Period
to 22 February 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 February 2018 with a comparison to the same period in the previous 2 years.

Python
South West > Gloucestershire
6 months to
22 Feb 2018
Same period 2017 Same period 2016
Rank 22 18 25
Rank change year-on-year -4 +7 +10
Permanent jobs citing Python 150 278 191
As % of all permanent IT jobs advertised in Gloucestershire 10.50% 13.00% 9.67%
As % of the Programming Languages category 17.05% 20.62% 17.49%
Number of salaries quoted 127 215 142
Gloucestershire median annual salary £45,000 £42,500 £46,750
Median salary % change year-on-year +5.88% -9.09% +3.89%
10th Percentile £32,000 £30,000 £34,100
90th Percentile £62,500 £60,000 £65,000
South West median annual salary £48,500 £45,000 £45,000
% change year-on-year +7.78% - +5.88%

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 880 1,348 1,092
As % of all permanent IT jobs advertised in Gloucestershire 61.58% 63.05% 55.29%
Number of salaries quoted 703 1,086 843
Gloucestershire median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £28,750 £30,000 £27,550
90th Percentile £60,000 £60,000 £65,000
South West median annual salary £42,500 £40,500 £39,000
% change year-on-year +4.94% +3.85% +4.00%

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 February 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 February 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
Gloucester +3 38 £55,000 +29.41% 18
Cheltenham -11 35 £46,250 -7.50% 8
Cirencester +4 16 £58,000 +45.00%
Tewkesbury +3 10 £45,000 +9.76% 1
Python
South West

For the 6 months to 22 February 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 78 (52.00%) Linux
1 78 (52.00%) Agile Software Development
2 75 (50.00%) Java
3 72 (48.00%) Security Cleared
4 71 (47.33%) C++
5 63 (42.00%) C
6 57 (38.00%) Software Engineering
7 56 (37.33%) DV Cleared
8 53 (35.33%) JIRA
9 51 (34.00%) JavaScript
10 49 (32.67%) DevOps
11 46 (30.67%) Windows
12 43 (28.67%) C#
12 43 (28.67%) TDD
13 42 (28.00%) SQL
14 40 (26.67%) Bash Shell
15 39 (26.00%) Jenkins
15 39 (26.00%) Test Automation
16 37 (24.67%) Unix
17 35 (23.33%) Computer Science
18 33 (22.00%) Cybersecurity
19 32 (21.33%) Selenium
19 32 (21.33%) Ruby
20 31 (20.67%) HTML
20 31 (20.67%) Waterfall
21 30 (20.00%) CSS
22 29 (19.33%) Apache
23 28 (18.67%) Degree
23 28 (18.67%) Hadoop
24 27 (18.00%) Big Data

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 29 (19.33%) Apache
2 19 (12.67%) Confluence
3 17 (11.33%) Tomcat
4 15 (10.00%) IIS
5 14 (9.33%) Apache Spark
6 8 (5.33%) Apache Pig
7 7 (4.67%) Elasticsearch
8 6 (4.00%) SAS
9 3 (2.00%) nginx
10 2 (1.33%) JBoss
11 1 (0.67%) OpenStack
11 1 (0.67%) WebLogic
11 1 (0.67%) WebSphere
Applications
1 1 (0.67%) GNU Octave
Business Applications
1 1 (0.67%) Oracle BPM
Cloud Services
1 10 (6.67%) Amazon AWS
2 6 (4.00%) OpenShift
3 5 (3.33%) Microsoft Azure
4 2 (1.33%) IaaS
4 2 (1.33%) PaaS
5 1 (0.67%) Amazon EC2
5 1 (0.67%) Amazon EMR
5 1 (0.67%) Amazon Kinesis
5 1 (0.67%) Amazon SQS
5 1 (0.67%) Cloud Computing
5 1 (0.67%) Office 365
5 1 (0.67%) SaaS
5 1 (0.67%) Serverless
Communications & Networking
1 22 (14.67%) HTTP
2 12 (8.00%) TCP/IP
3 11 (7.33%) Firewall
3 11 (7.33%) Network Security
4 10 (6.67%) SSL
5 5 (3.33%) Internet
5 5 (3.33%) SNMP
6 4 (2.67%) Ethernet
7 3 (2.00%) DNS
7 3 (2.00%) IPsec
7 3 (2.00%) IPv4
7 3 (2.00%) IPv6
7 3 (2.00%) SSH
7 3 (2.00%) VLAN
7 3 (2.00%) Wi-Fi
8 2 (1.33%) FCoE
9 1 (0.67%) SMTP
9 1 (0.67%) VPN
9 1 (0.67%) Wireless
9 1 (0.67%) ZigBee
Database & Business Intelligence
1 28 (18.67%) Hadoop
2 27 (18.00%) Big Data
3 17 (11.33%) MongoDB
4 12 (8.00%) Apache Hive
5 11 (7.33%) MySQL
6 9 (6.00%) Apache Accumulo
7 7 (4.67%) SQL Server
8 6 (4.00%) NoSQL
9 3 (2.00%) Apache Cassandra
9 3 (2.00%) Data Mining
9 3 (2.00%) MariaDB
10 2 (1.33%) Relational Database
11 1 (0.67%) Data Warehouse
11 1 (0.67%) HBase
11 1 (0.67%) IBM InfoSphere
11 1 (0.67%) Neo4j
11 1 (0.67%) OrientDB
11 1 (0.67%) PostgreSQL
11 1 (0.67%) RDBMS
11 1 (0.67%) SQL Server 2014
Development Applications
1 53 (35.33%) JIRA
2 39 (26.00%) Jenkins
3 32 (21.33%) Selenium
4 26 (17.33%) JUnit
5 24 (16.00%) Atlassian Bamboo
6 22 (14.67%) Git (software)
7 18 (12.00%) SoapUI
7 18 (12.00%) Visual Studio
8 17 (11.33%) Ant
8 17 (11.33%) Cucumber
8 17 (11.33%) Eclipse
8 17 (11.33%) HP UFT
8 17 (11.33%) Maven
9 15 (10.00%) Bitbucket
10 10 (6.67%) EasyMock
11 8 (5.33%) JMeter
12 7 (4.67%) WATIR
13 6 (4.00%) CodeSonar
13 6 (4.00%) git-flow
13 6 (4.00%) Robot Framework
General
1 14 (9.33%) Finance
2 5 (3.33%) Electronics
2 5 (3.33%) Manufacturing
2 5 (3.33%) Retail
2 5 (3.33%) Telecoms
3 4 (2.67%) Marketing
4 3 (2.00%) Games
5 1 (0.67%) Banking
5 1 (0.67%) Financial Institution
Job Titles
1 52 (34.67%) Software Engineer
2 22 (14.67%) Developer
3 18 (12.00%) Test Manager
4 16 (10.67%) Java Engineer
5 15 (10.00%) Java Software Engineer
6 14 (9.33%) Java Developer
6 14 (9.33%) Test Automation Manager
7 13 (8.67%) Test Engineer
8 9 (6.00%) Senior Software Engineer
9 8 (5.33%) Developer/Software Engineer
9 8 (5.33%) DevOps Engineer
9 8 (5.33%) Embedded Engineer
9 8 (5.33%) Python Developer
9 8 (5.33%) Software Developer
10 7 (4.67%) Embedded Software Engineer
10 7 (4.67%) Senior Embedded Software Engineer
10 7 (4.67%) Software Tester
10 7 (4.67%) Tester
11 6 (4.00%) Senior DevOps
11 6 (4.00%) Senior DevOps Engineer
Libraries, Frameworks & Software Standards
1 31 (20.67%) HTML
2 30 (20.00%) CSS
3 24 (16.00%) .NET
3 24 (16.00%) SOAP
4 22 (14.67%) jQuery
4 22 (14.67%) REST
5 21 (14.00%) Java EE
5 21 (14.00%) Node.js
6 18 (12.00%) AngularJS
7 17 (11.33%) Gherkin
7 17 (11.33%) J2EE
7 17 (11.33%) Spring
7 17 (11.33%) XML
8 13 (8.67%) Django
9 11 (7.33%) HTML5
9 11 (7.33%) STL
10 10 (6.67%) CSS3
10 10 (6.67%) LAMP
11 9 (6.00%) EJB
11 9 (6.00%) JSF
Miscellaneous
1 35 (23.33%) Computer Science
2 14 (9.33%) Analytical Skills
3 11 (7.33%) Device Driver
4 10 (6.67%) Wiki
5 9 (6.00%) Cyber Warfare
6 8 (5.33%) Algorithms
7 2 (1.33%) Field-Programmable Gate Array
7 2 (1.33%) Internet of Things
7 2 (1.33%) Mobile App
7 2 (1.33%) User Experience
8 1 (0.67%) Blog
8 1 (0.67%) Cyber Kill Chain
8 1 (0.67%) Cybercrime
8 1 (0.67%) Data Structures
8 1 (0.67%) Enterprise Software
8 1 (0.67%) Linux Command Line
8 1 (0.67%) Management Information System
8 1 (0.67%) PKI
8 1 (0.67%) State Machine
Operating Systems
1 78 (52.00%) Linux
2 46 (30.67%) Windows
3 37 (24.67%) Unix
4 16 (10.67%) Android
5 15 (10.00%) CentOS
5 15 (10.00%) Mac OS X
5 15 (10.00%) Windows Server
6 9 (6.00%) Red Hat Enterprise Linux
7 6 (4.00%) Apple iOS
8 3 (2.00%) Debian
8 3 (2.00%) Embedded Linux
8 3 (2.00%) Ubuntu
9 2 (1.33%) Oracle Linux
10 1 (0.67%) AIX
10 1 (0.67%) FreeRTOS
10 1 (0.67%) Kali Linux
Processes & Methodologies
1 78 (52.00%) Agile Software Development
2 57 (38.00%) Software Engineering
3 49 (32.67%) DevOps
4 43 (28.67%) TDD
5 39 (26.00%) Test Automation
6 33 (22.00%) Cybersecurity
7 31 (20.67%) Waterfall
8 24 (16.00%) Scrum
9 22 (14.67%) Continuous Integration
10 21 (14.00%) OO
10 21 (14.00%) Service Delivery
11 20 (13.33%) ITIL
12 16 (10.67%) Analytics
12 16 (10.67%) BDD
13 15 (10.00%) User Stories
14 14 (9.33%) Software Testing
15 12 (8.00%) Machine Learning
15 12 (8.00%) OOD
15 12 (8.00%) Open Source
15 12 (8.00%) SDLC
Programming Languages
1 75 (50.00%) Java
2 71 (47.33%) C++
3 63 (42.00%) C
4 51 (34.00%) JavaScript
5 43 (28.67%) C#
6 42 (28.00%) SQL
7 40 (26.67%) Bash Shell
8 32 (21.33%) Ruby
9 26 (17.33%) Perl
10 25 (16.67%) PHP
11 18 (12.00%) PowerShell
12 17 (11.33%) Groovy
12 17 (11.33%) VBScript
13 16 (10.67%) Jython
14 8 (5.33%) Objective-C
15 7 (4.67%) R
16 5 (3.33%) Shell Script
17 3 (2.00%) Embedded C
17 3 (2.00%) Scala
18 2 (1.33%) Embedded C++
Qualifications
1 72 (48.00%) Security Cleared
2 56 (37.33%) DV Cleared
3 28 (18.67%) Degree
4 19 (12.67%) SC Cleared
5 9 (6.00%) PhD
6 7 (4.67%) CCNA
6 7 (4.67%) Cisco Certification
6 7 (4.67%) GIAC
6 7 (4.67%) ISTQB
6 7 (4.67%) ISTQB Foundation Certification
6 7 (4.67%) MCSE
6 7 (4.67%) Microsoft Certification
7 6 (4.00%) CISSP
7 6 (4.00%) CompTIA Security+
7 6 (4.00%) Linux+ Certification
7 6 (4.00%) Network+ Certification
7 6 (4.00%) SANS
7 6 (4.00%) SSCP
8 1 (0.67%) CCNP
8 1 (0.67%) MCSA
Quality Assurance & Compliance
1 3 (2.00%) QA
2 1 (0.67%) Data Quality
2 1 (0.67%) ISO 9001
2 1 (0.67%) MISRA
System Software
1 20 (13.33%) Docker
2 6 (4.00%) vSphere
3 2 (1.33%) Ceph
3 2 (1.33%) Dovecot
3 2 (1.33%) Hyper-V
3 2 (1.33%) NFS
3 2 (1.33%) Postfix
3 2 (1.33%) Samba
3 2 (1.33%) VMware ESXi
3 2 (1.33%) VMware Infrastructure
3 2 (1.33%) VMware NSX
4 1 (0.67%) Active Directory
4 1 (0.67%) Apache ZooKeeper
4 1 (0.67%) Snort
Systems Management
1 25 (16.67%) Puppet
2 17 (11.33%) CA Service Virtualization
3 10 (6.67%) Kubernetes
4 8 (5.33%) Ansible
5 6 (4.00%) Opscode Chef
5 6 (4.00%) Salt
6 5 (3.33%) Nagios
7 3 (2.00%) Galera Cluster
8 2 (1.33%) Graphite
8 2 (1.33%) vCenter Server
9 1 (0.67%) Hadoop YARN
9 1 (0.67%) Nessus
9 1 (0.67%) Nmap
Vendors
1 26 (17.33%) HP
2 17 (11.33%) CA
2 17 (11.33%) Microsoft
3 16 (10.67%) Red Hat
4 10 (6.67%) Atlassian
4 10 (6.67%) Oracle
5 9 (6.00%) Google
6 7 (4.67%) CA Agile Central
7 6 (4.00%) VMware
8 5 (3.33%) EMC
9 4 (2.67%) SAP
10 3 (2.00%) SolarWinds
11 2 (1.33%) Cisco
11 2 (1.33%) Juniper
11 2 (1.33%) NetApp
11 2 (1.33%) Scality
12 1 (0.67%) Hortonworks
12 1 (0.67%) IBM
12 1 (0.67%) New Relic
12 1 (0.67%) Twitter