Period
to 21 June 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire with a requirement for Machine Learning skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Machine Learning over the 6 months to 21 June 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
East of England > Cambridgeshire
6 months to
21 Jun 2018
Same period 2017 Same period 2016
Rank 21 35 145
Rank change year-on-year +14 +110 +21
Permanent jobs citing Machine Learning 452 272 48
As % of all permanent IT jobs advertised in Cambridgeshire 10.68% 7.57% 1.20%
As % of the Processes & Methodologies category 11.54% 8.46% 1.33%
Number of salaries quoted 344 191 41
Cambridgeshire median annual salary £57,500 £60,000 £47,500
Median salary % change year-on-year -4.17% +26.32% +5.56%
10th Percentile £27,500 £26,250 £26,250
90th Percentile £76,250 £82,500 £78,750
East of England median annual salary £57,500 £55,000 £50,000
% change year-on-year +4.55% +10.00% -2.44%

Machine Learning is in the Processes and Methodologies 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 process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 3,918 3,216 3,601
As % of all permanent IT jobs advertised in Cambridgeshire 92.56% 89.46% 89.87%
Number of salaries quoted 2,519 2,467 2,874
Cambridgeshire median annual salary £45,000 £45,000 £44,000
Median salary % change year-on-year - +2.27% +2.33%
10th Percentile £27,500 £27,500 £27,500
90th Percentile £67,500 £67,500 £65,000
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +2.27%

Machine Learning
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Machine Learning in Cambridgeshire

Machine Learning
Salary Trend in Cambridgeshire

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

Salary trend for Machine Learning in Cambridgeshire

Machine Learning
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Machine Learning in Cambridgeshire over the 6 months to 21 June 2018.

Salary histogram for Machine Learning in Cambridgeshire

Machine Learning
Job Locations in Cambridgeshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the Cambridgeshire region over the 6 months to 21 June 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 +10 422 £55,000 -8.33% 67
Peterborough - 23 £77,500 - 1
Machine Learning
East of England

For the 6 months to 21 June 2018, IT jobs citing Machine Learning 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 Machine Learning.

1 315 (69.69%) Python
2 274 (60.62%) Artificial Intelligence
3 238 (52.65%) C++
4 182 (40.27%) Java
5 178 (39.38%) Software Engineering
6 169 (37.39%) Algorithms
7 164 (36.28%) Mathematics
8 153 (33.85%) C
9 147 (32.52%) PhD
10 145 (32.08%) Linux
11 106 (23.45%) C#
11 106 (23.45%) Computer Science
12 97 (21.46%) Degree
12 97 (21.46%) Data Science
13 81 (17.92%) Deep Learning
13 81 (17.92%) Physics
14 75 (16.59%) Amazon AWS
15 74 (16.37%) Computer Vision
16 72 (15.93%) Big Data
17 69 (15.27%) Natural Language Processing
17 69 (15.27%) Multithreading
18 68 (15.04%) TensorFlow
19 67 (14.82%) Neural Network
20 65 (14.38%) Bayesian Methods
21 63 (13.94%) Distributed Algorithms
22 60 (13.27%) Agile Software Development
23 55 (12.17%) Reinforcement Learning
24 48 (10.62%) Docker
25 44 (9.73%) Web Services
26 42 (9.29%) Apache Spark

Machine Learning
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 42 (9.29%) Apache Spark
2 12 (2.65%) Elasticsearch
3 9 (1.99%) SharePoint
4 7 (1.55%) Apache
5 4 (0.88%) Apache Solr
6 2 (0.44%) SAS
7 1 (0.22%) MS Project Server
7 1 (0.22%) nginx
Applications
1 8 (1.77%) MS Visio
2 4 (0.88%) Weka
3 2 (0.44%) SOLIDWORKS
4 1 (0.22%) Microsoft Project
Cloud Services
1 75 (16.59%) Amazon AWS
2 29 (6.42%) Cloud Computing
3 18 (3.98%) Microsoft Azure
4 5 (1.11%) Amazon CloudWatch
4 5 (1.11%) Amazon EC2
4 5 (1.11%) GitHub
4 5 (1.11%) IaaS
5 4 (0.88%) Office 365
6 1 (0.22%) Google Cloud Platform
6 1 (0.22%) npm
Communications & Networking
1 18 (3.98%) Internet
2 11 (2.43%) Firewall
3 4 (0.88%) Cisco IOS
4 2 (0.44%) SMS
4 2 (0.44%) TCP/IP
Database & Business Intelligence
1 72 (15.93%) Big Data
2 33 (7.30%) MongoDB
3 18 (3.98%) Hadoop
3 18 (3.98%) NoSQL
4 16 (3.54%) Relational Database
5 10 (2.21%) HBase
6 7 (1.55%) Text Mining
7 6 (1.33%) Amazon Redshift
7 6 (1.33%) Data Warehouse
7 6 (1.33%) Power BI
7 6 (1.33%) SQL Server
8 4 (0.88%) Blockchain
9 3 (0.66%) Data Mining
10 2 (0.44%) RDBMS
11 1 (0.22%) Apache Cassandra
11 1 (0.22%) Apache Hive
11 1 (0.22%) Impala
11 1 (0.22%) QlikView
Development Applications
1 16 (3.54%) Git (software)
2 12 (2.65%) Jenkins
3 3 (0.66%) JMeter
4 2 (0.44%) GitLab
4 2 (0.44%) JIRA
4 2 (0.44%) LabVIEW
4 2 (0.44%) LoadRunner
4 2 (0.44%) Selenium
4 2 (0.44%) TeamCity
5 1 (0.22%) JUnit
5 1 (0.22%) NUnit
5 1 (0.22%) Protractor
5 1 (0.22%) Travis CI
5 1 (0.22%) Vagrant
5 1 (0.22%) YouTrack
General
1 34 (7.52%) Games
2 25 (5.53%) Finance
3 8 (1.77%) Pharmaceutical
4 5 (1.11%) Electronics
4 5 (1.11%) Publishing
5 4 (0.88%) Manufacturing
6 2 (0.44%) Law
7 1 (0.22%) Automotive
7 1 (0.22%) Marketing
Job Titles
1 116 (25.66%) Software Engineer
2 101 (22.35%) Developer
3 93 (20.58%) Machine Learning Engineer
4 66 (14.60%) Graduate
5 64 (14.16%) C++ Software Engineer
5 64 (14.16%) Python Engineer
6 37 (8.19%) Graduate Software Engineer
7 29 (6.42%) Computer Engineer
7 29 (6.42%) Computer Vision Engineer
8 28 (6.19%) Python Software Engineer
9 26 (5.75%) Graduate C++ Software Engineer
10 25 (5.53%) C++ Developer
10 25 (5.53%) Linux Engineer
10 25 (5.53%) Software Developer
11 24 (5.31%) Architect
11 24 (5.31%) Senior Software Engineer
12 23 (5.09%) Java Engineer
13 22 (4.87%) Machine Learning Scientist
14 20 (4.42%) C/C++ Software Engineer
14 20 (4.42%) Solutions Architect
Libraries, Frameworks & Software Standards
1 69 (15.27%) Natural Language Processing
2 68 (15.04%) TensorFlow
3 44 (9.73%) Web Services
4 31 (6.86%) .NET
5 30 (6.64%) RESTful
6 25 (5.53%) STL
7 21 (4.65%) Node.js
8 15 (3.32%) JSON
9 14 (3.10%) React
10 11 (2.43%) .NET Core
10 11 (2.43%) scikit-learn
11 10 (2.21%) CSS
11 10 (2.21%) HEVC
11 10 (2.21%) HTML
11 10 (2.21%) jQuery
11 10 (2.21%) OpenGL
12 9 (1.99%) AngularJS
13 8 (1.77%) Django
14 6 (1.33%) XML
15 5 (1.11%) ASP.NET
Miscellaneous
1 169 (37.39%) Algorithms
2 106 (23.45%) Computer Science
3 32 (7.08%) Analytical Skills
4 28 (6.19%) Smart City
5 19 (4.20%) Augmented Reality
6 15 (3.32%) User Experience
7 13 (2.88%) Robotics
8 12 (2.65%) CUDA
8 12 (2.65%) Fintech
8 12 (2.65%) Linux Command Line
9 11 (2.43%) Xbox
10 9 (1.99%) ASIC
10 9 (1.99%) Data Structures
10 9 (1.99%) Field-Programmable Gate Array
10 9 (1.99%) Verilog
10 9 (1.99%) VHDL
11 8 (1.77%) Life Science
12 7 (1.55%) Enterprise Software
13 6 (1.33%) Public Cloud
14 5 (1.11%) GPGPU
Operating Systems
1 145 (32.08%) Linux
2 16 (3.54%) Windows
3 10 (2.21%) Android
4 6 (1.33%) Unix
5 5 (1.11%) Mac OS
5 5 (1.11%) Mac OS X
5 5 (1.11%) Robot Operating System
5 5 (1.11%) Solaris
6 1 (0.22%) CentOS
6 1 (0.22%) Ubuntu
Processes & Methodologies
1 274 (60.62%) Artificial Intelligence
2 178 (39.38%) Software Engineering
3 164 (36.28%) Mathematics
4 97 (21.46%) Data Science
5 81 (17.92%) Deep Learning
5 81 (17.92%) Physics
6 74 (16.37%) Computer Vision
7 69 (15.27%) Multithreading
8 67 (14.82%) Neural Network
9 65 (14.38%) Bayesian Methods
10 63 (13.94%) Distributed Algorithms
11 60 (13.27%) Agile Software Development
12 55 (12.17%) Reinforcement Learning
13 34 (7.52%) Biology
13 34 (7.52%) DevOps
13 34 (7.52%) Signal Processing
14 32 (7.08%) OO
15 31 (6.86%) Computational Biology
15 31 (6.86%) Computational Linguistics
15 31 (6.86%) Probabilistic Modelling
Programming Languages
1 315 (69.69%) Python
2 238 (52.65%) C++
3 182 (40.27%) Java
4 153 (33.85%) C
5 106 (23.45%) C#
6 39 (8.63%) MATLAB
7 30 (6.64%) JavaScript
8 28 (6.19%) SQL
9 27 (5.97%) PHP
10 14 (3.10%) R
11 10 (2.21%) Julia
12 7 (1.55%) Scala
12 7 (1.55%) Shell Script
13 5 (1.11%) Bash Shell
14 3 (0.66%) Java 8
14 3 (0.66%) TypeScript
15 1 (0.22%) Assembly Language
15 1 (0.22%) Embedded C
15 1 (0.22%) Kotlin
Qualifications
1 147 (32.52%) PhD
2 97 (21.46%) Degree
3 28 (6.19%) Computer Science Degree
4 23 (5.09%) Numerate Degree
5 11 (2.43%) Master's Degree
6 5 (1.11%) CCNA
6 5 (1.11%) Cisco Certification
7 1 (0.22%) PMP
7 1 (0.22%) Postgraduate
Quality Assurance & Compliance
1 7 (1.55%) QA
2 3 (0.66%) ISO/IEC 27001
2 3 (0.66%) PCI DSS
3 1 (0.22%) GCP
System Software
1 48 (10.62%) Docker
2 10 (2.21%) LXC
3 9 (1.99%) Firmware
4 5 (1.11%) Xen
5 4 (0.88%) Active Directory
5 4 (0.88%) Hyper-V
6 1 (0.22%) Apache Flume
Systems Management
1 22 (4.87%) Ansible
2 20 (4.42%) Puppet
3 12 (2.65%) Opscode Chef
4 5 (1.11%) Grafana
4 5 (1.11%) Graphite
4 5 (1.11%) Graylog
4 5 (1.11%) Kibana
4 5 (1.11%) Kubernetes
4 5 (1.11%) logstash
5 1 (0.22%) Terraform
Vendors
1 14 (3.10%) Cisco
2 10 (2.21%) HP
2 10 (2.21%) Juniper
3 9 (1.99%) Cadence
3 9 (1.99%) Synopsys
4 7 (1.55%) Tableau
5 5 (1.11%) Splunk
6 3 (0.66%) Capita
6 3 (0.66%) Microsoft
7 2 (0.44%) Cloudera
8 1 (0.22%) Cognos
8 1 (0.22%) Google
8 1 (0.22%) Hortonworks
8 1 (0.22%) MapR