Period
to 19 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 2018 with a comparison to the same period in the previous 2 years.

Python
East of England > Cambridgeshire
6 months to
19 Nov 2018
Same period 2017 Same period 2016
Rank 3 7 15
Rank change year-on-year +4 +8 0
Permanent jobs citing Python 621 971 493
As % of all permanent IT jobs advertised in Cambridgeshire 19.53% 23.34% 14.24%
As % of the Programming Languages category 34.46% 33.60% 22.31%
Number of salaries quoted 546 761 422
Cambridgeshire median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% +5.56%
10th Percentile £32,500 £29,750 £26,250
90th Percentile £80,000 £75,000 £63,750
East of England median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% +5.56%

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 Cambridgeshire with a requirement for coding skills.

All Programming Languages
Cambridgeshire
Permanent vacancies with a requirement for coding skills 1,802 2,890 2,210
As % of all permanent IT jobs advertised in Cambridgeshire 56.68% 69.47% 63.84%
Number of salaries quoted 1,436 2,348 1,915
Cambridgeshire median annual salary £50,000 £49,500 £45,000
Median salary % change year-on-year +1.01% +10.00% +2.51%
10th Percentile £31,250 £30,000 £26,250
90th Percentile £72,500 £70,300 £62,500
East of England median annual salary £47,500 £46,250 £45,000
% change year-on-year +2.70% +2.78% +5.88%

Python
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Python in Cambridgeshire

Python
Salary Trend in Cambridgeshire

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

Salary trend for Python in Cambridgeshire

Python
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Python in Cambridgeshire over the 6 months to 19 November 2018.

Salary histogram for Python in Cambridgeshire

Python
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Python within the Cambridgeshire region over the 6 months to 19 November 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
Cambridge +1 581 £52,500 +5.00% 245
Peterborough - 23 £49,500 - 3
Ely - 3 - - 3
Python
East of England

For the 6 months to 19 November 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 Cambridgeshire region with a requirement for Python.

1 250 (40.26%) C++
2 241 (38.81%) Linux
3 235 (37.84%) Java
4 217 (34.94%) Software Engineering
5 199 (32.05%) Machine Learning
6 183 (29.47%) Agile Software Development
7 159 (25.60%) C
8 147 (23.67%) Degree
9 140 (22.54%) C#
10 132 (21.26%) JavaScript
11 131 (21.10%) Test Automation
12 130 (20.93%) Computer Science
13 127 (20.45%) Algorithms
14 126 (20.29%) Mathematics
15 124 (19.97%) Artificial Intelligence
16 98 (15.78%) Git (software)
17 96 (15.46%) PhD
18 85 (13.69%) Amazon AWS
19 84 (13.53%) Multithreading
20 82 (13.20%) Deep Learning
21 80 (12.88%) Docker
21 80 (12.88%) Jenkins
22 78 (12.56%) Ansible
23 76 (12.24%) Windows
24 73 (11.76%) Web Services
25 71 (11.43%) DevOps
26 70 (11.27%) SQL
27 67 (10.79%) Bash Shell
27 67 (10.79%) TensorFlow
28 66 (10.63%) Scrum

Python
Co-occurring IT Skills in Cambridgeshire 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 24 (3.86%) Elasticsearch
2 20 (3.22%) OpenStack
3 19 (3.06%) Apache Spark
4 8 (1.29%) Confluence
5 6 (0.97%) Apache
5 6 (0.97%) IIS
6 5 (0.81%) nginx
7 4 (0.64%) WebLogic
7 4 (0.64%) WordPress
8 3 (0.48%) Drupal
8 3 (0.48%) WebSphere
9 2 (0.32%) MS Exchange
9 2 (0.32%) Tomcat
10 1 (0.16%) CMS
10 1 (0.16%) JBoss
10 1 (0.16%) SAS
10 1 (0.16%) Sitecore CMS
10 1 (0.16%) WildFly
Applications
1 4 (0.64%) Microsoft Excel
2 3 (0.48%) Spreadsheet
3 1 (0.16%) MS Visio
Business Applications
1 10 (1.61%) Odoo
2 6 (0.97%) Payment Gateway
3 3 (0.48%) Documaker
3 3 (0.48%) SAP Business One
4 1 (0.16%) Dynamics AX
Cloud Services
1 85 (13.69%) Amazon AWS
2 42 (6.76%) Microsoft Azure
3 24 (3.86%) GitHub
4 23 (3.70%) Cloud Computing
5 9 (1.45%) SaaS
6 7 (1.13%) Amazon EC2
6 7 (1.13%) Amazon S3
6 7 (1.13%) Google Cloud Platform
7 6 (0.97%) OpenShift
8 5 (0.81%) Slack
8 5 (0.81%) Trello
9 4 (0.64%) IaaS
10 3 (0.48%) Amazon ELB
10 3 (0.48%) CloudFront
10 3 (0.48%) Virtual Private Cloud
11 2 (0.32%) Amazon CloudWatch
11 2 (0.32%) Firebase
12 1 (0.16%) AWS CloudFormation
12 1 (0.16%) AWS Elastic Beanstalk
Communications & Networking
1 42 (6.76%) TCP/IP
2 33 (5.31%) Wireless
3 21 (3.38%) HTTP
4 19 (3.06%) DNS
4 19 (3.06%) Firewall
4 19 (3.06%) SSL
4 19 (3.06%) VPN
5 17 (2.74%) MPLS
6 14 (2.25%) Internet
7 13 (2.09%) Bluetooth
8 6 (0.97%) BGP
8 6 (0.97%) SMS
8 6 (0.97%) VLAN
9 5 (0.81%) SNMP
10 4 (0.64%) DHCP
10 4 (0.64%) Network Security
11 3 (0.48%) Cisco IOS
11 3 (0.48%) IMAP
11 3 (0.48%) OpenVPN
11 3 (0.48%) WPA2
Database & Business Intelligence
1 61 (9.82%) Big Data
2 37 (5.96%) Hadoop
2 37 (5.96%) MongoDB
3 35 (5.64%) PostgreSQL
4 30 (4.83%) SQL Server
5 27 (4.35%) NoSQL
6 25 (4.03%) Relational Database
7 20 (3.22%) MySQL
8 18 (2.90%) Apache Cassandra
9 10 (1.61%) Blockchain
9 10 (1.61%) HBase
10 8 (1.29%) Data Mining
10 8 (1.29%) Sqoop
11 7 (1.13%) Apache Hive
12 4 (0.64%) Amazon Redshift
12 4 (0.64%) MariaDB
12 4 (0.64%) RDBMS
13 3 (0.48%) DB2
13 3 (0.48%) Neo4j
13 3 (0.48%) Oracle Database
Development Applications
1 98 (15.78%) Git (software)
2 80 (12.88%) Jenkins
3 41 (6.60%) Selenium
4 38 (6.12%) JIRA
5 16 (2.58%) Visual Studio
6 15 (2.42%) Subversion
7 12 (1.93%) Vagrant
8 11 (1.77%) Cucumber
9 10 (1.61%) JUnit
10 8 (1.29%) Atlassian Bamboo
10 8 (1.29%) Maven
10 8 (1.29%) TeamCity
11 7 (1.13%) Bitbucket
11 7 (1.13%) Gradle
11 7 (1.13%) Mercurial
12 6 (0.97%) Eclipse
12 6 (0.97%) Protractor
12 6 (0.97%) Sonatype Nexus
13 4 (0.64%) Hudson
13 4 (0.64%) NUnit
General
1 61 (9.82%) Finance
2 35 (5.64%) Games
3 30 (4.83%) Automotive
4 25 (4.03%) Telecoms
5 20 (3.22%) Manufacturing
6 15 (2.42%) Publishing
7 13 (2.09%) Electronics
7 13 (2.09%) Pharmaceutical
8 11 (1.77%) Retail
9 10 (1.61%) Aerospace
10 9 (1.45%) Law
11 7 (1.13%) Marketing
12 3 (0.48%) Advertising
12 3 (0.48%) Military
13 2 (0.32%) Music Industry
14 1 (0.16%) Banking
14 1 (0.16%) Financial Institution
Job Titles
1 221 (35.59%) Developer
2 127 (20.45%) Software Engineer
3 76 (12.24%) Python Engineer
4 72 (11.59%) Python Developer
5 68 (10.95%) Software Developer
5 68 (10.95%) Test Engineer
6 57 (9.18%) Graduate
7 44 (7.09%) Linux Engineer
8 41 (6.60%) Graduate Developer
8 41 (6.60%) Test Automation Engineer
9 38 (6.12%) Developer/Software Engineer
10 37 (5.96%) Machine Learning Engineer
11 35 (5.64%) Java Developer
12 34 (5.48%) C++ Developer
12 34 (5.48%) C++ Software Engineer
12 34 (5.48%) DevOps Engineer
13 30 (4.83%) Software Test Engineer
14 24 (3.86%) Python Software Engineer
15 22 (3.54%) Machine Learning Researcher
16 20 (3.22%) Senior Developer
Libraries, Frameworks & Software Standards
1 73 (11.76%) Web Services
2 67 (10.79%) TensorFlow
3 65 (10.47%) Natural Language Processing
4 58 (9.34%) HTML
5 56 (9.02%) CSS
6 52 (8.37%) AngularJS
7 37 (5.96%) Django
8 36 (5.80%) RESTful
9 31 (4.99%) .NET
9 31 (4.99%) Node.js
10 25 (4.03%) REST
11 22 (3.54%) React
12 20 (3.22%) HTML5
13 19 (3.06%) Twitter Bootstrap
14 18 (2.90%) CSS3
15 15 (2.42%) JSON
16 13 (2.09%) jQuery
17 12 (1.93%) Angular 2
18 11 (1.77%) Keras
18 11 (1.77%) SOAP
Miscellaneous
1 130 (20.93%) Computer Science
2 127 (20.45%) Algorithms
3 30 (4.83%) Smart City
4 28 (4.51%) Life Science
5 25 (4.03%) Robotics
6 21 (3.38%) Greenfield Project
7 17 (2.74%) Analytical Skills
8 16 (2.58%) User Experience
9 15 (2.42%) Management Information System
10 12 (1.93%) Enterprise Software
10 12 (1.93%) Internet of Things
11 10 (1.61%) Device Driver
11 10 (1.61%) Public Cloud
12 9 (1.45%) Data Structures
12 9 (1.45%) Grid Computing
13 8 (1.29%) Cloud Native
13 8 (1.29%) Embedded Systems
13 8 (1.29%) Fintech
14 7 (1.13%) Security Operations Centre
15 6 (0.97%) Data Centre
Operating Systems
1 241 (38.81%) Linux
2 76 (12.24%) Windows
3 31 (4.99%) Android
4 24 (3.86%) Unix
5 18 (2.90%) Apple iOS
6 17 (2.74%) Embedded Linux
7 16 (2.58%) Windows Server
8 15 (2.42%) Red Hat Enterprise Linux
8 15 (2.42%) Ubuntu
9 14 (2.25%) CentOS
10 8 (1.29%) Mac OS X
11 4 (0.64%) Debian
12 3 (0.48%) Fedora
12 3 (0.48%) Mac OS
12 3 (0.48%) Robot Operating System
12 3 (0.48%) Solaris
12 3 (0.48%) Windows Server 2008
12 3 (0.48%) Windows Server 2012
Processes & Methodologies
1 217 (34.94%) Software Engineering
2 199 (32.05%) Machine Learning
3 183 (29.47%) Agile Software Development
4 131 (21.10%) Test Automation
5 126 (20.29%) Mathematics
6 124 (19.97%) Artificial Intelligence
7 84 (13.53%) Multithreading
8 82 (13.20%) Deep Learning
9 71 (11.43%) DevOps
10 66 (10.63%) Scrum
11 64 (10.31%) Bayesian Methods
11 64 (10.31%) Reinforcement Learning
12 62 (9.98%) Distributed Algorithms
13 61 (9.82%) Continuous Integration
14 51 (8.21%) OO
15 49 (7.89%) Data Science
16 46 (7.41%) Problem-Solving
17 42 (6.76%) Biology
18 38 (6.12%) Neural Network
18 38 (6.12%) Physics
Programming Languages
1 250 (40.26%) C++
2 235 (37.84%) Java
3 159 (25.60%) C
4 140 (22.54%) C#
5 132 (21.26%) JavaScript
6 70 (11.27%) SQL
7 67 (10.79%) Bash Shell
8 42 (6.76%) Ruby
9 41 (6.60%) Perl
10 35 (5.64%) PHP
11 25 (4.03%) PowerShell
12 20 (3.22%) Scala
13 19 (3.06%) R
14 15 (2.42%) Go
15 13 (2.09%) Shell Script
16 11 (1.77%) Kotlin
16 11 (1.77%) VBA
17 8 (1.29%) Embedded C
17 8 (1.29%) Julia
17 8 (1.29%) VB
Qualifications
1 147 (23.67%) Degree
2 96 (15.46%) PhD
3 37 (5.96%) MPhil
4 31 (4.99%) Computer Science Degree
5 15 (2.42%) Numerate Degree
6 14 (2.25%) CCNA
6 14 (2.25%) CEH
6 14 (2.25%) Cisco Certification
6 14 (2.25%) CompTIA Security+
6 14 (2.25%) GCIA
7 5 (0.81%) Security Cleared
8 2 (0.32%) Master's Degree
9 1 (0.16%) ISEB
9 1 (0.16%) ISTQB
9 1 (0.16%) ITIL Certification
9 1 (0.16%) JNCIA
Quality Assurance & Compliance
1 52 (8.37%) QA
2 6 (0.97%) SLA
3 2 (0.32%) PCI DSS
4 1 (0.16%) GDPR
System Software
1 80 (12.88%) Docker
2 15 (2.42%) VMware Infrastructure
3 11 (1.77%) Active Directory
4 7 (1.13%) HDFS
4 7 (1.13%) Virtual Machines
5 6 (0.97%) Firmware
5 6 (0.97%) Hyper-V
6 4 (0.64%) VirtualBox
7 3 (0.48%) Samba
8 1 (0.16%) Apache Flume
8 1 (0.16%) Apache ZooKeeper
8 1 (0.16%) KVM
8 1 (0.16%) Shibboleth
8 1 (0.16%) vSphere
8 1 (0.16%) Xen
Systems Management
1 78 (12.56%) Ansible
2 40 (6.44%) Puppet
3 34 (5.48%) Kubernetes
4 20 (3.22%) Opscode Chef
5 14 (2.25%) QRadar
5 14 (2.25%) Terraform
6 10 (1.61%) CSIRT
6 10 (1.61%) Packer
7 8 (1.29%) Consul
8 7 (1.13%) Oozie
9 6 (0.97%) Docker Swarm
9 6 (0.97%) Prometheus
10 5 (0.81%) Nagios
11 3 (0.48%) HAProxy
11 3 (0.48%) Icinga
11 3 (0.48%) Rancher
11 3 (0.48%) Sysdig
11 3 (0.48%) vRealize
12 2 (0.32%) Salt
13 1 (0.16%) FTK
Vendors
1 27 (4.35%) Microsoft
2 19 (3.06%) VMware
3 11 (1.77%) SAP
3 11 (1.77%) Splunk
4 9 (1.45%) Hortonworks
4 9 (1.45%) Oracle
4 9 (1.45%) WorldPay
5 7 (1.13%) CA
5 7 (1.13%) Google
5 7 (1.13%) Red Hat
6 6 (0.97%) Cisco
7 5 (0.81%) AppDynamics
7 5 (0.81%) Atlassian
7 5 (0.81%) Samsung
8 3 (0.48%) Fortinet
8 3 (0.48%) HP
8 3 (0.48%) IBM
8 3 (0.48%) Intel
8 3 (0.48%) New Relic
8 3 (0.48%) ServiceNow