Period
to 16 November 2019

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 16 November 2019 with a comparison to the same period in the previous 2 years.

Python
South East > Hampshire
6 months to
16 Nov 2019
Same period 2018 Same period 2017
Rank 29 34 39
Rank change year-on-year +5 +5 +10
Permanent jobs citing Python 440 472 414
As % of all permanent IT jobs advertised in Hampshire 7.33% 7.14% 6.54%
As % of the Programming Languages category 12.20% 12.25% 11.40%
Number of salaries quoted 388 360 379
Hampshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - -
10th Percentile £31,250 £30,000 £26,750
90th Percentile £65,300 £65,000 £70,250
South East median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - -

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 3,607 3,852 3,630
As % of all permanent IT jobs advertised in Hampshire 60.10% 58.23% 57.33%
Number of salaries quoted 3,118 3,297 3,301
Hampshire median annual salary £45,000 £45,000 £42,500
Median salary % change year-on-year - +5.88% +6.25%
10th Percentile £27,500 £27,500 £26,250
90th Percentile £66,250 £65,000 £63,750
South East median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% -

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 16 November 2019.

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 16 November 2019. 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 -1 136 £47,500 - 17
Basingstoke -10 71 £47,500 +7.95% 9
Portsmouth +19 44 £47,500 -9.52% 6
Farnborough -6 39 £51,000 -7.27% 8
Fareham -2 27 £37,500 -7.98% 10
Andover - 21 £50,000 -
Romsey -9 18 £28,500 -45.71% 2
Fleet +3 15 £50,000 +11.11%
Winchester +4 9 £35,000 - 1
Eastleigh - 7 £47,500 - 1
Havant +4 6 £37,601 -37.33%
Aldershot - 2 £52,500 - 2
Bordon - 1 £42,500 -
Python
South East

For the 6 months to 16 November 2019, 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.

1 169 (38.41%) Linux
2 166 (37.73%) Java
3 151 (34.32%) C++
4 141 (32.05%) Software Engineering
5 125 (28.41%) AWS
6 113 (25.68%) Agile Software Development
7 110 (25.00%) JavaScript
8 101 (22.95%) DevOps
9 98 (22.27%) Degree
10 97 (22.05%) C#
11 94 (21.36%) SQL
12 80 (18.18%) C
13 77 (17.50%) Docker
14 76 (17.27%) Computer Science
15 72 (16.36%) Security Cleared
16 71 (16.14%) HTML
17 69 (15.68%) Windows
17 69 (15.68%) Bash Shell
18 68 (15.45%) Ansible
19 64 (14.55%) CSS
20 61 (13.86%) Azure
20 61 (13.86%) Continuous Integration
21 58 (13.18%) Machine Learning
22 54 (12.27%) Mathematics
23 53 (12.05%) Data Science
24 51 (11.59%) Test Automation
25 48 (10.91%) Puppet
26 47 (10.68%) SC Cleared
27 45 (10.23%) Problem-Solving
27 45 (10.23%) TDD

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 28 (6.36%) Apache Spark
2 21 (4.77%) Elasticsearch
3 19 (4.32%) Apache
4 17 (3.86%) OpenStack
5 15 (3.41%) Tomcat
6 7 (1.59%) Apache Solr
6 7 (1.59%) Confluence
7 6 (1.36%) nginx
7 6 (1.36%) SAS
8 5 (1.14%) ArcGIS
8 5 (1.14%) GeoServer
8 5 (1.14%) IIS
9 3 (0.68%) JBoss
10 2 (0.45%) Cloud Foundry
10 2 (0.45%) CMS
10 2 (0.45%) ColdFusion
10 2 (0.45%) WebLogic
11 1 (0.23%) Jupyter
11 1 (0.23%) Kinematics
11 1 (0.23%) WildFly
Applications
1 3 (0.68%) Microsoft Office
2 2 (0.45%) Microsoft Excel
3 1 (0.23%) Doxygen
Business Applications
1 2 (0.45%) CA PPM
Cloud Services
1 125 (28.41%) AWS
2 61 (13.86%) Azure
3 21 (4.77%) AWS CloudFormation
4 19 (4.32%) GitHub
4 19 (4.32%) Power Platform
5 15 (3.41%) SaaS
6 14 (3.18%) GCP
7 9 (2.05%) IaaS
8 5 (1.14%) Amazon EC2
8 5 (1.14%) Amazon S3
9 3 (0.68%) Amazon CloudWatch
9 3 (0.68%) Cloud Computing
9 3 (0.68%) PaaS
10 2 (0.45%) Amazon ECS
10 2 (0.45%) Amazon SQS
10 2 (0.45%) AWS Lambda
10 2 (0.45%) CloudFront
10 2 (0.45%) Serverless
11 1 (0.23%) Amazon Kinesis
11 1 (0.23%) Azure Stack
Communications & Networking
1 18 (4.09%) TCP/IP
2 17 (3.86%) Firewall
2 17 (3.86%) Wireless
3 15 (3.41%) VPN
4 9 (2.05%) DNS
5 8 (1.82%) 2G
5 8 (1.82%) 3G
5 8 (1.82%) 4G
5 8 (1.82%) 5G
6 7 (1.59%) Internet
7 6 (1.36%) GSM
7 6 (1.36%) HTTP
7 6 (1.36%) LTE
7 6 (1.36%) Wireshark
8 5 (1.14%) BGP
8 5 (1.14%) MPLS
8 5 (1.14%) OSPF
8 5 (1.14%) SSL
9 4 (0.91%) IPsec
9 4 (0.91%) RTP
Database & Business Intelligence
1 44 (10.00%) PostgreSQL
2 43 (9.77%) MySQL
3 40 (9.09%) NoSQL
4 22 (5.00%) Big Data
4 22 (5.00%) Hadoop
5 20 (4.55%) SQL Server
6 19 (4.32%) Power BI
7 16 (3.64%) MongoDB
8 12 (2.73%) Apache Cassandra
9 11 (2.50%) Apache Hive
9 11 (2.50%) GIS
10 10 (2.27%) Data Warehouse
10 10 (2.27%) Neo4j
11 9 (2.05%) Relational Database
12 8 (1.82%) QGIS
13 7 (1.59%) Apache Accumulo
14 6 (1.36%) Spatial Data
15 4 (0.91%) IBM InfoSphere
15 4 (0.91%) MariaDB
15 4 (0.91%) OrientDB
Development Applications
1 43 (9.77%) Git (software)
2 32 (7.27%) Jenkins
3 24 (5.45%) JIRA
4 14 (3.18%) Bitbucket
5 11 (2.50%) Codeship
5 11 (2.50%) Selenium
5 11 (2.50%) SonarQube
6 6 (1.36%) Maven
7 5 (1.14%) LoadRunner
7 5 (1.14%) QAComplete
7 5 (1.14%) Visual Studio Coded UI
8 4 (0.91%) webpack
9 3 (0.68%) Atlassian Bamboo
9 3 (0.68%) LabVIEW
9 3 (0.68%) Robot Framework
9 3 (0.68%) Subversion
10 2 (0.45%) GDB
10 2 (0.45%) HP UFT
10 2 (0.45%) JIRA Agile
10 2 (0.45%) Mocha
General
1 45 (10.23%) Finance
2 33 (7.50%) Telecoms
3 26 (5.91%) Electronics
4 25 (5.68%) Public Sector
5 24 (5.45%) Marketing
5 24 (5.45%) Retail
6 18 (4.09%) Manufacturing
7 16 (3.64%) Games
8 13 (2.95%) Automotive
9 11 (2.50%) Aerospace
10 7 (1.59%) Banking
11 4 (0.91%) Law
12 3 (0.68%) Military
13 1 (0.23%) Advertising
13 1 (0.23%) Dutch Language
13 1 (0.23%) French Language
13 1 (0.23%) Legal
Job Titles
1 107 (24.32%) Developer
2 91 (20.68%) Software Engineer
3 46 (10.45%) Python Engineer
4 43 (9.77%) Analyst
5 41 (9.32%) Python Developer
6 31 (7.05%) Python Software Engineer
7 29 (6.59%) Applications Engineer
8 28 (6.36%) DevOps Engineer
9 25 (5.68%) Graduate
9 25 (5.68%) Linux Engineer
10 23 (5.23%) AWS Engineer
11 22 (5.00%) Applications Support
11 22 (5.00%) Full Stack Developer
11 22 (5.00%) Systems Engineer
12 21 (4.77%) JavaScript Engineer
12 21 (4.77%) Support Engineer
12 21 (4.77%) Test Engineer
13 20 (4.55%) Applications Support Engineer
14 19 (4.32%) AWS Software Engineer
14 19 (4.32%) Junior
Libraries, Frameworks & Software Standards
1 71 (16.14%) HTML
2 64 (14.55%) CSS
3 42 (9.55%) Django
3 42 (9.55%) Node.js
4 35 (7.95%) AngularJS
5 20 (4.55%) .NET
6 15 (3.41%) Web Services
7 14 (3.18%) jQuery
7 14 (3.18%) REST
8 13 (2.95%) RESTful
8 13 (2.95%) Vue.js
9 12 (2.73%) HTML5
9 12 (2.73%) React
10 9 (2.05%) XML
11 8 (1.82%) JSON
11 8 (1.82%) Kafka
11 8 (1.82%) Spring
12 7 (1.59%) Natural Language Processing
12 7 (1.59%) WPF
13 6 (1.36%) Sass
Miscellaneous
1 23 (5.23%) Algorithms
2 22 (5.00%) Analytical Skills
3 21 (4.77%) Greenfield Project
4 18 (4.09%) Public Cloud
5 17 (3.86%) User Experience
6 11 (2.50%) PlayStation
7 9 (2.05%) Client/Server
7 9 (2.05%) Clustering
7 9 (2.05%) Private Cloud
8 8 (1.82%) Enterprise Software
8 8 (1.82%) FMCG
8 8 (1.82%) Hybrid Cloud
9 7 (1.59%) Acoustics
9 7 (1.59%) Embedded Systems
9 7 (1.59%) EPoS
9 7 (1.59%) Linked Data
9 7 (1.59%) Management Information System
10 6 (1.36%) Data Centre
11 4 (0.91%) Driving Licence
11 4 (0.91%) Security Operations Centre
Operating Systems
1 169 (38.41%) Linux
2 69 (15.68%) Windows
3 29 (6.59%) CentOS
4 28 (6.36%) Unix
5 22 (5.00%) Android
5 22 (5.00%) Ubuntu
6 17 (3.86%) Apple iOS
6 17 (3.86%) Red Hat Enterprise Linux
7 7 (1.59%) Debian
8 6 (1.36%) Windows 10
8 6 (1.36%) Windows 7
9 4 (0.91%) Windows Server
10 1 (0.23%) Embedded Linux
10 1 (0.23%) Solaris
Processes & Methodologies
1 141 (32.05%) Software Engineering
2 113 (25.68%) Agile Software Development
3 101 (22.95%) DevOps
4 76 (17.27%) Computer Science
5 61 (13.86%) Continuous Integration
6 58 (13.18%) Machine Learning
7 54 (12.27%) Mathematics
8 53 (12.05%) Data Science
9 51 (11.59%) Test Automation
10 45 (10.23%) Problem-Solving
10 45 (10.23%) TDD
11 40 (9.09%) Business Intelligence
12 35 (7.95%) OO
13 33 (7.50%) Unit Testing
14 32 (7.27%) Cybersecurity
14 32 (7.27%) Data Analysis
15 30 (6.82%) Analytics
15 30 (6.82%) Business Development
16 29 (6.59%) Configuration Management
17 26 (5.91%) Artificial Intelligence
Programming Languages
1 166 (37.73%) Java
2 151 (34.32%) C++
3 110 (25.00%) JavaScript
4 97 (22.05%) C#
5 94 (21.36%) SQL
6 80 (18.18%) C
7 69 (15.68%) Bash Shell
8 40 (9.09%) PHP
9 38 (8.64%) Ruby
10 37 (8.41%) Perl
11 34 (7.73%) R
12 26 (5.91%) MATLAB
13 25 (5.68%) PowerShell
14 18 (4.09%) Shell Script
15 15 (3.41%) Scala
16 14 (3.18%) Go
17 8 (1.82%) Groovy
18 7 (1.59%) Ada
18 7 (1.59%) Embedded C
19 6 (1.36%) VBA
Qualifications
1 98 (22.27%) Degree
2 72 (16.36%) Security Cleared
3 47 (10.68%) SC Cleared
4 37 (8.41%) DV Cleared
5 33 (7.50%) Computer Science Degree
6 31 (7.05%) PhD
7 13 (2.95%) Cisco Certification
8 10 (2.27%) ISEB
8 10 (2.27%) ISTQB
9 9 (2.05%) CCNP
10 8 (1.82%) CCNA
11 4 (0.91%) CCIE
11 4 (0.91%) JNCIA
12 3 (0.68%) ISTQB Foundation Certification
13 1 (0.23%) AWS Certification
13 1 (0.23%) CREST Certified
13 1 (0.23%) GPEN
13 1 (0.23%) Master's Degree
13 1 (0.23%) OSCP
13 1 (0.23%) SANS
Quality Assurance & Compliance
1 36 (8.18%) QA
2 3 (0.68%) JTAG
3 1 (0.23%) ISO/IEC 27001
3 1 (0.23%) SLA
System Software
1 77 (17.50%) Docker
2 25 (5.68%) VMware Infrastructure
3 10 (2.27%) Firmware
4 9 (2.05%) Apache ZooKeeper
5 8 (1.82%) Ceph
6 6 (1.36%) Active Directory
6 6 (1.36%) vSphere
7 5 (1.14%) Virtual Machines
8 4 (0.91%) VMware NSX
9 3 (0.68%) Citrix Hypervisor
10 2 (0.45%) Hyper-V
11 1 (0.23%) KVM
11 1 (0.23%) OpenAM
11 1 (0.23%) Virtual Servers
Systems Management
1 68 (15.45%) Ansible
2 48 (10.91%) Puppet
3 44 (10.00%) Terraform
4 30 (6.82%) Kubernetes
5 20 (4.55%) Opscode Chef
6 10 (2.27%) Salt
7 7 (1.59%) HP Quality Center
8 4 (0.91%) Oozie
9 3 (0.68%) Kibana
9 3 (0.68%) Red Hat Satellite
10 2 (0.45%) Grafana
10 2 (0.45%) Single Sign-On
11 1 (0.23%) FortiGate
11 1 (0.23%) Graphite
11 1 (0.23%) Graylog
11 1 (0.23%) HAProxy
11 1 (0.23%) logstash
11 1 (0.23%) Nagios
11 1 (0.23%) Nexpose
11 1 (0.23%) vCenter Server
Vendors
1 29 (6.59%) VMware
2 18 (4.09%) Cisco
2 18 (4.09%) SAP
3 15 (3.41%) Microsoft
4 10 (2.27%) Google
5 7 (1.59%) CheckPoint
5 7 (1.59%) Fortinet
5 7 (1.59%) Juniper
6 6 (1.36%) Intel
6 6 (1.36%) Red Hat
7 5 (1.14%) Cloudera
7 5 (1.14%) Hortonworks
7 5 (1.14%) Oracle
7 5 (1.14%) Palo Alto
7 5 (1.14%) Xamarin
8 4 (0.91%) Brocade
8 4 (0.91%) ESRI
8 4 (0.91%) F5
8 4 (0.91%) HP
8 4 (0.91%) NEC