.87%) SC Cleared
4 11 (10.89%) Degree
5 5 (4.95%) ISTQB
6 3 (2.97%) ISEB
6 3 (2.97%) PhD
7 2 (1.98%) Computer Science Degree
8 1 (0.99%) CCNA
8 1 (0.99%) Cisco Certification
8 1 (0.99%) CISSP
8 1 (0.99%) CompTIA Security+
8 1 (0.99%) GIAC
8 1 (0.99%) ISTQB Foundation Certification
8 1 (0.99%) Linux+ Certification
8 1 (0.99%) MCSE
8 1 (0.99%) Microsoft Certification
8 1 (0.99%) Network+ Certification
8 1 (0.99%) SANS
8 1 (0.99%) SSCP
Quality Assurance & Compliance
1 9 (8.91%) Data Quality
2 2 (1.98%) QA
System Software
1 22 (21.78%) Docker
2 3 (2.97%) vSphere
3 2 (1.98%) Active Directory
3 2 (1.98%) VMware ESXi
3 2 (1.98%) VMware Infrastructure
4 1 (0.99%) Hyper-V
Systems Management
1 15 (14.85%) Puppet
2 10 (9.90%) Kubernetes
3 9 (8.91%) Nagios
4 6 (5.94%) Ansible
4 6 (5.94%) Check_MK
4 6 (5.94%) Grafana
5 3 (2.97%) Enterprise Manager Cloud Control
5 3 (2.97%) HP Quality Center
5 3 (2.97%) Opscode Chef
5 3 (2.97%) Salt
6 2 (1.98%) Icinga
6 2 (1.98%) SCCM
6 2 (1.98%) vRealize
7 1 (0.99%) HP ALM
7 1 (0.99%) ZABBIX
Vendors
1 23 (22.77%) Red Hat
2 10 (9.90%) Oracle
3 9 (8.91%) Microsoft
4 6 (5.94%) Alteryx
4 6 (5.94%) Talend
5 4 (3.96%) HP
6 3 (2.97%) Atlassian
6 3 (2.97%) SAP
6 3 (2.97%) VMware
7 2 (1.98%) Cisco
7 2 (1.98%) Google
7 2 (1.98%) New Relic
7 2 (1.98%) Rackspace
8 1 (0.99%) CA Agile Central
8 1 (0.99%) Dell
8 1 (0.99%) EMC
8 1 (0.99%) SolarWinds