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

Python
South East > Hampshire
6 months to
22 Jun 2018
Same period 2017 Same period 2016
Rank 29 52 61
Rank change year-on-year +23 +9 +16
Permanent jobs citing Python 531 290 340
As % of all permanent IT jobs advertised in Hampshire 8.06% 4.91% 4.97%
As % of the Programming Languages category 13.37% 8.57% 8.58%
Number of salaries quoted 391 251 304
Hampshire median annual salary £42,500 £45,000 £45,000
Median salary % change year-on-year -5.56% - +5.88%
10th Percentile £31,000 £28,500 £27,500
90th Percentile £65,000 £71,250 £64,625
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 3,971 3,385 3,961
As % of all permanent IT jobs advertised in Hampshire 60.25% 57.29% 57.90%
Number of salaries quoted 3,418 3,065 3,624
Hampshire median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £27,500 £26,250 £26,250
90th Percentile £64,300 £61,250 £59,000
South East median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

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 22 June 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 22 June 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 +16 164 £45,000 - 18
Basingstoke +21 108 £40,000 -38.46% 10
Romsey +11 66 £37,000 +48.00%
Farnborough -9 45 £60,000 +9.09% 9
Fareham +7 32 £32,500 -13.33% 1
Portsmouth +10 25 £50,000 +21.21% 6
Winchester +17 17 £40,000 -30.43% 2
Petersfield +11 7 £29,000 -22.67%
Fleet - 7 £40,000 -
Eastleigh -4 6 £65,000 +30.00% 1
Ringwood - 1 £45,000 -
Aldershot - 1 - -
Python
South East

For the 6 months to 22 June 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.

1 262 (49.34%) Linux
2 249 (46.89%) Java
3 186 (35.03%) Software Engineering
4 184 (34.65%) Agile Software Development
5 170 (32.02%) C++
6 156 (29.38%) C
7 147 (27.68%) Security Cleared
8 142 (26.74%) Ruby
9 131 (24.67%) Degree
10 127 (23.92%) JavaScript
11 123 (23.16%) Windows
12 120 (22.60%) SQL
13 114 (21.47%) DevOps
14 112 (21.09%) Bash Shell
15 109 (20.53%) Puppet
16 104 (19.59%) AngularJS
17 101 (19.02%) Docker
18 100 (18.83%) Continuous Integration
19 99 (18.64%) Opscode Chef
19 99 (18.64%) Perl
20 98 (18.46%) Amazon AWS
21 97 (18.27%) DV Cleared
22 96 (18.08%) C#
22 96 (18.08%) TDD
23 95 (17.89%) Ansible
24 94 (17.70%) Mathematics
25 87 (16.38%) Open Source
26 76 (14.31%) Computer Science
27 75 (14.12%) Jenkins
28 74 (13.94%) Git (software)

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 33 (6.21%) Elasticsearch
2 29 (5.46%) Apache
3 20 (3.77%) WordPress
4 19 (3.58%) Tomcat
5 17 (3.20%) OpenStack
6 16 (3.01%) Apache Spark
7 8 (1.51%) BizTalk Server
8 7 (1.32%) Confluence
9 4 (0.75%) Jupyter
10 3 (0.56%) Apache Pig
10 3 (0.56%) IPython
10 3 (0.56%) JBoss
10 3 (0.56%) nginx
10 3 (0.56%) SAS
11 2 (0.38%) Apache Solr
11 2 (0.38%) Cloud Foundry
11 2 (0.38%) IIS
11 2 (0.38%) WebSphere
11 2 (0.38%) Zimbra
12 1 (0.19%) GlassFish
Applications
1 11 (2.07%) SPSS
2 1 (0.19%) Microsoft Office
2 1 (0.19%) MS Visio
2 1 (0.19%) Spreadsheet
Cloud Services
1 98 (18.46%) Amazon AWS
2 51 (9.60%) Microsoft Azure
3 21 (3.95%) Google Cloud Platform
4 17 (3.20%) GitHub
5 16 (3.01%) PaaS
6 13 (2.45%) Serverless
7 11 (2.07%) Amazon CloudWatch
7 11 (2.07%) AWS Lambda
7 11 (2.07%) SaaS
8 8 (1.51%) IaaS
8 8 (1.51%) OpenShift
9 7 (1.32%) AWS CloudFormation
10 5 (0.94%) Amazon EC2
10 5 (0.94%) Firebase
11 4 (0.75%) Amazon S3
11 4 (0.75%) Cloud Computing
12 3 (0.56%) Azure Machine Learning
13 2 (0.38%) AWS CloudTrail
13 2 (0.38%) Cortana Intelligence Suite
13 2 (0.38%) Datadog
Communications & Networking
1 34 (6.40%) Network Security
2 24 (4.52%) Firewall
3 13 (2.45%) HTTP
4 12 (2.26%) DHCP
4 12 (2.26%) DNS
4 12 (2.26%) TCP/IP
5 11 (2.07%) WAN
6 8 (1.51%) IPsec
6 8 (1.51%) VLAN
7 7 (1.32%) BGP
7 7 (1.32%) OSPF
7 7 (1.32%) SSL
8 6 (1.13%) MPLS
9 5 (0.94%) LAN
9 5 (0.94%) RIP
9 5 (0.94%) SAN
9 5 (0.94%) VPLS
9 5 (0.94%) VPN
9 5 (0.94%) Wireshark
10 3 (0.56%) Internet
Database & Business Intelligence
1 60 (11.30%) MySQL
2 42 (7.91%) Big Data
3 33 (6.21%) MongoDB
3 33 (6.21%) NoSQL
4 21 (3.95%) PostgreSQL
5 18 (3.39%) Apache Cassandra
6 15 (2.82%) SQL Server
7 14 (2.64%) MariaDB
8 13 (2.45%) Hadoop
9 9 (1.69%) Neo4j
9 9 (1.69%) Power BI
10 8 (1.51%) Relational Database
10 8 (1.51%) SQL Server Analysis Services
10 8 (1.51%) SQL Server Integration Services
10 8 (1.51%) SQL Server Reporting Services
11 7 (1.32%) Oracle Database
11 7 (1.32%) Redis
12 5 (0.94%) Amazon RDS
13 4 (0.75%) Flink
13 4 (0.75%) RDBMS
Development Applications
1 75 (14.12%) Jenkins
2 74 (13.94%) Git (software)
3 31 (5.84%) JIRA
4 19 (3.58%) Selenium
4 19 (3.58%) Subversion
5 14 (2.64%) Cucumber
5 14 (2.64%) Gradle
6 11 (2.07%) Atlassian Bamboo
6 11 (2.07%) Maven
7 8 (1.51%) Team Foundation Server
8 7 (1.32%) MSTest
8 7 (1.32%) SoapUI
8 7 (1.32%) Visual Studio
8 7 (1.32%) WebDriver
9 6 (1.13%) JMeter
9 6 (1.13%) Vagrant
10 5 (0.94%) Eclipse
10 5 (0.94%) GitLab
10 5 (0.94%) LabVIEW
10 5 (0.94%) Robot Framework
General
1 37 (6.97%) Finance
2 27 (5.08%) Marketing
3 25 (4.71%) Retail
4 24 (4.52%) Electronics
5 17 (3.20%) Telecoms
6 15 (2.82%) Manufacturing
7 5 (0.94%) Advertising
8 3 (0.56%) Military
9 2 (0.38%) Banking
9 2 (0.38%) Games
9 2 (0.38%) Law
9 2 (0.38%) Publishing
10 1 (0.19%) Aerospace
10 1 (0.19%) Legal
Job Titles
1 140 (26.37%) Software Engineer
2 119 (22.41%) Developer
3 62 (11.68%) DevOps Engineer
4 42 (7.91%) Graduate
5 34 (6.40%) Graduate Software Engineer
6 30 (5.65%) Cloud Engineer
7 28 (5.27%) Python Engineer
8 27 (5.08%) Java Engineer
9 26 (4.90%) Analyst
9 26 (4.90%) Linux Engineer
9 26 (4.90%) Software Developer
10 25 (4.71%) Java Software Engineer
10 25 (4.71%) Python Developer
11 20 (3.77%) Administrator
11 20 (3.77%) PHP Developer
12 19 (3.58%) C++ Software Engineer
13 18 (3.39%) Python Software Engineer
14 17 (3.20%) AWS Engineer
14 17 (3.20%) Linux Administrator
15 16 (3.01%) Linux Systems Administrator
Libraries, Frameworks & Software Standards
1 104 (19.59%) AngularJS
2 55 (10.36%) Django
3 45 (8.47%) Web Services
4 40 (7.53%) React
5 37 (6.97%) CSS
6 29 (5.46%) Node.js
7 28 (5.27%) .NET
8 23 (4.33%) SOAP
9 22 (4.14%) HTML
10 20 (3.77%) CakePHP
10 20 (3.77%) Laravel
10 20 (3.77%) REST
10 20 (3.77%) Symfony
11 18 (3.39%) NumPy
12 17 (3.20%) jQuery
13 15 (2.82%) Pandas
13 15 (2.82%) RabbitMQ
14 14 (2.64%) TensorFlow
15 12 (2.26%) ASP.NET
15 12 (2.26%) ASP.NET MVC
Miscellaneous
1 76 (14.31%) Computer Science
2 50 (9.42%) Analytical Skills
3 48 (9.04%) Algorithms
4 24 (4.52%) Device Driver
5 21 (3.95%) Self-Motivation
6 18 (3.39%) Public Cloud
7 9 (1.69%) Data Centre
7 9 (1.69%) Data Structures
8 8 (1.51%) Acoustics
8 8 (1.51%) Greenfield Project
8 8 (1.51%) Robotics
8 8 (1.51%) User Experience
9 7 (1.32%) Clustering
10 5 (0.94%) Management Information System
11 4 (0.75%) Digital Media
11 4 (0.75%) Driving Licence
11 4 (0.75%) Fintech
11 4 (0.75%) Wiki
12 3 (0.56%) Enterprise Software
12 3 (0.56%) Virtual Team
Operating Systems
1 262 (49.34%) Linux
2 123 (23.16%) Windows
3 51 (9.60%) Unix
4 34 (6.40%) Mac OS X
5 33 (6.21%) Red Hat Enterprise Linux
6 20 (3.77%) Android
7 17 (3.20%) Windows Server
8 15 (2.82%) CentOS
9 12 (2.26%) Ubuntu
10 8 (1.51%) Embedded Linux
11 7 (1.32%) Debian
12 2 (0.38%) Amazon Linux
12 2 (0.38%) Apple iOS
12 2 (0.38%) FreeBSD
12 2 (0.38%) Solaris
13 1 (0.19%) Oracle Linux
13 1 (0.19%) Windows Server 2012
Processes & Methodologies
1 186 (35.03%) Software Engineering
2 184 (34.65%) Agile Software Development
3 114 (21.47%) DevOps
4 100 (18.83%) Continuous Integration
5 96 (18.08%) TDD
6 94 (17.70%) Mathematics
7 87 (16.38%) Open Source
8 61 (11.49%) Machine Learning
9 58 (10.92%) Unit Testing
10 57 (10.73%) Analytics
10 57 (10.73%) Scrum
11 56 (10.55%) Mentoring
12 49 (9.23%) Customer Requirements
12 49 (9.23%) OO
13 42 (7.91%) MVC
14 41 (7.72%) Configuration Management
14 41 (7.72%) Data Analysis
15 37 (6.97%) Visualisation
16 36 (6.78%) Cybersecurity
16 36 (6.78%) Test Automation
Programming Languages
1 249 (46.89%) Java
2 170 (32.02%) C++
3 156 (29.38%) C
4 142 (26.74%) Ruby
5 127 (23.92%) JavaScript
6 120 (22.60%) SQL
7 112 (21.09%) Bash Shell
8 99 (18.64%) Perl
9 96 (18.08%) C#
10 66 (12.43%) PowerShell
11 61 (11.49%) PHP
12 37 (6.97%) R
13 29 (5.46%) Go
14 19 (3.58%) MATLAB
15 11 (2.07%) Rust
15 11 (2.07%) Scala
16 10 (1.88%) Java 8
17 9 (1.69%) Shell Script
18 8 (1.51%) Clojure
19 7 (1.32%) T-SQL
Qualifications
1 147 (27.68%) Security Cleared
2 131 (24.67%) Degree
3 97 (18.27%) DV Cleared
4 47 (8.85%) SC Cleared
5 31 (5.84%) PhD
6 17 (3.20%) RHCE
6 17 (3.20%) RHCSA
7 15 (2.82%) Numerate Degree
7 15 (2.82%) VMware Certified Professional (VCP)
8 12 (2.26%) ISTQB
9 6 (1.13%) Cisco Certification
9 6 (1.13%) Computer Science Degree
9 6 (1.13%) ISEB
10 4 (0.75%) Master's Degree
11 3 (0.56%) CCNP
12 2 (0.38%) AWS Certification
12 2 (0.38%) ISTQB Foundation Certification
12 2 (0.38%) ITIL Foundation Certificate
13 1 (0.19%) CCNA
13 1 (0.19%) TOGAF Certification
Quality Assurance & Compliance
1 19 (3.58%) QA
2 5 (0.94%) HIPAA
2 5 (0.94%) ISO/IEC 27001
2 5 (0.94%) PCI DSS
3 4 (0.75%) GDPR
4 2 (0.38%) Data Quality
5 1 (0.19%) ISO 9001
System Software
1 101 (19.02%) Docker
2 33 (6.21%) VMware Infrastructure
3 18 (3.39%) Firmware
4 9 (1.69%) vSphere
5 4 (0.75%) Active Directory
5 4 (0.75%) VirtualBox
5 4 (0.75%) Xen
6 3 (0.56%) Apache Flume
6 3 (0.56%) HDFS
6 3 (0.56%) VMware NSX
7 2 (0.38%) Hyper-V
7 2 (0.38%) vCloud
8 1 (0.19%) Virtual Machines
8 1 (0.19%) VMware ESXi
Systems Management
1 109 (20.53%) Puppet
2 99 (18.64%) Opscode Chef
3 95 (17.89%) Ansible
4 71 (13.37%) Kubernetes
5 51 (9.60%) Terraform
6 10 (1.88%) Nagios
7 8 (1.51%) Kibana
7 8 (1.51%) logstash
8 7 (1.32%) Prometheus
9 6 (1.13%) Packer
9 6 (1.13%) Salt
10 5 (0.94%) Rancher
10 5 (0.94%) StatsD
11 4 (0.75%) Oozie
12 3 (0.56%) Grafana
12 3 (0.56%) HAProxy
13 2 (0.38%) Observium
13 2 (0.38%) WMI
14 1 (0.19%) SCCM
14 1 (0.19%) SCOM
Vendors
1 46 (8.66%) VMware
2 41 (7.72%) Microsoft
3 35 (6.59%) Oracle
4 25 (4.71%) Google
4 25 (4.71%) Red Hat
5 17 (3.20%) SAP
6 11 (2.07%) Atlassian
7 8 (1.51%) Cisco
7 8 (1.51%) DevExpress
8 7 (1.32%) New Relic
9 4 (0.75%) Ivanti
9 4 (0.75%) Palo Alto
9 4 (0.75%) PayPal
10 3 (0.56%) Altera
10 3 (0.56%) F5
10 3 (0.56%) Salesforce.com
10 3 (0.56%) SaltStack
10 3 (0.56%) Tableau
10 3 (0.56%) Xilinx
11 2 (0.38%) CheckPoint