Period
to 20 January 2018

The following table provides summary statistics for permanent job vacancies advertised in Hampshire 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 20 January 2018 with a comparison to the same period in the previous 2 years.

Python
South East > Hampshire
6 months to
20 Jan 2018
Same period 2017 Same period 2016
Rank 41 40 39
Rank change year-on-year -1 -1 +61
Permanent jobs citing Python 407 376 427
As % of all permanent IT jobs advertised in Hampshire 5.89% 6.00% 6.11%
As % of the Programming Languages category 9.98% 11.19% 10.81%
Number of salaries quoted 370 335 381
Hampshire median annual salary £42,607 £45,000 £45,000
Median salary % change year-on-year -5.32% - +12.50%
10th Percentile £26,750 £28,500 £29,750
90th Percentile £65,750 £61,250 £62,500
South East median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% +4.65%

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 Hampshire with a requirement for coding skills.

All Programming Languages
Hampshire
Permanent vacancies with a requirement for coding skills 4,077 3,359 3,951
As % of all permanent IT jobs advertised in Hampshire 59.02% 53.61% 56.50%
Number of salaries quoted 3,679 3,019 3,521
Hampshire median annual salary £40,000 £40,000 £42,250
Median salary % change year-on-year - -5.33% +5.63%
10th Percentile £26,250 £26,750 £26,750
90th Percentile £62,000 £60,000 £60,000
South East median annual salary £45,000 £45,000 £43,000
% change year-on-year - +4.65% +7.50%

Python
Job Vacancy Trend in Hampshire

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

Job vacancy trend for Python in Hampshire

Python
Salary Trend in Hampshire

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

Salary trend for Python in Hampshire

Python
Salary Histogram in Hampshire

The salary distribution of IT jobs citing Python in Hampshire over the 6 months to 20 January 2018.

Salary histogram for Python in Hampshire

Python
Job Locations in Hampshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the Hampshire region over the 6 months to 20 January 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
Southampton -19 103 £42,500 -5.56% 13
Basingstoke +1 91 £42,000 +5.00% 18
Fareham +15 88 £42,500 +10.39% 9
Farnborough +11 56 £62,500 +13.64% 3
Portsmouth +4 35 £42,500 +3.03% 1
Winchester -13 8 £42,500 +30.77%
Eastleigh +2 3 £42,500 -16.67% 1
Fleet - 3 £72,500 - 1
Romsey - 2 - - 3
Havant - 1 £85,000 -
Aldershot - 1 £55,000 - 1
Python
South East

For the 6 months to 20 January 2018, 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 Hampshire region with a requirement for Python.

1 212 (52.09%) Linux
2 194 (47.67%) Java
3 164 (40.29%) Agile Software Development
4 155 (38.08%) Ruby
5 132 (32.43%) SQL
6 125 (30.71%) Windows
7 124 (30.47%) Software Engineering
8 122 (29.98%) JavaScript
9 109 (26.78%) Perl
9 109 (26.78%) C++
9 109 (26.78%) Bash Shell
10 98 (24.08%) Amazon AWS
11 87 (21.38%) C#
12 86 (21.13%) Computer Science
12 86 (21.13%) Puppet
13 83 (20.39%) Continuous Integration
14 81 (19.90%) HTML
15 79 (19.41%) Degree
16 74 (18.18%) Opscode Chef
17 73 (17.94%) CSS
18 71 (17.44%) VMware
18 71 (17.44%) PowerShell
19 70 (17.20%) DevOps
20 68 (16.71%) Git (software)
21 63 (15.48%) VMware Infrastructure
21 63 (15.48%) Docker
22 59 (14.50%) Elasticsearch
23 57 (14.00%) NoSQL
23 57 (14.00%) Microsoft Azure
24 56 (13.76%) Mathematics

Python
Co-occurring IT Skills in Hampshire 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 59 (14.50%) Elasticsearch
2 50 (12.29%) Apache Spark
3 31 (7.62%) Tomcat
4 29 (7.13%) Apache
5 24 (5.90%) OpenStack
6 7 (1.72%) nginx
6 7 (1.72%) Zimbra
7 6 (1.47%) Apache Pig
7 6 (1.47%) SAS
8 5 (1.23%) Cloud Foundry
8 5 (1.23%) JBoss
8 5 (1.23%) SharePoint
9 2 (0.49%) CMS
9 2 (0.49%) WordPress
10 1 (0.25%) Drupal
Applications
1 1 (0.25%) Abaqus
1 1 (0.25%) Microsoft Excel
1 1 (0.25%) Microsoft Office
1 1 (0.25%) SOLIDWORKS
1 1 (0.25%) SPSS
Business Applications
1 1 (0.25%) Payment Gateway
Cloud Services
1 98 (24.08%) Amazon AWS
2 57 (14.00%) Microsoft Azure
3 54 (13.27%) SaaS
4 12 (2.95%) PaaS
5 9 (2.21%) Amazon CloudWatch
6 5 (1.23%) Google Cloud Platform
6 5 (1.23%) OpenShift
7 4 (0.98%) Cloud Computing
7 4 (0.98%) GitHub
8 3 (0.74%) IaaS
9 1 (0.25%) Amazon S3
9 1 (0.25%) AWS CloudFormation
9 1 (0.25%) Firebase
Communications & Networking
1 28 (6.88%) Firewall
2 27 (6.63%) SSL
3 26 (6.39%) DNS
3 26 (6.39%) IPsec
3 26 (6.39%) WAN
4 23 (5.65%) BGP
4 23 (5.65%) HTTP
5 22 (5.41%) DHCP
5 22 (5.41%) MPLS
5 22 (5.41%) OSPF
6 19 (4.67%) RIP
6 19 (4.67%) VPLS
7 14 (3.44%) TCP/IP
8 12 (2.95%) Fibre Channel
9 11 (2.70%) VPN
10 8 (1.97%) SAN
11 6 (1.47%) VoIP
12 4 (0.98%) LAN
12 4 (0.98%) SNMP
12 4 (0.98%) Wireshark
Database & Business Intelligence
1 57 (14.00%) NoSQL
2 56 (13.76%) Big Data
3 55 (13.51%) PostgreSQL
4 54 (13.27%) MySQL
5 29 (7.13%) Relational Database
6 27 (6.63%) Hadoop
7 22 (5.41%) MongoDB
8 19 (4.67%) Apache Cassandra
8 19 (4.67%) SQL Server
9 12 (2.95%) MariaDB
10 10 (2.46%) RDBMS
11 6 (1.47%) Apache Hive
12 5 (1.23%) InfluxDB
12 5 (1.23%) Redis
13 3 (0.74%) Neo4j
14 1 (0.25%) Azure SQL Database
14 1 (0.25%) HBase
14 1 (0.25%) Oracle Reports
14 1 (0.25%) SQL Server Integration Services
14 1 (0.25%) SQL Server Reporting Services
Development Applications
1 68 (16.71%) Git (software)
2 46 (11.30%) Jenkins
3 40 (9.83%) JIRA
4 18 (4.42%) Subversion
5 9 (2.21%) Cucumber
5 9 (2.21%) Selenium
6 8 (1.97%) Atlassian Bamboo
7 7 (1.72%) LabVIEW
8 6 (1.47%) NUnit
9 5 (1.23%) Moq
9 5 (1.23%) RSpec
9 5 (1.23%) TeamCity
10 4 (0.98%) Sonatype Nexus
11 3 (0.74%) Mercurial
11 3 (0.74%) Travis CI
12 2 (0.49%) Bitbucket
12 2 (0.49%) Capybara
12 2 (0.49%) JUnit
12 2 (0.49%) Team Foundation Server
13 1 (0.25%) WebDriver
General
1 38 (9.34%) Finance
2 28 (6.88%) Telecoms
3 22 (5.41%) Electronics
4 18 (4.42%) Manufacturing
5 13 (3.19%) Retail
6 10 (2.46%) Marketing
7 6 (1.47%) Banking
8 5 (1.23%) Games
9 2 (0.49%) Advertising
9 2 (0.49%) Law
10 1 (0.25%) Automotive
10 1 (0.25%) Back Office
10 1 (0.25%) Investment Banking
10 1 (0.25%) Military
Job Titles
1 123 (30.22%) Developer
2 62 (15.23%) Software Engineer
3 52 (12.78%) Graduate
4 40 (9.83%) Software Developer
5 39 (9.58%) Linux Engineer
5 39 (9.58%) Python Developer
6 34 (8.35%) Junior
7 33 (8.11%) DevOps Engineer
8 29 (7.13%) JavaScript Developer
8 29 (7.13%) Network Engineer
9 26 (6.39%) Architect
10 25 (6.14%) Graduate Software Engineer
11 20 (4.91%) Junior Developer
12 19 (4.67%) Automation Engineer
12 19 (4.67%) Data Scientist
12 19 (4.67%) Front End Developer (Client-Side Developer)
13 18 (4.42%) Graduate Developer
14 17 (4.18%) HTML Developer
15 16 (3.93%) Junior Software Developer
16 15 (3.69%) Software Architect
Libraries, Frameworks & Software Standards
1 81 (19.90%) HTML
2 73 (17.94%) CSS
3 45 (11.06%) Node.js
4 44 (10.81%) Django
5 35 (8.60%) jQuery
6 34 (8.35%) .NET
7 28 (6.88%) AngularJS
8 27 (6.63%) RabbitMQ
9 24 (5.90%) Web Services
10 21 (5.16%) React
11 20 (4.91%) HTML5
12 18 (4.42%) Ruby on Rails
13 10 (2.46%) REST
14 8 (1.97%) ASP.NET Web API
14 8 (1.97%) Elastic Stack
14 8 (1.97%) Kafka
15 7 (1.72%) ASP.NET
15 7 (1.72%) ASP.NET MVC
15 7 (1.72%) CSS3
15 7 (1.72%) JSON
Miscellaneous
1 86 (21.13%) Computer Science
2 42 (10.32%) Analytical Skills
3 26 (6.39%) User Experience
4 22 (5.41%) Data Centre
5 19 (4.67%) Clustering
6 16 (3.93%) Algorithms
7 6 (1.47%) Derivative
8 5 (1.23%) Cloud Native
8 5 (1.23%) Digital Media
9 4 (0.98%) Greenfield Project
9 4 (0.98%) Public Cloud
10 3 (0.74%) ASIC
10 3 (0.74%) Device Driver
11 2 (0.49%) BeagleBone
11 2 (0.49%) Client/Server
11 2 (0.49%) Cyberthreat
11 2 (0.49%) Hybrid Cloud
12 1 (0.25%) Cyberattack
12 1 (0.25%) Video on Demand
12 1 (0.25%) Virtual Team
Operating Systems
1 212 (52.09%) Linux
2 125 (30.71%) Windows
3 47 (11.55%) Red Hat Enterprise Linux
4 38 (9.34%) Unix
5 29 (7.13%) CentOS
6 28 (6.88%) Windows Server
7 8 (1.97%) Debian
8 6 (1.47%) Oracle Linux
9 5 (1.23%) Mac OS X
10 4 (0.98%) Android
10 4 (0.98%) Ubuntu
11 3 (0.74%) CoreOS
12 2 (0.49%) Embedded Linux
12 2 (0.49%) Solaris
13 1 (0.25%) Fedora
13 1 (0.25%) FreeBSD
13 1 (0.25%) Windows Server 2012
Processes & Methodologies
1 164 (40.29%) Agile Software Development
2 124 (30.47%) Software Engineering
3 83 (20.39%) Continuous Integration
4 70 (17.20%) DevOps
5 56 (13.76%) Mathematics
6 51 (12.53%) Data Analysis
7 47 (11.55%) TDD
8 44 (10.81%) Configuration Management
8 44 (10.81%) Web Development
9 43 (10.57%) Front End Development
9 43 (10.57%) Physics
9 43 (10.57%) Scrum
10 40 (9.83%) Mentoring
10 40 (9.83%) Open Source
11 35 (8.60%) Continuous Delivery
12 32 (7.86%) Task Automation
13 31 (7.62%) Analytics
13 31 (7.62%) Cybersecurity
14 29 (7.13%) Data Analytics
14 29 (7.13%) ITIL
Programming Languages
1 194 (47.67%) Java
2 155 (38.08%) Ruby
3 132 (32.43%) SQL
4 122 (29.98%) JavaScript
5 109 (26.78%) Bash Shell
5 109 (26.78%) C++
5 109 (26.78%) Perl
6 87 (21.38%) C#
7 71 (17.44%) PowerShell
8 40 (9.83%) C
9 31 (7.62%) Go
10 29 (7.13%) R
11 14 (3.44%) PHP
12 12 (2.95%) MATLAB
13 9 (2.21%) Shell Script
14 8 (1.97%) Groovy
15 7 (1.72%) Scala
16 4 (0.98%) Bourne shell
17 3 (0.74%) Kotlin
17 3 (0.74%) TypeScript
Qualifications
1 79 (19.41%) Degree
2 31 (7.62%) RHCE
2 31 (7.62%) RHCSA
2 31 (7.62%) Security Cleared
3 26 (6.39%) VMware Certified Professional (VCP)
4 22 (5.41%) PhD
5 16 (3.93%) DV Cleared
6 10 (2.46%) SC Cleared
7 9 (2.21%) Computer Science Degree
8 7 (1.72%) Cisco Certification
9 6 (1.47%) ITIL Certification
10 5 (1.23%) CCNP
10 5 (1.23%) ISTQB
11 3 (0.74%) ISEB
11 3 (0.74%) ISTQB Foundation Certification
12 2 (0.49%) CCIE
12 2 (0.49%) CCNA
13 1 (0.25%) CREST Certified
13 1 (0.25%) GCFA
13 1 (0.25%) VCP6
Quality Assurance & Compliance
1 20 (4.91%) PCI DSS
2 19 (4.67%) HIPAA
2 19 (4.67%) ISO/IEC 27001
3 14 (3.44%) QA
4 3 (0.74%) GCP
5 1 (0.25%) Data Quality
5 1 (0.25%) SLA
System Software
1 63 (15.48%) Docker
1 63 (15.48%) VMware Infrastructure
2 12 (2.95%) Active Directory
3 10 (2.46%) Xen
4 9 (2.21%) vSphere
5 8 (1.97%) vCloud
6 6 (1.47%) Firmware
6 6 (1.47%) Virtual Machines
7 5 (1.23%) Apache Flume
7 5 (1.23%) HDFS
7 5 (1.23%) VMware NSX
8 3 (0.74%) KVM
9 1 (0.25%) Hyper-V
9 1 (0.25%) VMware ESXi
9 1 (0.25%) XenServer
Systems Management
1 86 (21.13%) Puppet
2 74 (18.18%) Opscode Chef
3 37 (9.09%) Terraform
4 36 (8.85%) Ansible
5 27 (6.63%) Kubernetes
6 12 (2.95%) Grafana
7 11 (2.70%) Packer
7 11 (2.70%) StatsD
8 10 (2.46%) Kibana
9 7 (1.72%) logstash
10 5 (1.23%) Oozie
11 4 (0.98%) Rancher
12 2 (0.49%) Red Hat Satellite
12 2 (0.49%) WMI
13 1 (0.25%) Cisco Prime
13 1 (0.25%) PowerCLI
13 1 (0.25%) Prometheus
13 1 (0.25%) SolarWinds Orion
13 1 (0.25%) vCenter Server
13 1 (0.25%) vRealize
Vendors
1 71 (17.44%) VMware
2 52 (12.78%) Red Hat
3 39 (9.58%) Microsoft
4 33 (8.11%) Oracle
5 27 (6.63%) Cisco
6 16 (3.93%) Palo Alto
7 15 (3.69%) SAP
8 13 (3.19%) New Relic
9 11 (2.70%) SolarWinds
10 10 (2.46%) Extreme Networks
10 10 (2.46%) Google
11 9 (2.21%) Atlassian
11 9 (2.21%) Ivanti
12 7 (1.72%) HP
13 5 (1.23%) SaltStack
14 3 (0.74%) Arista
14 3 (0.74%) EMC
14 3 (0.74%) F5
14 3 (0.74%) Hitachi
14 3 (0.74%) Isilon