Period
to 22 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Gloucestershire 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 22 July 2018 with a comparison to the same period in the previous 2 years.

Python
South West > Gloucestershire
6 months to
22 Jul 2018
Same period 2017 Same period 2016
Rank 14 29 19
Rank change year-on-year +15 -10 +18
Permanent jobs citing Python 267 171 271
As % of all permanent IT jobs advertised in Gloucestershire 15.99% 9.98% 12.91%
As % of the Programming Languages category 24.70% 14.96% 21.94%
Number of salaries quoted 202 149 233
Gloucestershire median annual salary £47,500 £40,500 £45,000
Median salary % change year-on-year +17.28% -10.00% -
10th Percentile £35,100 £31,250 £34,000
90th Percentile £63,750 £62,500 £65,000
South West median annual salary £47,500 £42,500 £45,000
% change year-on-year +11.76% -5.56% -

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 Gloucestershire with a requirement for coding skills.

All Programming Languages
Gloucestershire
Permanent vacancies with a requirement for coding skills 1,081 1,143 1,235
As % of all permanent IT jobs advertised in Gloucestershire 64.73% 66.73% 58.84%
Number of salaries quoted 871 944 903
Gloucestershire median annual salary £46,000 £42,500 £45,000
Median salary % change year-on-year +8.24% -5.56% +12.50%
10th Percentile £28,750 £27,500 £27,500
90th Percentile £62,500 £63,750 £63,750
South West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +6.67%

Python
Job Vacancy Trend in Gloucestershire

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

Job vacancy trend for Python in Gloucestershire

Python
Salary Trend in Gloucestershire

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

Salary trend for Python in Gloucestershire

Python
Salary Histogram in Gloucestershire

The salary distribution of IT jobs citing Python in Gloucestershire over the 6 months to 22 July 2018.

Salary histogram for Python in Gloucestershire

Python
Job Locations in Gloucestershire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the Gloucestershire region over the 6 months to 22 July 2018. 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
Cheltenham +15 95 £55,000 +22.22% 19
Gloucester +10 66 £52,500 +23.53% 9
Tewkesbury -20 7 £45,000 -
Cirencester +24 6 £50,000 +11.11%
Python
South West

For the 6 months to 22 July 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 Gloucestershire region with a requirement for Python.

1 155 (58.05%) C++
2 149 (55.81%) Security Cleared
3 140 (52.43%) Linux
4 130 (48.69%) Java
5 127 (47.57%) Software Engineering
6 126 (47.19%) C
7 114 (42.70%) Agile Software Development
8 103 (38.58%) DV Cleared
9 89 (33.33%) Windows
10 81 (30.34%) C#
11 79 (29.59%) JavaScript
12 69 (25.84%) DevOps
13 66 (24.72%) Cybersecurity
14 64 (23.97%) Scrum
15 59 (22.10%) SC Cleared
16 57 (21.35%) Test Automation
16 57 (21.35%) Continuous Integration
17 54 (20.22%) Open Source
18 51 (19.10%) SQL
19 50 (18.73%) Git (software)
20 49 (18.35%) JIRA
21 48 (17.98%) Bash Shell
22 47 (17.60%) Jenkins
23 44 (16.48%) Finance
24 43 (16.10%) Atlassian Bamboo
25 42 (15.73%) Big Data
25 42 (15.73%) Apache
25 42 (15.73%) TDD
26 41 (15.36%) Degree
27 40 (14.98%) Spring

Python
Co-occurring IT Skills in Gloucestershire 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 (15.73%) Apache
2 29 (10.86%) Confluence
3 20 (7.49%) Apache Spark
4 15 (5.62%) SAS
5 13 (4.87%) Apache Pig
5 13 (4.87%) Elasticsearch
6 10 (3.75%) WebLogic
7 8 (3.00%) nginx
8 4 (1.50%) IIS
8 4 (1.50%) OpenStack
8 4 (1.50%) WebSphere
9 3 (1.12%) JBoss
9 3 (1.12%) Tomcat
10 1 (0.37%) GeoServer
Applications
1 1 (0.37%) Chatbot
Business Applications
1 3 (1.12%) Oracle BPM
2 2 (0.75%) Dynamics NAV
Cloud Services
1 12 (4.49%) Amazon AWS
2 11 (4.12%) OpenShift
3 10 (3.75%) Microsoft Azure
4 2 (0.75%) SaaS
5 1 (0.37%) Amazon EC2
5 1 (0.37%) Amazon EMR
5 1 (0.37%) Amazon Kinesis
5 1 (0.37%) Amazon SageMaker
5 1 (0.37%) Amazon SQS
5 1 (0.37%) GitHub
Communications & Networking
1 29 (10.86%) SSL
2 24 (8.99%) Network Security
3 21 (7.87%) HTTP
4 20 (7.49%) Firewall
5 17 (6.37%) Ethernet
5 17 (6.37%) TCP/IP
6 16 (5.99%) VLAN
7 14 (5.24%) IPsec
7 14 (5.24%) IPv4
7 14 (5.24%) IPv6
7 14 (5.24%) SNMP
7 14 (5.24%) SSH
7 14 (5.24%) Wi-Fi
8 8 (3.00%) HTTPS
8 8 (3.00%) Wireshark
9 7 (2.62%) DNS
9 7 (2.62%) Internet
10 5 (1.87%) LAN
10 5 (1.87%) WAN
10 5 (1.87%) Wireless
Database & Business Intelligence
1 42 (15.73%) Big Data
2 27 (10.11%) Hadoop
3 23 (8.61%) MySQL
4 21 (7.87%) Apache Hive
5 14 (5.24%) MongoDB
6 10 (3.75%) Apache Cassandra
7 9 (3.37%) SQL Server
8 8 (3.00%) MariaDB
8 8 (3.00%) Neo4j
9 5 (1.87%) Apache Accumulo
9 5 (1.87%) Relational Database
10 4 (1.50%) Data Warehouse
11 3 (1.12%) Amazon Redshift
11 3 (1.12%) IBM InfoSphere
11 3 (1.12%) Presto
12 2 (0.75%) NoSQL
12 2 (0.75%) OrientDB
12 2 (0.75%) PostgreSQL
13 1 (0.37%) SQL Server Integration Services
13 1 (0.37%) SQL Server Reporting Services
Development Applications
1 50 (18.73%) Git (software)
2 49 (18.35%) JIRA
3 47 (17.60%) Jenkins
4 43 (16.10%) Atlassian Bamboo
5 32 (11.99%) Bitbucket
6 30 (11.24%) JUnit
7 27 (10.11%) EasyMock
8 23 (8.61%) Selenium
9 11 (4.12%) Visual Studio
10 8 (3.00%) CodeSonar
10 8 (3.00%) Cucumber
10 8 (3.00%) Eclipse
10 8 (3.00%) git-flow
10 8 (3.00%) Robot Framework
11 7 (2.62%) JMeter
11 7 (2.62%) Maven
11 7 (2.62%) SoapUI
12 5 (1.87%) LoadRunner
12 5 (1.87%) Subversion
13 4 (1.50%) HP UFT
General
1 44 (16.48%) Finance
2 9 (3.37%) Manufacturing
2 9 (3.37%) Telecoms
3 8 (3.00%) Electronics
3 8 (3.00%) Marketing
4 6 (2.25%) Games
4 6 (2.25%) Law
5 3 (1.12%) Aerospace
6 2 (0.75%) Military
Job Titles
1 99 (37.08%) Software Engineer
2 54 (20.22%) Developer
3 43 (16.10%) Java Engineer
4 42 (15.73%) Java Software Engineer
5 28 (10.49%) Java Developer
5 28 (10.49%) Software Developer
6 20 (7.49%) DevOps Engineer
6 20 (7.49%) Test Engineer
7 19 (7.12%) Developer/Software Engineer
8 15 (5.62%) Senior Software Engineer
8 15 (5.62%) Systems Engineer
9 14 (5.24%) Cybersecurity Engineer
9 14 (5.24%) Java Software Developer
9 14 (5.24%) Security Engineer
10 13 (4.87%) C++ Developer
10 13 (4.87%) Linux Engineer
11 12 (4.49%) C++ Software Engineer
11 12 (4.49%) Data Scientist
12 11 (4.12%) DV Cleared Software Engineer
12 11 (4.12%) Verification Engineer
Libraries, Frameworks & Software Standards
1 40 (14.98%) Spring
2 39 (14.61%) Java EE
3 38 (14.23%) AngularJS
4 37 (13.86%) Django
5 36 (13.48%) Node.js
6 31 (11.61%) EJB
7 25 (9.36%) HTML
7 25 (9.36%) JSF
8 20 (7.49%) STL
9 19 (7.12%) CSS
10 18 (6.74%) XML
11 17 (6.37%) LAMP
12 15 (5.62%) SOAP
13 14 (5.24%) .NET
13 14 (5.24%) Hibernate
13 14 (5.24%) J2EE
14 11 (4.12%) React
14 11 (4.12%) REST
15 10 (3.75%) jQuery
15 10 (3.75%) Kafka
Miscellaneous
1 25 (9.36%) Wiki
2 23 (8.61%) Computer Science
3 21 (7.87%) Analytical Skills
4 20 (7.49%) Device Driver
5 16 (5.99%) Self-Motivation
6 12 (4.49%) Algorithms
6 12 (4.49%) Field-Programmable Gate Array
7 7 (2.62%) Cyber Defence
8 6 (2.25%) iPhone
9 5 (1.87%) Cyber Warfare
9 5 (1.87%) Data Centre
10 4 (1.50%) Cybercrime
10 4 (1.50%) e-Learning
10 4 (1.50%) Greenfield Project
10 4 (1.50%) Linux Command Line
10 4 (1.50%) VHDL
11 3 (1.12%) Embedded Systems
11 3 (1.12%) Enterprise Software
11 3 (1.12%) Fintech
11 3 (1.12%) State Machine
Operating Systems
1 140 (52.43%) Linux
2 89 (33.33%) Windows
3 37 (13.86%) Unix
4 35 (13.11%) CentOS
5 28 (10.49%) Android
6 27 (10.11%) Red Hat Enterprise Linux
7 26 (9.74%) Mac OS X
8 10 (3.75%) Apple iOS
8 10 (3.75%) Windows Server
9 8 (3.00%) Debian
9 8 (3.00%) Embedded Linux
10 7 (2.62%) Solaris
11 6 (2.25%) Windows Phone
12 5 (1.87%) Ubuntu
13 3 (1.12%) AIX
14 2 (0.75%) Windows Server 2008
14 2 (0.75%) Windows Server 2012
15 1 (0.37%) Fedora
Processes & Methodologies
1 127 (47.57%) Software Engineering
2 114 (42.70%) Agile Software Development
3 69 (25.84%) DevOps
4 66 (24.72%) Cybersecurity
5 64 (23.97%) Scrum
6 57 (21.35%) Continuous Integration
6 57 (21.35%) Test Automation
7 54 (20.22%) Open Source
8 42 (15.73%) TDD
9 39 (14.61%) Test Strategy
10 37 (13.86%) OO
11 35 (13.11%) Machine Learning
12 34 (12.73%) Analytics
12 34 (12.73%) Requirements Analysis
13 32 (11.99%) OOD
14 29 (10.86%) Data Science
15 28 (10.49%) Collaborative Working
16 26 (9.74%) UML
17 25 (9.36%) Mathematics
18 24 (8.99%) Unit Testing
Programming Languages
1 155 (58.05%) C++
2 130 (48.69%) Java
3 126 (47.19%) C
4 81 (30.34%) C#
5 79 (29.59%) JavaScript
6 51 (19.10%) SQL
7 48 (17.98%) Bash Shell
8 35 (13.11%) Perl
9 25 (9.36%) PowerShell
10 24 (8.99%) Ruby
11 21 (7.87%) PHP
11 21 (7.87%) Shell Script
12 16 (5.99%) R
13 15 (5.62%) Objective-C
14 13 (4.87%) Assembly Language
15 12 (4.49%) Embedded C
15 12 (4.49%) Embedded C++
16 6 (2.25%) Scala
17 5 (1.87%) Rust
18 4 (1.50%) Go
Qualifications
1 149 (55.81%) Security Cleared
2 103 (38.58%) DV Cleared
3 59 (22.10%) SC Cleared
4 41 (15.36%) Degree
5 14 (5.24%) CCNA
5 14 (5.24%) Cisco Certification
6 9 (3.37%) CISSP
6 9 (3.37%) CompTIA Security+
6 9 (3.37%) GIAC
6 9 (3.37%) Linux+ Certification
6 9 (3.37%) MCSE
6 9 (3.37%) Microsoft Certification
6 9 (3.37%) Network+ Certification
6 9 (3.37%) SANS
6 9 (3.37%) SSCP
7 8 (3.00%) ISTQB
8 7 (2.62%) ISTQB Foundation Certification
9 5 (1.87%) CCNP
10 4 (1.50%) Master's Degree
11 2 (0.75%) PhD
Quality Assurance & Compliance
1 7 (2.62%) QA
2 4 (1.50%) Data Quality
3 3 (1.12%) DO-178B
3 3 (1.12%) ISO 9001
4 1 (0.37%) GDPR
System Software
1 32 (11.99%) Docker
2 12 (4.49%) vSphere
3 11 (4.12%) Active Directory
4 7 (2.62%) Ceph
4 7 (2.62%) Dovecot
4 7 (2.62%) Postfix
5 4 (1.50%) Firmware
5 4 (1.50%) Virtual Machines
6 3 (1.12%) VMware NSX
7 2 (0.75%) Hyper-V
7 2 (0.75%) Snort
7 2 (0.75%) VirtualBox
7 2 (0.75%) VMware ESXi
7 2 (0.75%) VMware Infrastructure
8 1 (0.37%) Apache ZooKeeper
Systems Management
1 29 (10.86%) Puppet
2 16 (5.99%) Ansible
3 14 (5.24%) Kubernetes
4 10 (3.75%) Salt
5 8 (3.00%) Galera Cluster
6 7 (2.62%) HP ALM
7 4 (1.50%) CA Service Virtualization
8 3 (1.12%) PowerCLI
8 3 (1.12%) vCenter Server
9 2 (0.75%) Opscode Chef
9 2 (0.75%) SCCM
9 2 (0.75%) WSUS
10 1 (0.37%) Ambari
10 1 (0.37%) Hadoop YARN
10 1 (0.37%) HP Quality Center
Vendors
1 33 (12.36%) Red Hat
2 31 (11.61%) Microsoft
3 15 (5.62%) Cisco
4 13 (4.87%) EMC
5 12 (4.49%) VMware
6 10 (3.75%) Atlassian
6 10 (3.75%) Juniper
7 9 (3.37%) SAP
8 8 (3.00%) HP
9 7 (2.62%) Oracle
9 7 (2.62%) Scality
10 5 (1.87%) Huawei
11 4 (1.50%) CA
11 4 (1.50%) IBM
12 3 (1.12%) Agilent
12 3 (1.12%) CA Agile Central
13 2 (0.75%) Google
13 2 (0.75%) Hortonworks
13 2 (0.75%) Tableau
14 1 (0.37%) ESRI