Period
to 20 April 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 April 2018 with a comparison to the same period in the previous 2 years.

Python
South East > Hampshire
6 months to
20 Apr 2018
Same period 2017 Same period 2016
Rank 41 51 47
Rank change year-on-year +10 -4 +50
Permanent jobs citing Python 486 312 395
As % of all permanent IT jobs advertised in Hampshire 6.68% 5.04% 5.91%
As % of the Programming Languages category 10.83% 9.01% 10.24%
Number of salaries quoted 395 264 350
Hampshire median annual salary £42,500 £45,000 £45,000
Median salary % change year-on-year -5.56% - +12.50%
10th Percentile £27,500 £27,500 £29,250
90th Percentile £65,000 £65,000 £62,500
South East median annual salary £50,000 £47,500 £47,500
% change year-on-year +5.26% - +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 Hampshire with a requirement for coding skills.

All Programming Languages
Hampshire
Permanent vacancies with a requirement for coding skills 4,488 3,464 3,859
As % of all permanent IT jobs advertised in Hampshire 61.66% 55.94% 57.73%
Number of salaries quoted 3,948 3,098 3,528
Hampshire median annual salary £42,500 £40,000 £40,500
Median salary % change year-on-year +6.25% -1.23% +1.25%
10th Percentile £26,250 £26,750 £26,250
90th Percentile £62,325 £61,250 £60,000
South East median annual salary £45,000 £45,000 £44,000
% change year-on-year - +2.27% +3.53%

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 April 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 April 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 +2 157 £45,000 - 9
Basingstoke +3 94 £40,000 -11.11% 26
Fareham +29 69 £42,500 +13.33% 2
Romsey +11 38 £37,000 +48.00% 11
Portsmouth -8 30 £47,500 +26.67% 5
Farnborough -23 28 £52,500 -4.55% 8
Petersfield -1 6 £27,000 -28.00% 4
Eastleigh -4 6 £65,000 +27.45%
Winchester -19 6 £45,000 +45.16% 1
Fleet - 4 £41,250 - 1
Aldershot - 1 - -
Python
South East

For the 6 months to 20 April 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 Hampshire region with a requirement for Python.

1 232 (47.74%) Linux
2 226 (46.50%) Java
3 181 (37.24%) Software Engineering
4 163 (33.54%) Agile Software Development
5 161 (33.13%) C++
6 133 (27.37%) SQL
7 125 (25.72%) JavaScript
7 125 (25.72%) Degree
8 124 (25.51%) Windows
9 118 (24.28%) Ruby
10 111 (22.84%) C
11 109 (22.43%) DevOps
12 108 (22.22%) Computer Science
13 107 (22.02%) Bash Shell
14 104 (21.40%) Amazon AWS
15 103 (21.19%) Puppet
16 101 (20.78%) Continuous Integration
17 98 (20.16%) Mathematics
18 95 (19.55%) Perl
19 92 (18.93%) Security Cleared
20 87 (17.90%) Opscode Chef
21 86 (17.70%) C#
22 78 (16.05%) Docker
23 73 (15.02%) Git (software)
24 72 (14.81%) AngularJS
25 65 (13.37%) Data Analysis
26 63 (12.96%) TDD
26 63 (12.96%) Big Data
27 61 (12.55%) NoSQL
27 61 (12.55%) PowerShell

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 47 (9.67%) Elasticsearch
2 40 (8.23%) Apache
3 33 (6.79%) Apache Spark
4 32 (6.58%) Tomcat
5 11 (2.26%) OpenStack
5 11 (2.26%) WordPress
6 7 (1.44%) Apache Pig
6 7 (1.44%) Confluence
6 7 (1.44%) SAS
7 5 (1.03%) BizTalk Server
8 3 (0.62%) IPython
8 3 (0.62%) Jupyter
8 3 (0.62%) SharePoint
9 2 (0.41%) JBoss
9 2 (0.41%) nginx
9 2 (0.41%) Zimbra
10 1 (0.21%) Cloud Foundry
10 1 (0.21%) CMS
10 1 (0.21%) Drupal
10 1 (0.21%) WebSphere
Applications
1 11 (2.26%) SPSS
2 1 (0.21%) Spreadsheet
Cloud Services
1 104 (21.40%) Amazon AWS
2 57 (11.73%) Microsoft Azure
3 22 (4.53%) SaaS
4 19 (3.91%) Google Cloud Platform
5 17 (3.50%) PaaS
6 13 (2.67%) GitHub
7 9 (1.85%) IaaS
8 8 (1.65%) Amazon CloudWatch
9 5 (1.03%) AWS CloudFormation
9 5 (1.03%) AWS Lambda
9 5 (1.03%) Serverless
10 4 (0.82%) Cloud Computing
10 4 (0.82%) Firebase
11 2 (0.41%) Amazon EC2
11 2 (0.41%) Datadog
11 2 (0.41%) Google Analytics
12 1 (0.21%) Amazon EMR
12 1 (0.21%) Amazon S3
12 1 (0.21%) OpenShift
12 1 (0.21%) Slack
Communications & Networking
1 28 (5.76%) Firewall
2 22 (4.53%) DNS
3 21 (4.32%) DHCP
3 21 (4.32%) HTTP
3 21 (4.32%) Network Security
3 21 (4.32%) WAN
4 16 (3.29%) IPsec
4 16 (3.29%) MPLS
5 15 (3.09%) BGP
5 15 (3.09%) OSPF
5 15 (3.09%) SSL
6 13 (2.67%) RIP
6 13 (2.67%) VPLS
7 10 (2.06%) TCP/IP
8 9 (1.85%) Wireshark
9 7 (1.44%) VPN
10 6 (1.23%) Fibre Channel
11 5 (1.03%) LAN
12 4 (0.82%) Unified Communications
13 3 (0.62%) Wi-Fi
Database & Business Intelligence
1 63 (12.96%) Big Data
2 61 (12.55%) NoSQL
3 47 (9.67%) MySQL
4 41 (8.44%) PostgreSQL
5 30 (6.17%) MongoDB
6 24 (4.94%) Relational Database
7 19 (3.91%) Hadoop
8 15 (3.09%) SQL Server
9 14 (2.88%) MariaDB
10 13 (2.67%) Apache Cassandra
11 7 (1.44%) Apache Hive
12 5 (1.03%) Oracle Database
12 5 (1.03%) Power BI
12 5 (1.03%) RDBMS
12 5 (1.03%) SQL Server Analysis Services
12 5 (1.03%) SQL Server Integration Services
12 5 (1.03%) SQL Server Reporting Services
13 4 (0.82%) Flink
13 4 (0.82%) InfluxDB
13 4 (0.82%) Redis
Development Applications
1 73 (15.02%) Git (software)
2 51 (10.49%) Jenkins
3 37 (7.61%) JIRA
4 27 (5.56%) Subversion
5 11 (2.26%) Gradle
6 10 (2.06%) Maven
7 8 (1.65%) LabVIEW
8 6 (1.23%) Atlassian Bamboo
8 6 (1.23%) Team Foundation Server
9 5 (1.03%) Selenium
10 4 (0.82%) Bitbucket
10 4 (0.82%) MSTest
11 3 (0.62%) Cucumber
11 3 (0.62%) JUnit
11 3 (0.62%) webpack
12 2 (0.41%) Mercurial
12 2 (0.41%) SoapUI
12 2 (0.41%) Sonatype Nexus
12 2 (0.41%) Vagrant
12 2 (0.41%) WebDriver
General
1 35 (7.20%) Finance
2 25 (5.14%) Retail
3 22 (4.53%) Telecoms
4 18 (3.70%) Electronics
4 18 (3.70%) Marketing
5 10 (2.06%) Manufacturing
6 4 (0.82%) Advertising
6 4 (0.82%) Banking
7 3 (0.62%) Games
8 2 (0.41%) Law
8 2 (0.41%) Military
9 1 (0.21%) Aerospace
9 1 (0.21%) Back Office
Job Titles
1 125 (25.72%) Developer
2 123 (25.31%) Software Engineer
3 59 (12.14%) Graduate
4 45 (9.26%) DevOps Engineer
5 41 (8.44%) Software Developer
6 37 (7.61%) Linux Engineer
7 34 (7.00%) Graduate Software Engineer
8 32 (6.58%) Junior
9 30 (6.17%) Python Developer
10 27 (5.56%) Java Engineer
11 26 (5.35%) Analyst
12 25 (5.14%) Java Software Engineer
13 24 (4.94%) Data Scientist
14 22 (4.53%) Cloud Engineer
14 22 (4.53%) JavaScript Developer
14 22 (4.53%) Python Engineer
15 20 (4.12%) Network Engineer
16 19 (3.91%) Front End Developer (Client-Side Developer)
17 16 (3.29%) C++ Software Engineer
17 16 (3.29%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 72 (14.81%) AngularJS
2 53 (10.91%) Django
3 50 (10.29%) Node.js
4 48 (9.88%) CSS
5 46 (9.47%) HTML
6 44 (9.05%) Web Services
7 29 (5.97%) React
8 24 (4.94%) jQuery
9 21 (4.32%) .NET
10 16 (3.29%) RabbitMQ
11 13 (2.67%) NumPy
12 12 (2.47%) REST
13 11 (2.26%) CakePHP
13 11 (2.26%) LAMP
13 11 (2.26%) Laravel
13 11 (2.26%) Symfony
14 10 (2.06%) D3.js
14 10 (2.06%) SOAP
14 10 (2.06%) Spring
14 10 (2.06%) Spring Boot
Miscellaneous
1 108 (22.22%) Computer Science
2 57 (11.73%) Analytical Skills
3 44 (9.05%) Algorithms
4 22 (4.53%) Device Driver
5 21 (4.32%) User Experience
6 15 (3.09%) Clustering
7 10 (2.06%) Data Centre
7 10 (2.06%) Public Cloud
7 10 (2.06%) Self-Motivation
8 5 (1.03%) Data Structures
8 5 (1.03%) Digital Media
9 4 (0.82%) Driving Licence
10 3 (0.62%) ASIC
10 3 (0.62%) Robotics
11 2 (0.41%) Client/Server
11 2 (0.41%) Embedded Systems
11 2 (0.41%) Management Information System
11 2 (0.41%) Social Media
11 2 (0.41%) Verilog
11 2 (0.41%) VHDL
Operating Systems
1 232 (47.74%) Linux
2 124 (25.51%) Windows
3 51 (10.49%) Unix
4 39 (8.02%) Red Hat Enterprise Linux
5 31 (6.38%) Windows Server
6 22 (4.53%) Mac OS X
7 17 (3.50%) Android
8 13 (2.67%) CentOS
9 9 (1.85%) Ubuntu
10 8 (1.65%) Embedded Linux
11 6 (1.23%) Debian
12 2 (0.41%) Amazon Linux
12 2 (0.41%) Solaris
13 1 (0.21%) Oracle Linux
Processes & Methodologies
1 181 (37.24%) Software Engineering
2 163 (33.54%) Agile Software Development
3 109 (22.43%) DevOps
4 101 (20.78%) Continuous Integration
5 98 (20.16%) Mathematics
6 65 (13.37%) Data Analysis
7 63 (12.96%) TDD
8 60 (12.35%) Scrum
9 57 (11.73%) Analytics
10 54 (11.11%) Open Source
10 54 (11.11%) Problem-Solving
11 51 (10.49%) Machine Learning
12 49 (10.08%) Configuration Management
13 48 (9.88%) Mentoring
14 47 (9.67%) Physics
15 45 (9.26%) Unit Testing
16 42 (8.64%) Cybersecurity
16 42 (8.64%) Front End Development
17 34 (7.00%) Web Development
18 32 (6.58%) Customer Requirements
Programming Languages
1 226 (46.50%) Java
2 161 (33.13%) C++
3 133 (27.37%) SQL
4 125 (25.72%) JavaScript
5 118 (24.28%) Ruby
6 111 (22.84%) C
7 107 (22.02%) Bash Shell
8 95 (19.55%) Perl
9 86 (17.70%) C#
10 61 (12.55%) PowerShell
11 48 (9.88%) R
12 33 (6.79%) PHP
13 27 (5.56%) Go
14 24 (4.94%) MATLAB
15 13 (2.67%) Scala
16 10 (2.06%) Java 8
17 8 (1.65%) Clojure
18 7 (1.44%) Shell Script
19 5 (1.03%) TypeScript
20 4 (0.82%) Rust
Qualifications
1 125 (25.72%) Degree
2 92 (18.93%) Security Cleared
3 61 (12.55%) DV Cleared
4 35 (7.20%) PhD
5 30 (6.17%) RHCE
5 30 (6.17%) RHCSA
5 30 (6.17%) SC Cleared
6 28 (5.76%) VMware Certified Professional (VCP)
7 12 (2.47%) Numerate Degree
8 5 (1.03%) CCNP
8 5 (1.03%) Cisco Certification
8 5 (1.03%) Computer Science Degree
9 4 (0.82%) ISEB
9 4 (0.82%) ISTQB
10 3 (0.62%) Master's Degree
11 2 (0.41%) AWS Certification
11 2 (0.41%) ITIL Foundation Certificate
12 1 (0.21%) CCNA
12 1 (0.21%) TOGAF Certification
Quality Assurance & Compliance
1 13 (2.67%) HIPAA
1 13 (2.67%) ISO/IEC 27001
1 13 (2.67%) PCI DSS
2 9 (1.85%) QA
3 4 (0.82%) GDPR
4 2 (0.41%) Data Quality
System Software
1 78 (16.05%) Docker
2 46 (9.47%) VMware Infrastructure
3 17 (3.50%) Firmware
4 8 (1.65%) Active Directory
5 7 (1.44%) Apache Flume
5 7 (1.44%) HDFS
6 5 (1.03%) VMware NSX
7 4 (0.82%) Xen
8 2 (0.41%) vCloud
8 2 (0.41%) vSphere
9 1 (0.21%) Hyper-V
9 1 (0.21%) Virtual Machines
Systems Management
1 103 (21.19%) Puppet
2 87 (17.90%) Opscode Chef
3 60 (12.35%) Ansible
4 50 (10.29%) Kubernetes
5 47 (9.67%) Terraform
6 9 (1.85%) logstash
7 8 (1.65%) Kibana
7 8 (1.65%) Oozie
7 8 (1.65%) StatsD
8 7 (1.44%) Packer
9 6 (1.23%) Nagios
10 5 (1.03%) Rancher
11 4 (0.82%) Prometheus
12 2 (0.41%) Grafana
12 2 (0.41%) Observium
12 2 (0.41%) Red Hat Satellite
12 2 (0.41%) WMI
13 1 (0.21%) Salt
13 1 (0.21%) SCCM
13 1 (0.21%) SCOM
Vendors
1 53 (10.91%) VMware
2 49 (10.08%) Microsoft
3 39 (8.02%) Red Hat
4 29 (5.97%) Oracle
5 28 (5.76%) Google
6 13 (2.67%) SAP
7 11 (2.26%) Atlassian
7 11 (2.26%) Cisco
8 10 (2.06%) Palo Alto
9 8 (1.65%) New Relic
10 5 (1.03%) DevExpress
10 5 (1.03%) F5
11 4 (0.82%) CheckPoint
11 4 (0.82%) Extreme Networks
11 4 (0.82%) Ivanti
11 4 (0.82%) PayPal
11 4 (0.82%) Salesforce.com
11 4 (0.82%) SolarWinds
12 3 (0.62%) EMC
12 3 (0.62%) Isilon