Period
to 23 November 2017

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 23 November 2017 with a comparison to the same period in the previous 2 years.

Python
South West > Gloucestershire
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 41 18 27
Rank change year-on-year -23 +9 +3
Permanent jobs citing Python 119 308 189
As % of all permanent IT jobs advertised in Gloucestershire 8.01% 13.59% 9.23%
As % of the Programming Languages category 12.69% 22.80% 15.25%
Number of salaries quoted 96 238 149
Gloucestershire median annual salary £45,000 £45,000 £45,000
10th Percentile £31,250 £31,250 £27,500
90th Percentile £62,500 £62,500 £65,000
South West median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +8.43%

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 938 1351 1239
As % of all permanent IT jobs advertised in Gloucestershire 63.12% 59.59% 60.50%
Number of salaries quoted 771 1087 988
Gloucestershire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% +6.67%
10th Percentile £26,250 £27,875 £27,500
90th Percentile £62,500 £62,500 £62,500
South West median annual salary £42,000 £40,000 £38,500
% change year-on-year +5.00% +3.90% +4.05%

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 23 November 2017.

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 23 November 2017. 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 46 £45,000 -10.00% 1
Gloucester -14 18 £52,500 +16.67% 7
Cirencester -3 13 £42,500 -5.56%
Tewkesbury - 4 £40,750 -
Python
South West

For the 6 months to 23 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 Gloucestershire region with a requirement for Python.

1 69 (57.98%) Java
2 63 (52.94%) Agile Software Development
3 57 (47.90%) Linux
4 51 (42.86%) C++
5 49 (41.18%) Security Cleared
6 42 (35.29%) JavaScript
7 41 (34.45%) Software Engineering
8 38 (31.93%) DV Cleared
8 38 (31.93%) SQL
9 35 (29.41%) JIRA
10 32 (26.89%) Perl
10 32 (26.89%) HTML
10 32 (26.89%) Jenkins
10 32 (26.89%) DevOps
11 31 (26.05%) C#
12 30 (25.21%) CSS
13 29 (24.37%) Unix
13 29 (24.37%) Big Data
13 29 (24.37%) Test Automation
14 28 (23.53%) Bash Shell
14 28 (23.53%) TDD
15 27 (22.69%) Ruby
15 27 (22.69%) C
15 27 (22.69%) PHP
16 26 (21.85%) Apache
16 26 (21.85%) Hadoop
16 26 (21.85%) Cybersecurity
17 23 (19.33%) HTTP
17 23 (19.33%) Windows
18 22 (18.49%) Selenium

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 26 (21.85%) Apache
2 12 (10.08%) Confluence
2 12 (10.08%) Tomcat
3 11 (9.24%) IIS
4 10 (8.40%) Apache Spark
5 8 (6.72%) Elasticsearch
6 6 (5.04%) OpenStack
7 4 (3.36%) Apache Pig
8 1 (0.84%) Alfresco
8 1 (0.84%) Apache Qpid
8 1 (0.84%) CMS
8 1 (0.84%) JBoss
8 1 (0.84%) nginx
8 1 (0.84%) SAS
8 1 (0.84%) WebLogic
8 1 (0.84%) WebSphere
Applications
1 1 (0.84%) GNU Octave
Business Applications
1 1 (0.84%) Oracle BPM
Cloud Services
1 13 (10.92%) Amazon AWS
2 7 (5.88%) Microsoft Azure
3 5 (4.20%) GitHub
4 2 (1.68%) OpenShift
5 1 (0.84%) Cloud Computing
5 1 (0.84%) IaaS
5 1 (0.84%) Office 365
5 1 (0.84%) PaaS
5 1 (0.84%) SaaS
5 1 (0.84%) Serverless
Communications & Networking
1 23 (19.33%) HTTP
2 15 (12.61%) Firewall
2 15 (12.61%) Internet
2 15 (12.61%) TCP/IP
3 9 (7.56%) DNS
4 8 (6.72%) DHCP
5 7 (5.88%) SMTP
6 6 (5.04%) SSL
7 3 (2.52%) SNMP
8 2 (1.68%) FCoE
8 2 (1.68%) Network Security
9 1 (0.84%) Bluetooth
9 1 (0.84%) Ethernet
9 1 (0.84%) IPsec
9 1 (0.84%) IPv4
9 1 (0.84%) IPv6
9 1 (0.84%) LAN
9 1 (0.84%) SSH
9 1 (0.84%) VLAN
9 1 (0.84%) ZigBee
Database & Business Intelligence
1 29 (24.37%) Big Data
2 26 (21.85%) Hadoop
3 22 (18.49%) MongoDB
4 12 (10.08%) MySQL
5 11 (9.24%) Apache Hive
6 8 (6.72%) NoSQL
7 6 (5.04%) SQL Server
8 5 (4.20%) Apache Cassandra
8 5 (4.20%) MariaDB
9 3 (2.52%) Apache Accumulo
9 3 (2.52%) Data Mining
9 3 (2.52%) PostgreSQL
10 1 (0.84%) Data Warehouse
10 1 (0.84%) IBM InfoSphere
10 1 (0.84%) Microsoft Analysis Services
10 1 (0.84%) SQL Server 2014
Development Applications
1 35 (29.41%) JIRA
2 32 (26.89%) Jenkins
3 22 (18.49%) Selenium
4 21 (17.65%) Atlassian Bamboo
5 20 (16.81%) JUnit
6 16 (13.45%) Bitbucket
7 13 (10.92%) Cucumber
7 13 (10.92%) SoapUI
8 12 (10.08%) Ant
8 12 (10.08%) Eclipse
8 12 (10.08%) Git (software)
8 12 (10.08%) HP UFT
8 12 (10.08%) Maven
8 12 (10.08%) Visual Studio
9 10 (8.40%) EasyMock
10 5 (4.20%) JMeter
11 4 (3.36%) CodeSonar
11 4 (3.36%) git-flow
11 4 (3.36%) Robot Framework
12 3 (2.52%) LoadRunner
General
1 19 (15.97%) Finance
2 13 (10.92%) Electronics
2 13 (10.92%) Telecoms
3 12 (10.08%) Manufacturing
3 12 (10.08%) Marketing
4 7 (5.88%) Aerospace
5 3 (2.52%) Games
6 1 (0.84%) Banking
6 1 (0.84%) Financial Institution
6 1 (0.84%) Law
6 1 (0.84%) Military
6 1 (0.84%) Retail
Job Titles
1 36 (30.25%) Software Engineer
2 28 (23.53%) Developer
3 15 (12.61%) Java Developer
4 14 (11.76%) Java Engineer
4 14 (11.76%) Java Software Engineer
5 13 (10.92%) Software Developer
6 12 (10.08%) Developer/Software Engineer
6 12 (10.08%) Test Engineer
7 11 (9.24%) Analyst
7 11 (9.24%) Test Automation Manager
7 11 (9.24%) Test Manager
8 10 (8.40%) DevOps Engineer
9 7 (5.88%) Java Software Developer
9 7 (5.88%) Python Developer
10 6 (5.04%) Administrator
10 6 (5.04%) Linux Administrator
10 6 (5.04%) Linux Systems Administrator
10 6 (5.04%) Senior DevOps
10 6 (5.04%) Senior DevOps Engineer
10 6 (5.04%) Systems Administrator
Libraries, Frameworks & Software Standards
1 32 (26.89%) HTML
2 30 (25.21%) CSS
3 20 (16.81%) Java EE
3 20 (16.81%) jQuery
4 19 (15.97%) .NET
4 19 (15.97%) XML
5 17 (14.29%) SOAP
6 16 (13.45%) J2EE
6 16 (13.45%) REST
7 15 (12.61%) Spring
8 12 (10.08%) AngularJS
8 12 (10.08%) Gherkin
9 10 (8.40%) HTML5
9 10 (8.40%) Node.js
10 9 (7.56%) CSS3
11 8 (6.72%) Django
11 8 (6.72%) React
12 7 (5.88%) EJB
12 7 (5.88%) JSF
12 7 (5.88%) LAMP
Miscellaneous
1 19 (15.97%) Computer Science
2 10 (8.40%) Analytical Skills
3 7 (5.88%) Wiki
4 5 (4.20%) Embedded Systems
5 4 (3.36%) Algorithms
6 2 (1.68%) Cyber Warfare
6 2 (1.68%) Management Information System
6 2 (1.68%) PKI
7 1 (0.84%) Blog
7 1 (0.84%) Clustering
7 1 (0.84%) Cyber Kill Chain
7 1 (0.84%) Cybercrime
7 1 (0.84%) Cyberthreat
7 1 (0.84%) Data Structures
7 1 (0.84%) Internet of Things
7 1 (0.84%) Mobile App
7 1 (0.84%) User Experience
Operating Systems
1 57 (47.90%) Linux
2 29 (24.37%) Unix
3 23 (19.33%) Windows
4 13 (10.92%) CentOS
5 12 (10.08%) Windows Server
6 11 (9.24%) Android
7 9 (7.56%) Apple iOS
8 8 (6.72%) Red Hat Enterprise Linux
9 4 (3.36%) Mac OS X
9 4 (3.36%) Ubuntu
10 2 (1.68%) Debian
11 1 (0.84%) AIX
11 1 (0.84%) Embedded Linux
11 1 (0.84%) Solaris
11 1 (0.84%) Windows Server 2008
11 1 (0.84%) Windows Server 2012
Processes & Methodologies
1 63 (52.94%) Agile Software Development
2 41 (34.45%) Software Engineering
3 32 (26.89%) DevOps
4 29 (24.37%) Test Automation
5 28 (23.53%) TDD
6 26 (21.85%) Cybersecurity
7 21 (17.65%) OO
8 20 (16.81%) Waterfall
9 16 (13.45%) Continuous Integration
9 16 (13.45%) Software Testing
10 15 (12.61%) ITIL
10 15 (12.61%) Scrum
11 14 (11.76%) Analytics
11 14 (11.76%) Service Delivery
12 12 (10.08%) Business Intelligence
12 12 (10.08%) Digital Marketing
12 12 (10.08%) Programme Management
13 11 (9.24%) BDD
13 11 (9.24%) Penetration Testing
14 10 (8.40%) User Stories
Programming Languages
1 69 (57.98%) Java
2 51 (42.86%) C++
3 42 (35.29%) JavaScript
4 38 (31.93%) SQL
5 32 (26.89%) Perl
6 31 (26.05%) C#
7 28 (23.53%) Bash Shell
8 27 (22.69%) C
8 27 (22.69%) PHP
8 27 (22.69%) Ruby
9 18 (15.13%) PowerShell
10 12 (10.08%) Groovy
10 12 (10.08%) VBScript
11 11 (9.24%) Jython
12 6 (5.04%) Objective-C
12 6 (5.04%) VB
13 2 (1.68%) Korn
13 2 (1.68%) Shell Script
14 1 (0.84%) MATLAB
14 1 (0.84%) VB.NET
Qualifications
1 49 (41.18%) Security Cleared
2 38 (31.93%) DV Cleared
3 15 (12.61%) Degree
4 6 (5.04%) GIAC
4 6 (5.04%) Microsoft Certification
5 5 (4.20%) CCNA
5 5 (4.20%) Cisco Certification
5 5 (4.20%) CISSP
5 5 (4.20%) CompTIA Security+
5 5 (4.20%) Linux+ Certification
5 5 (4.20%) MCSE
5 5 (4.20%) Network+ Certification
5 5 (4.20%) SANS
5 5 (4.20%) Security+ Certification
5 5 (4.20%) SSCP
6 4 (3.36%) ISTQB
6 4 (3.36%) SC Cleared
7 3 (2.52%) ISTQB Foundation Certification
7 3 (2.52%) PhD
8 2 (1.68%) ISEB
Quality Assurance & Compliance
1 1 (0.84%) MISRA
1 1 (0.84%) QA
System Software
1 13 (10.92%) Docker
2 5 (4.20%) vSphere
3 2 (1.68%) NFS
3 2 (1.68%) Samba
3 2 (1.68%) VMware ESXi
3 2 (1.68%) VMware NSX
4 1 (0.84%) Active Directory
4 1 (0.84%) Ceph
4 1 (0.84%) Dovecot
4 1 (0.84%) Postfix
4 1 (0.84%) Snort
4 1 (0.84%) VMware Infrastructure
Systems Management
1 21 (17.65%) Puppet
2 12 (10.08%) CA Service Virtualization
3 6 (5.04%) Ansible
3 6 (5.04%) Opscode Chef
4 5 (4.20%) Kubernetes
4 5 (4.20%) Nagios
5 4 (3.36%) Salt
6 2 (1.68%) Graphite
6 2 (1.68%) vCenter Server
7 1 (0.84%) Cisco CUCM
7 1 (0.84%) Galera Cluster
7 1 (0.84%) HP Quality Center
7 1 (0.84%) NetBackup
7 1 (0.84%) OpenView
7 1 (0.84%) Red Hat Satellite
7 1 (0.84%) SCCM
Vendors
1 19 (15.97%) HP
2 14 (11.76%) Oracle
3 13 (10.92%) Red Hat
4 12 (10.08%) CA
4 12 (10.08%) SAP
5 8 (6.72%) VMware
6 7 (5.88%) Google
6 7 (5.88%) Microsoft
7 5 (4.20%) Atlassian
8 3 (2.52%) CA Agile Central
8 3 (2.52%) EMC
9 2 (1.68%) NetApp
9 2 (1.68%) SolarWinds
10 1 (0.84%) Cisco
10 1 (0.84%) F5
10 1 (0.84%) IBM
10 1 (0.84%) Scality
10 1 (0.84%) Sophos
10 1 (0.84%) Twitter