Period
to 19 October 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 19 October 2018 with a comparison to the same period in the previous 2 years.

Python
South East > Hampshire
6 months to
19 Oct 2018
Same period 2017 Same period 2016
Rank 30 40 52
Rank change year-on-year +10 +12 -7
Permanent jobs citing Python 513 355 362
As % of all permanent IT jobs advertised in Hampshire 7.67% 6.25% 5.40%
As % of the Programming Languages category 13.24% 11.02% 9.55%
Number of salaries quoted 381 319 333
Hampshire median annual salary £45,000 £47,500 £47,500
Median salary % change year-on-year -5.26% - +11.76%
10th Percentile £31,250 £27,500 £27,500
90th Percentile £65,000 £72,500 £67,000
South East median annual salary £50,000 £50,000 £50,000

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 3,875 3,222 3,792
As % of all permanent IT jobs advertised in Hampshire 57.92% 56.75% 56.52%
Number of salaries quoted 3,295 2,939 3,464
Hampshire median annual salary £45,000 £42,500 £40,000
Median salary % change year-on-year +5.88% +6.25% -3.61%
10th Percentile £27,500 £26,250 £26,750
90th Percentile £65,000 £63,750 £58,750
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +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 19 October 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 19 October 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
Basingstoke -2 149 £42,500 -29.17% 20
Southampton +15 144 £45,500 +7.06% 6
Romsey - 52 £52,500 - 5
Farnborough -6 51 £57,500 -8.00% 3
Fareham -8 41 £40,000 -5.88% 2
Winchester +14 23 £35,000 -17.65%
Portsmouth -19 16 £57,500 +35.29% 7
Havant -8 6 £60,000 -29.41% 2
Fleet -9 6 £41,250 -43.10%
Hook -1 1 - -
Liss - 1 £32,500 - 1
Petersfield - 1 £50,000 - 4
Ringwood - 1 £45,000 -
Python
South East

For the 6 months to 19 October 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.

1 276 (53.80%) Linux
2 211 (41.13%) Java
3 201 (39.18%) Agile Software Development
4 190 (37.04%) Software Engineering
5 176 (34.31%) C++
6 155 (30.21%) JavaScript
7 149 (29.04%) SQL
8 145 (28.27%) C#
9 141 (27.49%) Security Cleared
10 134 (26.12%) C
11 122 (23.78%) AngularJS
12 114 (22.22%) TDD
13 112 (21.83%) Ruby
14 108 (21.05%) Windows
15 107 (20.86%) Degree
15 107 (20.86%) Open Source
16 105 (20.47%) DevOps
17 103 (20.08%) Docker
18 96 (18.71%) Bash Shell
19 90 (17.54%) Jenkins
20 86 (16.76%) Ansible
21 82 (15.98%) Amazon AWS
22 80 (15.59%) DV Cleared
23 79 (15.40%) Continuous Integration
24 77 (15.01%) Git (software)
25 74 (14.42%) SC Cleared
26 72 (14.04%) MySQL
27 70 (13.65%) PHP
28 69 (13.45%) Perl
29 67 (13.06%) Cybersecurity

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 51 (9.94%) Elasticsearch
2 27 (5.26%) Apache
3 14 (2.73%) Apache Spark
3 14 (2.73%) OpenStack
4 13 (2.53%) Tomcat
4 13 (2.53%) WordPress
5 12 (2.34%) Jupyter
6 6 (1.17%) nginx
6 6 (1.17%) SAS
7 5 (0.97%) IIS
8 4 (0.78%) Apache Solr
9 3 (0.58%) BizTalk Server
9 3 (0.58%) Cloud Foundry
10 2 (0.39%) Drupal
10 2 (0.39%) JBoss
10 2 (0.39%) Kentico
10 2 (0.39%) Umbraco
11 1 (0.19%) GlassFish
11 1 (0.19%) WebSphere
11 1 (0.19%) WildFly
Applications
1 4 (0.78%) Microsoft Office
2 1 (0.19%) MS Visio
2 1 (0.19%) Simulink
Business Applications
1 2 (0.39%) Magento
Cloud Services
1 82 (15.98%) Amazon AWS
2 41 (7.99%) Microsoft Azure
3 18 (3.51%) Serverless
4 15 (2.92%) GitHub
5 14 (2.73%) AWS Lambda
6 12 (2.34%) Amazon CloudWatch
7 11 (2.14%) Amazon S3
7 11 (2.14%) AWS CloudFormation
8 10 (1.95%) OpenShift
9 9 (1.75%) SaaS
10 7 (1.36%) Amazon SQS
10 7 (1.36%) AWS Fargate
11 6 (1.17%) PaaS
12 5 (0.97%) Azure Machine Learning
12 5 (0.97%) Google Cloud Platform
13 4 (0.78%) Amazon EC2
13 4 (0.78%) AWS CodePipeline
13 4 (0.78%) Azure Functions
14 3 (0.58%) Amazon ELB
14 3 (0.58%) AWS CloudTrail
Communications & Networking
1 22 (4.29%) Network Security
2 20 (3.90%) TCP/IP
3 16 (3.12%) VLAN
4 10 (1.95%) RTP
5 9 (1.75%) Firewall
5 9 (1.75%) Internet
6 5 (0.97%) DAB
6 5 (0.97%) HTTP
7 3 (0.58%) 3G
7 3 (0.58%) NGN
8 2 (0.39%) BGP
8 2 (0.39%) DHCP
8 2 (0.39%) DNS
8 2 (0.39%) IPsec
8 2 (0.39%) IPv4
8 2 (0.39%) iSCSI
8 2 (0.39%) LAN
8 2 (0.39%) OSPF
8 2 (0.39%) SAN
8 2 (0.39%) Wireless
Database & Business Intelligence
1 72 (14.04%) MySQL
2 54 (10.53%) NoSQL
3 40 (7.80%) Neo4j
4 27 (5.26%) MongoDB
5 25 (4.87%) Big Data
6 20 (3.90%) Apache Cassandra
7 19 (3.70%) Redis
8 16 (3.12%) Hadoop
9 14 (2.73%) MariaDB
10 10 (1.95%) Couchbase
10 10 (1.95%) PostgreSQL
11 9 (1.75%) Power BI
11 9 (1.75%) SQL Server
12 8 (1.56%) Geospatial Data
13 5 (0.97%) Amazon Aurora
13 5 (0.97%) QlikView
14 4 (0.78%) Amazon RDS
14 4 (0.78%) GIS
14 4 (0.78%) Oracle Database
14 4 (0.78%) Relational Database
Development Applications
1 90 (17.54%) Jenkins
2 77 (15.01%) Git (software)
3 38 (7.41%) Selenium
4 36 (7.02%) JIRA
5 28 (5.46%) Cucumber
6 23 (4.48%) GitLab
7 17 (3.31%) Maven
8 15 (2.92%) Vagrant
9 14 (2.73%) Robot Framework
9 14 (2.73%) Visual Studio
9 14 (2.73%) WebDriver
10 13 (2.53%) LoadRunner
11 10 (1.95%) Eclipse
11 10 (1.95%) JMeter
11 10 (1.95%) SoapUI
12 8 (1.56%) Gradle
12 8 (1.56%) JIRA Agile
13 7 (1.36%) Atlassian Bamboo
13 7 (1.36%) Sonatype Nexus
14 6 (1.17%) SonarQube
General
1 42 (8.19%) Finance
2 32 (6.24%) Electronics
3 31 (6.04%) Marketing
4 29 (5.65%) Telecoms
5 28 (5.46%) Manufacturing
6 12 (2.34%) Games
7 10 (1.95%) Banking
8 5 (0.97%) Military
9 2 (0.39%) Advertising
9 2 (0.39%) Publishing
9 2 (0.39%) Retail
10 1 (0.19%) Aerospace
10 1 (0.19%) Legal
Job Titles
1 138 (26.90%) Software Engineer
2 134 (26.12%) Developer
3 59 (11.50%) Python Engineer
4 58 (11.31%) DevOps Engineer
5 49 (9.55%) Python Software Engineer
6 34 (6.63%) C++ Software Engineer
7 32 (6.24%) Software Developer
7 32 (6.24%) Test Engineer
8 28 (5.46%) Python Developer
9 26 (5.07%) Analyst
10 25 (4.87%) QA Engineer
11 23 (4.48%) AWS Engineer
12 22 (4.29%) Administrator
13 19 (3.70%) Java Engineer
13 19 (3.70%) Java Software Engineer
14 16 (3.12%) Junior
15 15 (2.92%) Full Stack Developer
15 15 (2.92%) Java Developer
16 14 (2.73%) Architect
16 14 (2.73%) Linux Engineer
Libraries, Frameworks & Software Standards
1 122 (23.78%) AngularJS
2 62 (12.09%) React
3 56 (10.92%) Django
4 53 (10.33%) CSS
5 52 (10.14%) Node.js
6 51 (9.94%) RESTful
7 45 (8.77%) Vue.js
8 36 (7.02%) .NET
9 35 (6.82%) HTML
10 34 (6.63%) Web Services
11 23 (4.48%) jQuery
12 22 (4.29%) SOAP
13 21 (4.09%) Gherkin
14 18 (3.51%) ASP.NET
14 18 (3.51%) ASP.NET MVC
15 17 (3.31%) Elastic Stack
16 16 (3.12%) TensorFlow
17 14 (2.73%) REST
18 13 (2.53%) Ruby on Rails
19 11 (2.14%) Symfony
Miscellaneous
1 46 (8.97%) Computer Science
2 24 (4.68%) Analytical Skills
2 24 (4.68%) Self-Motivation
3 23 (4.48%) Algorithms
3 23 (4.48%) Greenfield Project
4 18 (3.51%) Public Cloud
5 12 (2.34%) Robotics
6 10 (1.95%) Acoustics
7 9 (1.75%) Replication
8 8 (1.56%) Device Driver
8 8 (1.56%) Industry 4.0
8 8 (1.56%) User Experience
9 6 (1.17%) Enterprise Software
10 5 (0.97%) Wiki
11 4 (0.78%) Data Structures
12 3 (0.58%) Management Information System
12 3 (0.58%) PMI
12 3 (0.58%) Semantic Web
12 3 (0.58%) VHDL
13 2 (0.39%) Field-Programmable Gate Array
Operating Systems
1 276 (53.80%) Linux
2 108 (21.05%) Windows
3 31 (6.04%) Unix
4 24 (4.68%) Mac OS X
5 20 (3.90%) Red Hat Enterprise Linux
6 14 (2.73%) Android
7 10 (1.95%) Ubuntu
7 10 (1.95%) Windows Server
8 8 (1.56%) Apple iOS
8 8 (1.56%) CentOS
9 4 (0.78%) FreeBSD
10 3 (0.58%) Windows Server 2012
11 2 (0.39%) Debian
11 2 (0.39%) Embedded Linux
Processes & Methodologies
1 201 (39.18%) Agile Software Development
2 190 (37.04%) Software Engineering
3 114 (22.22%) TDD
4 107 (20.86%) Open Source
5 105 (20.47%) DevOps
6 79 (15.40%) Continuous Integration
7 67 (13.06%) Cybersecurity
8 66 (12.87%) Test Automation
9 54 (10.53%) Mathematics
10 48 (9.36%) Artificial Intelligence
10 48 (9.36%) Mentoring
11 46 (8.97%) OO
12 43 (8.38%) Analytics
13 40 (7.80%) Microservices
14 39 (7.60%) Unit Testing
15 36 (7.02%) Customer Requirements
15 36 (7.02%) Scrum
16 35 (6.82%) Business Intelligence
17 34 (6.63%) Continuous Delivery
17 34 (6.63%) Machine Learning
Programming Languages
1 211 (41.13%) Java
2 176 (34.31%) C++
3 155 (30.21%) JavaScript
4 149 (29.04%) SQL
5 145 (28.27%) C#
6 134 (26.12%) C
7 112 (21.83%) Ruby
8 96 (18.71%) Bash Shell
9 70 (13.65%) PHP
10 69 (13.45%) Perl
11 57 (11.11%) PowerShell
12 40 (7.80%) Go
13 25 (4.87%) Rust
14 21 (4.09%) Embedded C++
15 19 (3.70%) Embedded C
16 10 (1.95%) R
17 9 (1.75%) MATLAB
18 8 (1.56%) Groovy
19 6 (1.17%) Korn
20 5 (0.97%) Shell Script
Qualifications
1 141 (27.49%) Security Cleared
2 107 (20.86%) Degree
3 80 (15.59%) DV Cleared
4 74 (14.42%) SC Cleared
5 14 (2.73%) Computer Science Degree
6 12 (2.34%) ISTQB
7 10 (1.95%) PhD
8 8 (1.56%) RHCSA
9 6 (1.17%) Numerate Degree
9 6 (1.17%) RHCE
9 6 (1.17%) VMware Certified Professional (VCP)
10 4 (0.78%) Cisco Certification
11 3 (0.58%) PMI Certification
12 2 (0.39%) ISEB
12 2 (0.39%) ISTQB Foundation Certification
12 2 (0.39%) Master's Degree
13 1 (0.19%) AWS Certification
13 1 (0.19%) CCNP
13 1 (0.19%) CCSA
13 1 (0.19%) CompTIA Security+
Quality Assurance & Compliance
1 41 (7.99%) QA
2 2 (0.39%) SLA
3 1 (0.19%) Data Quality
3 1 (0.19%) ISO 9001
3 1 (0.19%) JTAG
System Software
1 103 (20.08%) Docker
2 19 (3.70%) vSphere
3 17 (3.31%) VMware Infrastructure
4 15 (2.92%) VirtualBox
5 3 (0.58%) Firmware
6 2 (0.39%) Active Directory
6 2 (0.39%) Hyper-V
6 2 (0.39%) VMware ESXi
6 2 (0.39%) Xen
7 1 (0.19%) Postfix
Systems Management
1 86 (16.76%) Ansible
2 67 (13.06%) Opscode Chef
3 64 (12.48%) Puppet
4 62 (12.09%) Kubernetes
5 30 (5.85%) Terraform
6 18 (3.51%) Kibana
7 17 (3.31%) logstash
7 17 (3.31%) Salt
8 10 (1.95%) HAProxy
9 7 (1.36%) Nagios
10 4 (0.78%) Grafana
10 4 (0.78%) Prometheus
11 2 (0.39%) Check_MK
12 1 (0.19%) Computer Emergency Response Teams
12 1 (0.19%) Galera Cluster
12 1 (0.19%) Graphite
12 1 (0.19%) SCCM
12 1 (0.19%) SCOM
Vendors
1 32 (6.24%) Microsoft
2 28 (5.46%) VMware
3 26 (5.07%) SAP
4 18 (3.51%) Red Hat
5 16 (3.12%) Oracle
6 9 (1.75%) Google
6 9 (1.75%) New Relic
7 7 (1.36%) Cisco
8 6 (1.17%) Tableau
9 3 (0.58%) Databricks
9 3 (0.58%) DevExpress
10 2 (0.39%) AppDynamics
10 2 (0.39%) Atlassian
10 2 (0.39%) F5
10 2 (0.39%) Ivanti
10 2 (0.39%) Sitecore
11 1 (0.19%) CheckPoint
11 1 (0.19%) QNX
11 1 (0.19%) Xilinx
11 1 (0.19%) Zend