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

Python
South East > Hampshire
6 months to
19 Dec 2018
Same period 2017 Same period 2016
Rank 35 46 40
Rank change year-on-year +11 -6 -1
Permanent jobs citing Python 464 405 376
As % of all permanent IT jobs advertised in Hampshire 7.17% 5.94% 5.71%
As % of the Programming Languages category 12.12% 10.18% 10.48%
Number of salaries quoted 360 372 349
Hampshire median annual salary £45,000 £45,000 £45,000
10th Percentile £29,975 £26,750 £27,500
90th Percentile £65,000 £68,625 £61,250
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 3,827 3,979 3,589
As % of all permanent IT jobs advertised in Hampshire 59.15% 58.32% 54.53%
Number of salaries quoted 3,279 3,591 3,277
Hampshire median annual salary £45,000 £42,000 £40,000
Median salary % change year-on-year +7.14% +5.00% -5.88%
10th Percentile £26,950 £26,250 £26,750
90th Percentile £65,000 £62,500 £60,000
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +4.65%

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 December 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 December 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 -6 140 £45,000 -14.29% 10
Southampton +27 131 £47,500 +11.76% 12
Farnborough -2 53 £55,000 -12.00% 7
Fareham -20 34 £41,500 -2.35% 4
Romsey - 24 £52,500 - 4
Portsmouth -14 20 £57,500 +35.29% 5
Petersfield - 15 £30,000 - 3
Havant +15 13 £60,000 -29.41% 3
Winchester +24 12 £35,000 -17.65% 1
Fleet -13 3 £45,000 -37.93%
Hook 0 1 - - 1
Liss - 1 £32,500 -
Python
South East

For the 6 months to 19 December 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.

1 231 (49.78%) Linux
2 201 (43.32%) C++
3 196 (42.24%) Software Engineering
4 182 (39.22%) Java
5 177 (38.15%) Agile Software Development
6 161 (34.70%) SQL
7 149 (32.11%) C#
8 131 (28.23%) JavaScript
9 114 (24.57%) C
10 103 (22.20%) AngularJS
11 98 (21.12%) DevOps
12 95 (20.47%) Security Cleared
13 94 (20.26%) Open Source
14 93 (20.04%) Docker
15 89 (19.18%) TDD
15 89 (19.18%) Degree
16 88 (18.97%) Amazon AWS
17 83 (17.89%) Windows
18 82 (17.67%) Bash Shell
19 77 (16.59%) Jenkins
19 77 (16.59%) MySQL
20 76 (16.38%) Test Automation
21 72 (15.52%) NoSQL
22 71 (15.30%) Elasticsearch
23 69 (14.87%) Git (software)
23 69 (14.87%) SC Cleared
24 66 (14.22%) Ansible
25 65 (14.01%) Ruby
26 61 (13.15%) Vue.js
27 60 (12.93%) Continuous Integration

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 71 (15.30%) Elasticsearch
2 21 (4.53%) Apache
3 17 (3.66%) Apache Spark
4 16 (3.45%) SAS
5 11 (2.37%) Jupyter
6 9 (1.94%) OpenStack
7 6 (1.29%) Tomcat
8 3 (0.65%) Apache Solr
8 3 (0.65%) IIS
8 3 (0.65%) nginx
9 2 (0.43%) Cloud Foundry
9 2 (0.43%) Confluence
9 2 (0.43%) Drupal
9 2 (0.43%) Kentico
9 2 (0.43%) SharePoint
9 2 (0.43%) Umbraco
9 2 (0.43%) WordPress
10 1 (0.22%) Traffic Server
Applications
1 4 (0.86%) Microsoft Office
2 2 (0.43%) Simulink
3 1 (0.22%) Abaqus
3 1 (0.22%) Microsoft Excel
3 1 (0.22%) NASTRAN
Business Applications
1 2 (0.43%) Magento
2 1 (0.22%) WebTrends
Cloud Services
1 88 (18.97%) Amazon AWS
2 37 (7.97%) Microsoft Azure
3 15 (3.23%) Amazon CloudWatch
4 14 (3.02%) Serverless
5 13 (2.80%) GitHub
6 11 (2.37%) AWS CloudFormation
6 11 (2.37%) AWS Lambda
7 10 (2.16%) Amazon S3
8 9 (1.94%) Amazon SQS
8 9 (1.94%) AWS Fargate
9 8 (1.72%) Google Cloud Platform
10 7 (1.51%) PaaS
11 4 (0.86%) AWS CodePipeline
11 4 (0.86%) IaaS
11 4 (0.86%) SaaS
12 3 (0.65%) Azure Functions
12 3 (0.65%) Azure Machine Learning
12 3 (0.65%) G Suite
12 3 (0.65%) npm
12 3 (0.65%) OpenShift
Communications & Networking
1 23 (4.96%) TCP/IP
2 16 (3.45%) VLAN
3 11 (2.37%) RTP
4 10 (2.16%) Network Security
4 10 (2.16%) Wireless
5 7 (1.51%) Internet
6 5 (1.08%) DAB
6 5 (1.08%) HTTP
7 3 (0.65%) 3G
7 3 (0.65%) NGN
8 2 (0.43%) BGP
8 2 (0.43%) Bluetooth
8 2 (0.43%) DNS
8 2 (0.43%) Firewall
8 2 (0.43%) IPsec
8 2 (0.43%) IPv4
8 2 (0.43%) iSCSI
8 2 (0.43%) LAN
8 2 (0.43%) OSPF
8 2 (0.43%) Wi-Fi
Database & Business Intelligence
1 77 (16.59%) MySQL
2 72 (15.52%) NoSQL
3 44 (9.48%) MongoDB
4 39 (8.41%) Neo4j
5 33 (7.11%) Big Data
6 25 (5.39%) Redis
7 21 (4.53%) Apache Cassandra
7 21 (4.53%) SQL Server
8 19 (4.09%) Hadoop
9 17 (3.66%) Couchbase
9 17 (3.66%) MariaDB
9 17 (3.66%) PostgreSQL
10 15 (3.23%) Relational Database
11 12 (2.59%) Power BI
11 12 (2.59%) QlikView
12 7 (1.51%) Geospatial Data
13 4 (0.86%) Data Warehouse
14 3 (0.65%) Amazon Aurora
14 3 (0.65%) RDBMS
15 2 (0.43%) Azure SQL Data Warehouse
Development Applications
1 77 (16.59%) Jenkins
2 69 (14.87%) Git (software)
3 42 (9.05%) JIRA
4 31 (6.68%) Selenium
5 28 (6.03%) GitLab
6 19 (4.09%) Cucumber
6 19 (4.09%) Vagrant
7 16 (3.45%) Maven
8 14 (3.02%) Robot Framework
9 13 (2.80%) LoadRunner
10 10 (2.16%) JIRA Agile
11 9 (1.94%) WebDriver
12 8 (1.72%) Visual Studio
13 5 (1.08%) Eclipse
13 5 (1.08%) Gradle
13 5 (1.08%) JMeter
13 5 (1.08%) SoapUI
14 4 (0.86%) Ant
14 4 (0.86%) Sonatype Nexus
15 3 (0.65%) Visual Studio Coded UI
General
1 42 (9.05%) Electronics
2 36 (7.76%) Marketing
3 33 (7.11%) Finance
4 31 (6.68%) Manufacturing
5 29 (6.25%) Telecoms
6 12 (2.59%) Games
7 10 (2.16%) Aerospace
8 9 (1.94%) Banking
9 4 (0.86%) Retail
10 3 (0.65%) Military
11 2 (0.43%) Law
12 1 (0.22%) Advertising
12 1 (0.22%) Automotive
12 1 (0.22%) Avionics
12 1 (0.22%) Local Government
12 1 (0.22%) Pharmaceutical
Job Titles
1 147 (31.68%) Software Engineer
2 108 (23.28%) Developer
3 52 (11.21%) DevOps Engineer
4 50 (10.78%) Python Engineer
5 44 (9.48%) Python Software Engineer
6 36 (7.76%) Junior
7 35 (7.54%) C++ Software Engineer
8 31 (6.68%) Software Developer
9 30 (6.47%) Test Engineer
10 25 (5.39%) Analyst
10 25 (5.39%) AWS Engineer
11 24 (5.17%) Python Developer
12 23 (4.96%) QA Engineer
13 20 (4.31%) Java Engineer
13 20 (4.31%) Java Software Engineer
14 18 (3.88%) Architect
14 18 (3.88%) Junior Software Engineer
15 17 (3.66%) Administrator
15 17 (3.66%) Java Developer
16 16 (3.45%) C# Software Engineer
Libraries, Frameworks & Software Standards
1 103 (22.20%) AngularJS
2 61 (13.15%) Vue.js
3 60 (12.93%) RESTful
4 54 (11.64%) Node.js
5 50 (10.78%) Django
6 46 (9.91%) CSS
7 43 (9.27%) React
8 38 (8.19%) HTML
9 37 (7.97%) .NET
10 31 (6.68%) Elastic Stack
11 17 (3.66%) Spring
11 17 (3.66%) Web Services
12 16 (3.45%) jQuery
13 15 (3.23%) Gherkin
14 12 (2.59%) HTML5
15 11 (2.37%) CSS3
15 11 (2.37%) Natural Language Processing
15 11 (2.37%) SOAP
15 11 (2.37%) TensorFlow
16 10 (2.16%) STL
Miscellaneous
1 35 (7.54%) Self-Motivation
2 33 (7.11%) Greenfield Project
3 26 (5.60%) Analytical Skills
4 17 (3.66%) Algorithms
5 14 (3.02%) Replication
6 11 (2.37%) Industry 4.0
6 11 (2.37%) Public Cloud
7 9 (1.94%) Robotics
8 8 (1.72%) Enterprise Software
8 8 (1.72%) User Experience
9 6 (1.29%) Device Driver
10 3 (0.65%) Acoustics
10 3 (0.65%) Data Centre
10 3 (0.65%) Field-Programmable Gate Array
10 3 (0.65%) PMI
10 3 (0.65%) Semantic Web
10 3 (0.65%) VHDL
11 2 (0.43%) Fintech
11 2 (0.43%) Life Science
11 2 (0.43%) Wiki
Operating Systems
1 231 (49.78%) Linux
2 83 (17.89%) Windows
3 17 (3.66%) Android
4 14 (3.02%) Unix
5 13 (2.80%) Mac OS X
6 10 (2.16%) Red Hat Enterprise Linux
7 8 (1.72%) Apple iOS
7 8 (1.72%) Robot Operating System
7 8 (1.72%) Ubuntu
7 8 (1.72%) VxWorks
8 6 (1.29%) CentOS
8 6 (1.29%) Windows Server
9 3 (0.65%) Windows Server 2012
10 2 (0.43%) Embedded Linux
10 2 (0.43%) FreeBSD
Processes & Methodologies
1 196 (42.24%) Software Engineering
2 177 (38.15%) Agile Software Development
3 98 (21.12%) DevOps
4 94 (20.26%) Open Source
5 89 (19.18%) TDD
6 76 (16.38%) Test Automation
7 60 (12.93%) Continuous Integration
8 52 (11.21%) Cybersecurity
9 48 (10.34%) Computer Science
10 47 (10.13%) Microservices
10 47 (10.13%) Scrum
11 45 (9.70%) Artificial Intelligence
12 43 (9.27%) Analytics
13 42 (9.05%) Business Intelligence
14 39 (8.41%) OO
15 36 (7.76%) Continuous Delivery
16 32 (6.90%) Problem-Solving
17 30 (6.47%) Mentoring
18 29 (6.25%) Mathematics
19 28 (6.03%) Digital Marketing
Programming Languages
1 201 (43.32%) C++
2 182 (39.22%) Java
3 161 (34.70%) SQL
4 149 (32.11%) C#
5 131 (28.23%) JavaScript
6 114 (24.57%) C
7 82 (17.67%) Bash Shell
8 65 (14.01%) Ruby
9 49 (10.56%) PowerShell
10 46 (9.91%) PHP
11 44 (9.48%) Go
12 38 (8.19%) Perl
13 22 (4.74%) Rust
14 21 (4.53%) Embedded C
14 21 (4.53%) Embedded C++
15 18 (3.88%) R
16 17 (3.66%) MATLAB
17 7 (1.51%) Korn
18 6 (1.29%) Assembly Language
19 5 (1.08%) Groovy
Qualifications
1 95 (20.47%) Security Cleared
2 89 (19.18%) Degree
3 69 (14.87%) SC Cleared
4 50 (10.78%) DV Cleared
5 13 (2.80%) Computer Science Degree
6 8 (1.72%) ISTQB
6 8 (1.72%) PhD
7 6 (1.29%) RHCSA
8 5 (1.08%) Cisco Certification
9 4 (0.86%) RHCE
10 3 (0.65%) AWS Certification
10 3 (0.65%) Numerate Degree
10 3 (0.65%) PMI Certification
11 2 (0.43%) VMware Certified Professional (VCP)
12 1 (0.22%) CCNP
12 1 (0.22%) CCSA
12 1 (0.22%) CompTIA Security+
12 1 (0.22%) ISTQB Foundation Certification
12 1 (0.22%) ITIL Certification
12 1 (0.22%) Master's Degree
Quality Assurance & Compliance
1 37 (7.97%) QA
2 6 (1.29%) JTAG
3 2 (0.43%) SLA
System Software
1 93 (20.04%) Docker
2 24 (5.17%) vSphere
3 19 (4.09%) VirtualBox
4 13 (2.80%) VMware Infrastructure
5 4 (0.86%) vCloud
6 3 (0.65%) Xen
7 2 (0.43%) Active Directory
7 2 (0.43%) Hyper-V
7 2 (0.43%) VMware NSX
8 1 (0.22%) Postfix
8 1 (0.22%) VMware ESXi
Systems Management
1 66 (14.22%) Ansible
2 50 (10.78%) Kubernetes
3 49 (10.56%) Opscode Chef
4 39 (8.41%) Puppet
5 34 (7.33%) Terraform
6 32 (6.90%) Kibana
7 30 (6.47%) logstash
8 16 (3.45%) Salt
9 14 (3.02%) HAProxy
10 2 (0.43%) Check_MK
10 2 (0.43%) Grafana
10 2 (0.43%) Nagios
11 1 (0.22%) Computer Emergency Response Teams
11 1 (0.22%) Prometheus
11 1 (0.22%) SCCM
11 1 (0.22%) SCOM
11 1 (0.22%) vRealize
11 1 (0.22%) vRealize Orchestrator
Vendors
1 32 (6.90%) Microsoft
2 28 (6.03%) SAP
3 17 (3.66%) VMware
4 14 (3.02%) New Relic
4 14 (3.02%) Red Hat
5 13 (2.80%) Google
5 13 (2.80%) Tableau
6 10 (2.16%) Atlassian
7 9 (1.94%) Cisco
8 8 (1.72%) Oracle
9 4 (0.86%) Samsung
10 3 (0.65%) Ivanti
11 2 (0.43%) AppDynamics
11 2 (0.43%) Cloudera
11 2 (0.43%) Databricks
11 2 (0.43%) EMC
11 2 (0.43%) F5
11 2 (0.43%) Infoblox
11 2 (0.43%) Sitecore
12 1 (0.22%) Juniper