Period
to 19 November 2017

The following table provides summary statistics for permanent job vacancies advertised in St Albans 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 November 2017 with a comparison to the same period in the previous 2 years.

Python
Hertfordshire > St Albans
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 24 55 78
Rank change year-on-year +31 +23 -45
Permanent jobs citing Python 47 15 1
As % of all permanent IT jobs advertised in St Albans 14.03% 3.74% 0.33%
As % of the Programming Languages category 16.85% 5.24% 0.41%
Number of salaries quoted 38 7 1
St Albans median annual salary £55,000 £69,000 £35,000
Median salary % change year-on-year -20.29% +97.14% -28.21%
10th Percentile £38,500 £52,500 £32,500
90th Percentile £77,500 £70,500 £37,500
Hertfordshire median annual salary £55,000 £52,500 £45,000
% change year-on-year +4.76% +16.67% -

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 St Albans with a requirement for coding skills.

All Programming Languages
St Albans
Permanent vacancies with a requirement for coding skills 279 286 242
As % of all permanent IT jobs advertised in St Albans 83.28% 71.32% 80.13%
Number of salaries quoted 248 263 231
St Albans median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +1.06%
10th Percentile £29,000 £32,500 £25,000
90th Percentile £72,500 £72,500 £72,500
Hertfordshire median annual salary £47,500 £47,500 £45,000
% change year-on-year - +5.56% +2.27%

Python
Job Vacancy Trend in St Albans

Job postings citing Python as a percentage of all IT jobs advertised in St Albans.

Job vacancy trend for Python in St Albans

Python
Salary Trend in St Albans

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Python in St Albans.

Salary trend for Python in St Albans

Python
Salary Histogram in St Albans

The salary distribution of IT jobs citing Python in St Albans over the 6 months to 19 November 2017.

Salary histogram for Python in St Albans

For the 6 months to 19 November 2017, IT jobs citing Python also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the St Albans region with a requirement for Python.

1 24 (51.06%) Linux
2 19 (40.43%) Finance
3 18 (38.30%) Java
3 18 (38.30%) SQL
3 18 (38.30%) Agile Software Development
4 16 (34.04%) Open Source
4 16 (34.04%) Wi-Fi
5 15 (31.91%) Software Engineering
5 15 (31.91%) Degree
5 15 (31.91%) DevOps
6 14 (29.79%) Private Cloud
6 14 (29.79%) OpenStack
7 12 (25.53%) .NET
7 12 (25.53%) Unix
7 12 (25.53%) Shell Script
7 12 (25.53%) Kubernetes
8 11 (23.40%) Docker
8 11 (23.40%) VMware
9 10 (21.28%) Wireless
9 10 (21.28%) CWNA
9 10 (21.28%) RFID
9 10 (21.28%) 802.11
9 10 (21.28%) Web Services
9 10 (21.28%) Amazon AWS
9 10 (21.28%) Network Design
9 10 (21.28%) Wireless Security
9 10 (21.28%) 802.1X
9 10 (21.28%) Presales
10 9 (19.15%) Opscode Chef
10 9 (19.15%) Continuous Integration

Python
Co-occurring IT Skills in St Albans 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 14 (29.79%) OpenStack
2 6 (12.77%) Cloud Foundry
3 5 (10.64%) SAS
Applications
1 5 (10.64%) SPSS
Cloud Services
1 10 (21.28%) Amazon AWS
2 5 (10.64%) Cloud Computing
2 5 (10.64%) GitHub
3 2 (4.26%) Google Cloud Platform
3 2 (4.26%) Microsoft Azure
Communications & Networking
1 16 (34.04%) Wi-Fi
2 10 (21.28%) 802.11
2 10 (21.28%) RFID
2 10 (21.28%) Wireless
2 10 (21.28%) Wireless Security
3 6 (12.77%) Broadband
3 6 (12.77%) Internet
4 5 (10.64%) DNS
4 5 (10.64%) Software-Defined Networking
4 5 (10.64%) TCP/IP
5 3 (6.38%) ICMP
6 2 (4.26%) DHCP
6 2 (4.26%) Fibre Channel
6 2 (4.26%) Firewall
Database & Business Intelligence
1 9 (19.15%) Hadoop
2 8 (17.02%) SQL Server
3 7 (14.89%) PostgreSQL
4 6 (12.77%) Apache Cassandra
4 6 (12.77%) NoSQL
5 5 (10.64%) BusinessObjects
5 5 (10.64%) Data Mining
5 5 (10.64%) SQL Server Integration Services
5 5 (10.64%) SQL Server Reporting Services
6 4 (8.51%) Big Data
6 4 (8.51%) GIS
6 4 (8.51%) QlikView
7 2 (4.26%) Oracle Database
Development Applications
1 6 (12.77%) Jenkins
General
1 19 (40.43%) Finance
2 5 (10.64%) Marketing
Job Titles
1 12 (25.53%) DevOps Engineer
2 10 (21.28%) Wireless Engineer
3 9 (19.15%) Software Engineer
4 8 (17.02%) Senior DevOps
4 8 (17.02%) Senior DevOps Engineer
5 5 (10.64%) Cloud Engineer
5 5 (10.64%) Developer
5 5 (10.64%) Systems Engineer
5 5 (10.64%) Technical Manager
6 4 (8.51%) .NET Developer
6 4 (8.51%) .NET Software Developer
6 4 (8.51%) Analytics Manager
6 4 (8.51%) Data Analytics Manager
6 4 (8.51%) Data Manager
6 4 (8.51%) Fraud Manager
6 4 (8.51%) Senior Analytics Manager
6 4 (8.51%) Senior Manager
6 4 (8.51%) Senior Technical Manager
6 4 (8.51%) Software Developer
6 4 (8.51%) Software Manager
Libraries, Frameworks & Software Standards
1 12 (25.53%) .NET
2 10 (21.28%) 802.1X
2 10 (21.28%) Web Services
3 7 (14.89%) AngularJS
3 7 (14.89%) ASP.NET
3 7 (14.89%) ASP.NET Web API
3 7 (14.89%) jQuery
4 6 (12.77%) Memcached
5 5 (10.64%) RESTful
6 3 (6.38%) Node.js
7 1 (2.13%) Django
Miscellaneous
1 14 (29.79%) Private Cloud
2 7 (14.89%) Analytical Skills
3 6 (12.77%) Data Centre
4 5 (10.64%) Blog
4 5 (10.64%) Virtual Team
5 3 (6.38%) Algorithms
5 3 (6.38%) Client/Server
5 3 (6.38%) Data Structures
6 1 (2.13%) Robotics
Operating Systems
1 24 (51.06%) Linux
2 12 (25.53%) Unix
3 9 (19.15%) Apple iOS
4 2 (4.26%) CentOS
4 2 (4.26%) Windows
4 2 (4.26%) Windows Server
Processes & Methodologies
1 18 (38.30%) Agile Software Development
2 16 (34.04%) Open Source
3 15 (31.91%) DevOps
3 15 (31.91%) Software Engineering
4 10 (21.28%) Network Design
4 10 (21.28%) Presales
5 9 (19.15%) Continuous Integration
6 7 (14.89%) BDD
6 7 (14.89%) MVC
6 7 (14.89%) Scrum
6 7 (14.89%) TDD
6 7 (14.89%) Unit Testing
7 6 (12.77%) B2B
7 6 (12.77%) Configuration Management
7 6 (12.77%) Continuous Deployment
7 6 (12.77%) High Availability
7 6 (12.77%) Service Delivery
7 6 (12.77%) Test Automation
8 5 (10.64%) Analytics
8 5 (10.64%) Anti-Money Laundering
Programming Languages
1 18 (38.30%) Java
1 18 (38.30%) SQL
2 12 (25.53%) Shell Script
3 9 (19.15%) PowerShell
4 8 (17.02%) C++
5 7 (14.89%) JavaScript
6 6 (12.77%) Ruby
7 5 (10.64%) Bash Shell
7 5 (10.64%) C
7 5 (10.64%) C#
7 5 (10.64%) Perl
7 5 (10.64%) T-SQL
7 5 (10.64%) VB.NET
8 3 (6.38%) Scala
9 1 (2.13%) Go
Qualifications
1 15 (31.91%) Degree
2 10 (21.28%) CWNA
System Software
1 11 (23.40%) Docker
2 9 (19.15%) VMware ESXi
2 9 (19.15%) vSphere
3 2 (4.26%) Active Directory
3 2 (4.26%) Hyper-V
3 2 (4.26%) VMware Infrastructure
Systems Management
1 12 (25.53%) Kubernetes
2 9 (19.15%) Opscode Chef
3 5 (10.64%) Cobbler
3 5 (10.64%) Puppet
4 2 (4.26%) Docker Swarm
Vendors
1 11 (23.40%) VMware
2 7 (14.89%) Microsoft
3 5 (10.64%) IBM
3 5 (10.64%) Intel
3 5 (10.64%) NVIDIA
3 5 (10.64%) SAP
4 4 (8.51%) Tableau
5 2 (4.26%) 3PAR
5 2 (4.26%) Google
5 2 (4.26%) Oracle
5 2 (4.26%) Red Hat