Period
to 18 November 2017

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

Python
South East > Hampshire
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 38 46 42
Rank change year-on-year +8 -4 +54
Permanent jobs citing Python 411 381 410
As % of all permanent IT jobs advertised in Hampshire 6.55% 5.55% 5.66%
As % of the Programming Languages category 11.35% 10.01% 10.36%
Number of salaries quoted 377 346 408
Hampshire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £26,750 £28,125 £28,350
90th Percentile £70,250 £63,750 £62,500
South East median annual salary £50,000 £50,000 £45,000
% change year-on-year - +11.11% +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 Hampshire with a requirement for coding skills.

All Programming Languages
Hampshire
Permanent vacancies with a requirement for coding skills 3621 3808 3959
As % of all permanent IT jobs advertised in Hampshire 57.73% 55.46% 54.64%
Number of salaries quoted 3293 3467 3437
Hampshire median annual salary £42,500 £40,000 £42,500
Median salary % change year-on-year +6.25% -5.88% +6.25%
10th Percentile £26,250 £27,000 £26,250
90th Percentile £63,750 £58,750 £59,000
South East median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% +6.25%

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 18 November 2017.

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 18 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
Basingstoke +24 102 £55,000 +37.50%
Southampton -17 81 £42,500 -5.56% 2
Farnborough +22 71 £62,500 +19.05%
Fareham +21 71 £42,500 +6.92% 5
Portsmouth +6 47 £42,500 +6.25% 1
Winchester +2 10 £42,500 -
Fleet +21 3 £72,500 +45.00%
Eastleigh -2 3 £42,500 -15.00%
Hook -4 2 £27,500 -18.52%
Waterlooville - 2 £27,500 -
Havant -1 1 £85,000 +261.70%
Aldershot - 1 £55,000 -
Andover - 1 £39,000 - 1
Python
South East

For the 6 months to 18 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 Hampshire region with a requirement for Python.

1 215 (52.31%) Linux
2 210 (51.09%) Java
3 202 (49.15%) Ruby
4 184 (44.77%) Agile Software Development
5 149 (36.25%) JavaScript
6 143 (34.79%) SQL
7 124 (30.17%) Bash Shell
8 121 (29.44%) Amazon AWS
8 121 (29.44%) Windows
9 117 (28.47%) C#
10 102 (24.82%) HTML
11 99 (24.09%) CSS
12 97 (23.60%) Software Engineering
13 93 (22.63%) Opscode Chef
14 92 (22.38%) C++
15 89 (21.65%) Puppet
15 89 (21.65%) Docker
16 88 (21.41%) Perl
17 83 (20.19%) DevOps
18 82 (19.95%) SaaS
19 81 (19.71%) Continuous Integration
20 68 (16.55%) MySQL
21 67 (16.30%) Git (software)
22 66 (16.06%) PowerShell
22 66 (16.06%) VMware
22 66 (16.06%) Apache Spark
23 65 (15.82%) NoSQL
24 62 (15.09%) Elasticsearch
25 60 (14.60%) Degree
25 60 (14.60%) Computer Science

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 66 (16.06%) Apache Spark
2 62 (15.09%) Elasticsearch
3 28 (6.81%) OpenStack
4 22 (5.35%) Apache
5 20 (4.87%) Tomcat
6 15 (3.65%) NServiceBus
7 10 (2.43%) Cloud Foundry
8 9 (2.19%) nginx
9 7 (1.70%) Zimbra
10 6 (1.46%) CMS
11 5 (1.22%) SharePoint
12 4 (0.97%) JBoss
13 1 (0.24%) Apache Pig
13 1 (0.24%) Drupal
13 1 (0.24%) SAS
Applications
1 5 (1.22%) Microsoft Excel
1 5 (1.22%) Microsoft Office
2 4 (0.97%) Inkscape
2 4 (0.97%) Microsoft PowerPoint
2 4 (0.97%) Photoshop
3 3 (0.73%) Adobe Illustrator
3 3 (0.73%) GIMP
4 1 (0.24%) Abaqus
4 1 (0.24%) SOLIDWORKS
4 1 (0.24%) SPSS
Business Applications
1 1 (0.24%) Payment Gateway
Cloud Services
1 121 (29.44%) Amazon AWS
2 82 (19.95%) SaaS
3 45 (10.95%) Microsoft Azure
4 20 (4.87%) PaaS
5 16 (3.89%) Amazon CloudWatch
6 10 (2.43%) OpenShift
7 5 (1.22%) Google Cloud Platform
8 4 (0.97%) GitHub
9 3 (0.73%) Cloud Computing
9 3 (0.73%) IaaS
10 2 (0.49%) Amazon S3
11 1 (0.24%) Amazon EC2
11 1 (0.24%) Amazon SQS
Communications & Networking
1 20 (4.87%) Firewall
1 20 (4.87%) SSL
2 19 (4.62%) IPsec
3 18 (4.38%) BGP
3 18 (4.38%) DNS
3 18 (4.38%) WAN
4 16 (3.89%) HTTP
4 16 (3.89%) OSPF
4 16 (3.89%) TCP/IP
5 13 (3.16%) MPLS
6 12 (2.92%) DHCP
6 12 (2.92%) RIP
6 12 (2.92%) VPLS
7 9 (2.19%) VPN
8 8 (1.95%) SAN
9 6 (1.46%) Fibre Channel
9 6 (1.46%) VoIP
10 5 (1.22%) LAN
11 4 (0.97%) SNMP
11 4 (0.97%) Wireless
Database & Business Intelligence
1 68 (16.55%) MySQL
2 65 (15.82%) NoSQL
3 54 (13.14%) Big Data
4 51 (12.41%) PostgreSQL
5 35 (8.52%) Hadoop
6 31 (7.54%) Apache Cassandra
6 31 (7.54%) Relational Database
7 28 (6.81%) SQL Server
8 20 (4.87%) Redis
9 19 (4.62%) MongoDB
9 19 (4.62%) RDBMS
10 7 (1.70%) MariaDB
11 5 (1.22%) InfluxDB
12 3 (0.73%) Data Mining
12 3 (0.73%) Neo4j
13 2 (0.49%) Geospatial Data
13 2 (0.49%) GIS
13 2 (0.49%) HBase
14 1 (0.24%) SQL Server Integration Services
14 1 (0.24%) SQL Server Reporting Services
Development Applications
1 67 (16.30%) Git (software)
2 59 (14.36%) Jenkins
3 28 (6.81%) JIRA
4 21 (5.11%) NUnit
5 20 (4.87%) Moq
6 14 (3.41%) Subversion
7 10 (2.43%) Cucumber
7 10 (2.43%) Selenium
8 9 (2.19%) Atlassian Bamboo
9 6 (1.46%) RSpec
10 4 (0.97%) TeamCity
10 4 (0.97%) Travis CI
11 3 (0.73%) Sonatype Nexus
11 3 (0.73%) Sublime Text
12 2 (0.49%) Capybara
12 2 (0.49%) git-flow
12 2 (0.49%) LabVIEW
12 2 (0.49%) Mercurial
13 1 (0.24%) Bitbucket
13 1 (0.24%) JUnit
General
1 48 (11.68%) Finance
2 40 (9.73%) Telecoms
3 36 (8.76%) Electronics
4 31 (7.54%) Manufacturing
5 29 (7.06%) Marketing
6 25 (6.08%) Retail
7 16 (3.89%) Back Office
8 5 (1.22%) Banking
9 4 (0.97%) Financial Institution
10 3 (0.73%) Automotive
10 3 (0.73%) Games
11 2 (0.49%) Law
12 1 (0.24%) Advertising
12 1 (0.24%) Investment Banking
Job Titles
1 131 (31.87%) Developer
2 48 (11.68%) Software Engineer
3 46 (11.19%) DevOps Engineer
4 43 (10.46%) Architect
5 38 (9.25%) Python Developer
5 38 (9.25%) Software Developer
6 34 (8.27%) Graduate
7 33 (8.03%) Software Architect
8 32 (7.79%) JavaScript Developer
9 31 (7.54%) Automation Engineer
9 31 (7.54%) Linux Engineer
10 24 (5.84%) Cloud Engineer
11 22 (5.35%) Junior
12 21 (5.11%) Network Engineer
13 20 (4.87%) Front End Developer (Client-Side Developer)
14 19 (4.62%) Senior Developer
15 16 (3.89%) Graduate Software Engineer
15 16 (3.89%) HTML Developer
16 15 (3.65%) C# Developer
16 15 (3.65%) Data Scientist
Libraries, Frameworks & Software Standards
1 102 (24.82%) HTML
2 99 (24.09%) CSS
3 54 (13.14%) .NET
4 45 (10.95%) Node.js
5 43 (10.46%) Django
6 39 (9.49%) RabbitMQ
7 38 (9.25%) HTML5
8 29 (7.06%) jQuery
9 27 (6.57%) AngularJS
9 27 (6.57%) Ruby on Rails
10 22 (5.35%) React
11 18 (4.38%) REST
12 17 (4.14%) Web Services
13 15 (3.65%) ASP.NET
13 15 (3.65%) ASP.NET MVC
14 12 (2.92%) ASP.NET Web API
14 12 (2.92%) CSS3
15 11 (2.68%) XML
16 10 (2.43%) Elastic Stack
16 10 (2.43%) Kafka
Miscellaneous
1 60 (14.60%) Computer Science
2 32 (7.79%) Analytical Skills
3 24 (5.84%) User Experience
4 20 (4.87%) Data Centre
5 15 (3.65%) Wiki
6 12 (2.92%) Clustering
7 11 (2.68%) Algorithms
8 9 (2.19%) Cloud Native
9 8 (1.95%) Smart Meter
10 7 (1.70%) Public Cloud
11 6 (1.46%) Derivative
12 4 (0.97%) Greenfield Project
13 3 (0.73%) Digital Media
13 3 (0.73%) Hybrid Cloud
13 3 (0.73%) iPad
13 3 (0.73%) Linux Command Line
13 3 (0.73%) Vector Graphics
14 2 (0.49%) Client/Server
14 2 (0.49%) Data Structures
14 2 (0.49%) Internet of Things
Operating Systems
1 215 (52.31%) Linux
2 121 (29.44%) Windows
3 43 (10.46%) Red Hat Enterprise Linux
4 37 (9.00%) CentOS
5 27 (6.57%) Unix
6 15 (3.65%) Windows Server
7 7 (1.70%) Debian
8 6 (1.46%) Oracle Linux
9 3 (0.73%) CoreOS
9 3 (0.73%) Fedora
9 3 (0.73%) Mac OS X
10 2 (0.49%) Embedded Linux
10 2 (0.49%) FreeBSD
10 2 (0.49%) Ubuntu
10 2 (0.49%) Windows Server 2012
11 1 (0.24%) AIX
11 1 (0.24%) Android
11 1 (0.24%) Solaris
Processes & Methodologies
1 184 (44.77%) Agile Software Development
2 97 (23.60%) Software Engineering
3 83 (20.19%) DevOps
4 81 (19.71%) Continuous Integration
5 58 (14.11%) Continuous Delivery
6 57 (13.87%) TDD
7 52 (12.65%) Scrum
8 47 (11.44%) Web Development
9 45 (10.95%) Data Analysis
9 45 (10.95%) Mentoring
9 45 (10.95%) Open Source
10 42 (10.22%) MVC
11 41 (9.98%) Mathematics
12 38 (9.25%) Configuration Management
13 37 (9.00%) Front End Development
14 35 (8.52%) SOA
15 32 (7.79%) SOLID
16 31 (7.54%) ITIL
16 31 (7.54%) SDLC
17 30 (7.30%) Business Intelligence
Programming Languages
1 210 (51.09%) Java
2 202 (49.15%) Ruby
3 149 (36.25%) JavaScript
4 143 (34.79%) SQL
5 124 (30.17%) Bash Shell
6 117 (28.47%) C#
7 92 (22.38%) C++
8 88 (21.41%) Perl
9 66 (16.06%) PowerShell
10 47 (11.44%) Go
11 35 (8.52%) C
12 32 (7.79%) R
13 22 (5.35%) PHP
14 11 (2.68%) Scala
15 8 (1.95%) Groovy
16 7 (1.70%) Shell Script
17 5 (1.22%) MATLAB
18 3 (0.73%) Bourne shell
19 2 (0.49%) Embedded C
19 2 (0.49%) Kotlin
Qualifications
1 60 (14.60%) Degree
2 36 (8.76%) Security Cleared
3 29 (7.06%) RHCE
3 29 (7.06%) RHCSA
4 25 (6.08%) SC Cleared
5 16 (3.89%) VMware Certified Professional (VCP)
6 12 (2.92%) Cisco Certification
6 12 (2.92%) PhD
7 10 (2.43%) Computer Science Degree
8 9 (2.19%) CCNA
9 8 (1.95%) CISSP
10 7 (1.70%) DV Cleared
11 6 (1.46%) ITIL Certification
12 5 (1.22%) ISEB
12 5 (1.22%) ISTQB
13 4 (0.97%) ISTQB Foundation Certification
14 2 (0.49%) CCIE
14 2 (0.49%) CCNP
15 1 (0.24%) CREST Certified
15 1 (0.24%) VCP6
Quality Assurance & Compliance
1 25 (6.08%) QA
2 22 (5.35%) PCI DSS
3 20 (4.87%) ISO/IEC 27001
4 12 (2.92%) HIPAA
5 4 (0.97%) GCP
6 2 (0.49%) SLA
System Software
1 89 (21.65%) Docker
2 51 (12.41%) VMware Infrastructure
3 10 (2.43%) Xen
4 9 (2.19%) vSphere
5 8 (1.95%) vCloud
6 7 (1.70%) Active Directory
7 6 (1.46%) Virtual Machines
8 3 (0.73%) KVM
9 2 (0.49%) VMware ESXi
9 2 (0.49%) VMware NSX
10 1 (0.24%) Firmware
10 1 (0.24%) Hyper-V
10 1 (0.24%) XenServer
Systems Management
1 93 (22.63%) Opscode Chef
2 89 (21.65%) Puppet
3 44 (10.71%) Terraform
4 37 (9.00%) Ansible
5 26 (6.33%) Grafana
6 25 (6.08%) Packer
7 23 (5.60%) Kubernetes
8 17 (4.14%) StatsD
9 16 (3.89%) Kibana
10 8 (1.95%) logstash
11 1 (0.24%) Cisco Prime
11 1 (0.24%) Hadoop YARN
11 1 (0.24%) Marathon
11 1 (0.24%) Nagios
11 1 (0.24%) PowerCLI
11 1 (0.24%) Rancher
11 1 (0.24%) SolarWinds Orion
11 1 (0.24%) vCenter Server
11 1 (0.24%) vRealize
Vendors
1 66 (16.06%) VMware
2 59 (14.36%) Red Hat
3 41 (9.98%) Microsoft
4 27 (6.57%) SAP
5 26 (6.33%) New Relic
6 25 (6.08%) Oracle
7 23 (5.60%) Cisco
8 11 (2.68%) Palo Alto
9 9 (2.19%) Atlassian
9 9 (2.19%) LANDesk
10 8 (1.95%) Google
10 8 (1.95%) HP
10 8 (1.95%) SaltStack
11 7 (1.70%) SolarWinds
12 6 (1.46%) Extreme Networks
13 4 (0.97%) Arista
14 3 (0.73%) Adobe
15 2 (0.49%) Aruba
16 1 (0.24%) F5
16 1 (0.24%) Splunk