Period
to 15 August 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 15 August 2018 with a comparison to the same period in the previous 2 years.

Python
South East > Hampshire
6 months to
15 Aug 2018
Same period 2017 Same period 2016
Rank 29 51 67
Rank change year-on-year +22 +16 -6
Permanent jobs citing Python 528 314 309
As % of all permanent IT jobs advertised in Hampshire 8.19% 5.34% 4.46%
As % of the Programming Languages category 13.80% 9.30% 7.83%
Number of salaries quoted 378 273 285
Hampshire median annual salary £45,000 £50,000 £45,000
Median salary % change year-on-year -10.00% +11.11% +5.88%
10th Percentile £31,775 £29,250 £27,250
90th Percentile £66,625 £71,250 £64,500
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 3,825 3,377 3,944
As % of all permanent IT jobs advertised in Hampshire 59.35% 57.41% 56.96%
Number of salaries quoted 3,237 3,079 3,633
Hampshire median annual salary £43,800 £42,500 £40,000
Median salary % change year-on-year +3.06% +6.25% -
10th Percentile £27,500 £26,250 £26,500
90th Percentile £65,000 £63,750 £57,500
South East median annual salary £45,500 £45,000 £44,000
% change year-on-year +1.11% +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 15 August 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 15 August 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 +22 156 £45,000 - 17
Basingstoke +14 128 £42,500 -34.62% 17
Romsey +13 62 £37,000 +40.95% 5
Farnborough -11 50 £57,500 - 8
Fareham +3 24 £32,500 -23.53% 8
Portsmouth -3 24 £47,500 +9.20% 12
Winchester +22 21 £37,000 -35.65% 1
Fleet - 7 £40,000 -
Eastleigh -13 4 £65,000 +30.00% 3
Petersfield - 3 £25,000 -
Havant -9 2 £62,500 -26.47%
Aldershot - 1 - -
Ringwood - 1 £45,000 -
Python
South East

For the 6 months to 15 August 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.

1 269 (50.95%) Linux
2 236 (44.70%) Java
3 191 (36.17%) Agile Software Development
4 178 (33.71%) Software Engineering
5 174 (32.95%) C++
6 156 (29.55%) C
6 156 (29.55%) Security Cleared
7 141 (26.70%) JavaScript
8 134 (25.38%) Degree
9 133 (25.19%) Ruby
10 122 (23.11%) C#
11 118 (22.35%) DevOps
12 117 (22.16%) AngularJS
13 116 (21.97%) Windows
14 115 (21.78%) SQL
15 109 (20.64%) Open Source
16 107 (20.27%) Bash Shell
17 105 (19.89%) TDD
18 104 (19.70%) Docker
19 99 (18.75%) Ansible
20 97 (18.37%) Puppet
21 95 (17.99%) Amazon AWS
22 93 (17.61%) DV Cleared
23 90 (17.05%) Opscode Chef
24 86 (16.29%) Continuous Integration
25 84 (15.91%) Mathematics
26 81 (15.34%) Perl
27 80 (15.15%) Jenkins
28 71 (13.45%) MySQL
29 69 (13.07%) PHP

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 30 (5.68%) Elasticsearch
2 27 (5.11%) Apache
3 19 (3.60%) WordPress
4 18 (3.41%) OpenStack
5 16 (3.03%) Apache Spark
6 15 (2.84%) Tomcat
7 11 (2.08%) Jupyter
8 8 (1.52%) BizTalk Server
9 5 (0.95%) Confluence
9 5 (0.95%) nginx
10 4 (0.76%) IIS
11 3 (0.57%) Apache Solr
11 3 (0.57%) SAS
12 2 (0.38%) Cloud Foundry
12 2 (0.38%) JBoss
12 2 (0.38%) WebSphere
12 2 (0.38%) Zimbra
13 1 (0.19%) Drupal
13 1 (0.19%) GlassFish
13 1 (0.19%) Umbraco
Applications
1 6 (1.14%) SPSS
2 2 (0.38%) Microsoft Office
3 1 (0.19%) MS Visio
Business Applications
1 1 (0.19%) Magento
Cloud Services
1 95 (17.99%) Amazon AWS
2 45 (8.52%) Microsoft Azure
3 18 (3.41%) Serverless
4 16 (3.03%) GitHub
5 15 (2.84%) AWS Lambda
6 13 (2.46%) Google Cloud Platform
7 11 (2.08%) Amazon CloudWatch
7 11 (2.08%) OpenShift
7 11 (2.08%) PaaS
8 9 (1.70%) AWS CloudFormation
8 9 (1.70%) SaaS
9 7 (1.33%) Amazon S3
10 6 (1.14%) IaaS
11 5 (0.95%) Amazon EC2
12 4 (0.76%) Azure Machine Learning
13 3 (0.57%) Amazon ELB
13 3 (0.57%) Amazon SQS
13 3 (0.57%) AWS CloudTrail
13 3 (0.57%) AWS Fargate
13 3 (0.57%) Azure Functions
Communications & Networking
1 33 (6.25%) Network Security
2 16 (3.03%) TCP/IP
3 12 (2.27%) Firewall
3 12 (2.27%) VLAN
4 8 (1.52%) HTTP
4 8 (1.52%) RTP
5 7 (1.33%) Internet
6 5 (0.95%) DHCP
6 5 (0.95%) DNS
6 5 (0.95%) SAN
6 5 (0.95%) Wireshark
7 4 (0.76%) LAN
7 4 (0.76%) WAN
8 3 (0.57%) 3G
8 3 (0.57%) DAB
8 3 (0.57%) IPsec
8 3 (0.57%) NGN
8 3 (0.57%) VPN
9 2 (0.38%) SSL
10 1 (0.19%) IPv4
Database & Business Intelligence
1 71 (13.45%) MySQL
2 27 (5.11%) NoSQL
3 26 (4.92%) MongoDB
4 25 (4.73%) Neo4j
5 22 (4.17%) Big Data
6 19 (3.60%) Apache Cassandra
6 19 (3.60%) Hadoop
7 16 (3.03%) PostgreSQL
8 13 (2.46%) MariaDB
8 13 (2.46%) SQL Server
9 12 (2.27%) Redis
10 10 (1.89%) Power BI
11 8 (1.52%) Oracle Database
11 8 (1.52%) SQL Server Analysis Services
11 8 (1.52%) SQL Server Integration Services
11 8 (1.52%) SQL Server Reporting Services
12 6 (1.14%) Relational Database
13 5 (0.95%) Amazon RDS
13 5 (0.95%) InfluxDB
14 4 (0.76%) Amazon Aurora
Development Applications
1 80 (15.15%) Jenkins
2 68 (12.88%) Git (software)
3 26 (4.92%) Selenium
4 23 (4.36%) JIRA
5 19 (3.60%) Cucumber
6 13 (2.46%) GitLab
6 13 (2.46%) Subversion
6 13 (2.46%) Visual Studio
6 13 (2.46%) WebDriver
7 12 (2.27%) SoapUI
8 11 (2.08%) Gradle
8 11 (2.08%) JMeter
8 11 (2.08%) Robot Framework
9 10 (1.89%) Atlassian Bamboo
9 10 (1.89%) Eclipse
9 10 (1.89%) Vagrant
10 8 (1.52%) JIRA Agile
11 7 (1.33%) Maven
11 7 (1.33%) SonarQube
11 7 (1.33%) Sonatype Nexus
General
1 39 (7.39%) Finance
2 29 (5.49%) Marketing
3 26 (4.92%) Electronics
4 22 (4.17%) Telecoms
5 21 (3.98%) Manufacturing
6 12 (2.27%) Retail
7 5 (0.95%) Banking
7 5 (0.95%) Military
8 3 (0.57%) Advertising
9 2 (0.38%) Games
9 2 (0.38%) Publishing
10 1 (0.19%) Legal
Job Titles
1 143 (27.08%) Developer
2 128 (24.24%) Software Engineer
3 65 (12.31%) DevOps Engineer
4 34 (6.44%) C++ Software Engineer
4 34 (6.44%) Software Developer
5 33 (6.25%) Python Engineer
6 29 (5.49%) Graduate
7 27 (5.11%) Java Engineer
7 27 (5.11%) Java Software Engineer
7 27 (5.11%) Python Developer
8 25 (4.73%) Analyst
8 25 (4.73%) Cloud Engineer
9 23 (4.36%) AWS Engineer
9 23 (4.36%) Graduate Software Engineer
10 22 (4.17%) Python Software Engineer
10 22 (4.17%) Test Engineer
11 20 (3.79%) Linux Engineer
12 19 (3.60%) PHP Developer
13 18 (3.41%) Administrator
13 18 (3.41%) Architect
Libraries, Frameworks & Software Standards
1 117 (22.16%) AngularJS
2 57 (10.80%) React
3 53 (10.04%) Django
4 51 (9.66%) Web Services
5 39 (7.39%) CSS
5 39 (7.39%) Node.js
6 35 (6.63%) .NET
7 26 (4.92%) SOAP
7 26 (4.92%) Vue.js
8 23 (4.36%) HTML
9 21 (3.98%) TensorFlow
10 18 (3.41%) CakePHP
10 18 (3.41%) Laravel
10 18 (3.41%) REST
10 18 (3.41%) Symfony
11 17 (3.22%) RESTful
12 16 (3.03%) ASP.NET
12 16 (3.03%) ASP.NET MVC
13 15 (2.84%) jQuery
13 15 (2.84%) NumPy
Miscellaneous
1 63 (11.93%) Computer Science
2 41 (7.77%) Analytical Skills
3 38 (7.20%) Algorithms
4 28 (5.30%) Self-Motivation
5 22 (4.17%) Public Cloud
6 21 (3.98%) Device Driver
7 15 (2.84%) Greenfield Project
8 11 (2.08%) Acoustics
9 9 (1.70%) Data Structures
9 9 (1.70%) Robotics
10 7 (1.33%) Data Centre
11 6 (1.14%) Enterprise Software
12 5 (0.95%) User Experience
12 5 (0.95%) Wiki
13 4 (0.76%) Fintech
13 4 (0.76%) Management Information System
14 3 (0.57%) Replication
14 3 (0.57%) Semantic Web
14 3 (0.57%) Social Media
15 2 (0.38%) Digital Media
Operating Systems
1 269 (50.95%) Linux
2 116 (21.97%) Windows
3 49 (9.28%) Unix
4 34 (6.44%) Mac OS X
5 23 (4.36%) Red Hat Enterprise Linux
6 16 (3.03%) Android
7 12 (2.27%) Windows Server
8 10 (1.89%) CentOS
9 8 (1.52%) Embedded Linux
9 8 (1.52%) Ubuntu
10 4 (0.76%) FreeBSD
11 3 (0.57%) Apple iOS
12 2 (0.38%) Debian
12 2 (0.38%) Windows Server 2012
13 1 (0.19%) Amazon Linux
13 1 (0.19%) Oracle Linux
Processes & Methodologies
1 191 (36.17%) Agile Software Development
2 178 (33.71%) Software Engineering
3 118 (22.35%) DevOps
4 109 (20.64%) Open Source
5 105 (19.89%) TDD
6 86 (16.29%) Continuous Integration
7 84 (15.91%) Mathematics
8 59 (11.17%) Mentoring
9 57 (10.80%) Cybersecurity
10 53 (10.04%) Unit Testing
11 51 (9.66%) OO
12 50 (9.47%) Machine Learning
12 50 (9.47%) Scrum
13 49 (9.28%) Analytics
13 49 (9.28%) Customer Requirements
14 45 (8.52%) Test Automation
15 42 (7.95%) MVC
16 39 (7.39%) Infrastructure Engineering
17 32 (6.06%) Artificial Intelligence
18 30 (5.68%) Continuous Delivery
Programming Languages
1 236 (44.70%) Java
2 174 (32.95%) C++
3 156 (29.55%) C
4 141 (26.70%) JavaScript
5 133 (25.19%) Ruby
6 122 (23.11%) C#
7 115 (21.78%) SQL
8 107 (20.27%) Bash Shell
9 81 (15.34%) Perl
10 69 (13.07%) PHP
11 65 (12.31%) PowerShell
12 32 (6.06%) Go
13 22 (4.17%) R
14 17 (3.22%) MATLAB
15 15 (2.84%) Rust
16 13 (2.46%) Embedded C++
17 11 (2.08%) Embedded C
18 8 (1.52%) Groovy
18 8 (1.52%) Shell Script
19 7 (1.33%) T-SQL
Qualifications
1 156 (29.55%) Security Cleared
2 134 (25.38%) Degree
3 93 (17.61%) DV Cleared
4 65 (12.31%) SC Cleared
5 22 (4.17%) PhD
6 12 (2.27%) Computer Science Degree
6 12 (2.27%) Numerate Degree
7 11 (2.08%) ISTQB
7 11 (2.08%) RHCE
7 11 (2.08%) RHCSA
8 10 (1.89%) VMware Certified Professional (VCP)
9 4 (0.76%) Cisco Certification
9 4 (0.76%) Master's Degree
10 2 (0.38%) AWS Certification
10 2 (0.38%) ISEB
10 2 (0.38%) ISTQB Foundation Certification
10 2 (0.38%) ITIL Foundation Certificate
10 2 (0.38%) PMI Certification
11 1 (0.19%) CCNP
11 1 (0.19%) TOGAF Certification
Quality Assurance & Compliance
1 23 (4.36%) QA
2 2 (0.38%) Data Quality
3 1 (0.19%) ISO 9001
3 1 (0.19%) SLA
System Software
1 104 (19.70%) Docker
2 27 (5.11%) VMware Infrastructure
3 15 (2.84%) vSphere
4 11 (2.08%) Firmware
5 9 (1.70%) VirtualBox
6 4 (0.76%) Xen
7 3 (0.57%) Active Directory
8 2 (0.38%) Hyper-V
8 2 (0.38%) vCloud
8 2 (0.38%) VMware ESXi
9 1 (0.19%) Apache Flume
9 1 (0.19%) HDFS
9 1 (0.19%) Virtual Machines
9 1 (0.19%) VMware NSX
Systems Management
1 99 (18.75%) Ansible
2 97 (18.37%) Puppet
3 90 (17.05%) Opscode Chef
4 69 (13.07%) Kubernetes
5 43 (8.14%) Terraform
6 13 (2.46%) Kibana
7 12 (2.27%) logstash
8 11 (2.08%) Salt
9 9 (1.70%) Nagios
10 5 (0.95%) Prometheus
11 4 (0.76%) Grafana
11 4 (0.76%) HAProxy
11 4 (0.76%) StatsD
12 3 (0.57%) Packer
13 2 (0.38%) Oozie
14 1 (0.19%) Check_MK
14 1 (0.19%) Galera Cluster
14 1 (0.19%) Graphite
14 1 (0.19%) Observium
14 1 (0.19%) Perfmon
Vendors
1 38 (7.20%) VMware
2 34 (6.44%) Microsoft
3 28 (5.30%) Oracle
4 21 (3.98%) SAP
5 20 (3.79%) Red Hat
6 18 (3.41%) Google
7 9 (1.70%) Atlassian
8 8 (1.52%) DevExpress
9 7 (1.33%) Cisco
9 7 (1.33%) New Relic
10 4 (0.76%) Ivanti
11 3 (0.57%) Tableau
12 2 (0.38%) Databricks
12 2 (0.38%) F5
12 2 (0.38%) IBM
12 2 (0.38%) Palo Alto
12 2 (0.38%) SaltStack
13 1 (0.19%) Citrix
13 1 (0.19%) HP
13 1 (0.19%) Intel