Period
to 25 February 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 25 February 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
East of England > Cambridgeshire
6 months to
25 Feb 2018
Same period 2017 Same period 2016
Rank 21 61 159
Rank change year-on-year +40 +98 +22
Permanent jobs citing Machine Learning 426 133 28
As % of all permanent IT jobs advertised in Cambridgeshire 9.87% 4.06% 0.67%
As % of the Processes & Methodologies category 10.72% 4.60% 0.76%
Number of salaries quoted 323 98 25
Cambridgeshire median annual salary £57,500 £53,750 £47,500
Median salary % change year-on-year +6.98% +13.16% +20.92%
10th Percentile £30,000 £26,250 £22,500
90th Percentile £82,500 £82,500 £78,750
East of England median annual salary £55,000 £55,000 £50,000
% change year-on-year - +10.00% -

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 3,974 2,890 3,668
As % of all permanent IT jobs advertised in Cambridgeshire 92.03% 88.24% 88.41%
Number of salaries quoted 2,932 2,357 3,014
Cambridgeshire median annual salary £50,000 £45,000 £43,000
Median salary % change year-on-year +11.11% +4.65% +1.18%
10th Percentile £29,750 £26,550 £27,500
90th Percentile £70,000 £65,000 £65,000
East of England median annual salary £50,000 £45,344 £45,000
% change year-on-year +10.27% +0.76% +1.12%

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 25 February 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 25 February 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 +29 403 £55,000 +2.33% 53
Peterborough - 14 £77,500 -
Machine Learning
East of England

For the 6 months to 25 February 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.

1 323 (75.82%) Python
2 248 (58.22%) C++
3 209 (49.06%) Java
4 177 (41.55%) Artificial Intelligence
5 171 (40.14%) Algorithms
6 164 (38.50%) Software Engineering
7 163 (38.26%) C
8 161 (37.79%) Mathematics
9 157 (36.85%) PhD
10 133 (31.22%) Computer Science
11 131 (30.75%) Degree
12 128 (30.05%) Linux
12 128 (30.05%) C#
13 117 (27.46%) Data Science
14 82 (19.25%) Neural Network
15 81 (19.01%) Physics
16 77 (18.08%) Deep Learning
17 75 (17.61%) MATLAB
18 71 (16.67%) Computer Vision
19 68 (15.96%) TensorFlow
20 67 (15.73%) Multithreading
21 64 (15.02%) Reinforcement Learning
22 62 (14.55%) Distributed Algorithms
22 62 (14.55%) Big Data
23 56 (13.15%) Amazon AWS
24 54 (12.68%) Statistics
25 47 (11.03%) Signal Processing
26 46 (10.80%) Apache Spark
26 46 (10.80%) Finance
27 44 (10.33%) Agile Software Development

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 46 (10.80%) Apache Spark
2 6 (1.41%) Apache
3 4 (0.94%) Apache Solr
4 2 (0.47%) SAS
5 1 (0.23%) DNN
5 1 (0.23%) Elasticsearch
5 1 (0.23%) Ethereum
5 1 (0.23%) nginx
Applications
1 5 (1.17%) Weka
Cloud Services
1 56 (13.15%) Amazon AWS
2 21 (4.93%) Cloud Computing
3 8 (1.88%) Microsoft Azure
4 5 (1.17%) Amazon CloudWatch
4 5 (1.17%) Amazon EC2
4 5 (1.17%) IaaS
5 4 (0.94%) GitHub
6 3 (0.70%) Azure Machine Learning
7 2 (0.47%) Google Cloud Platform
8 1 (0.23%) AWS CloudFormation
8 1 (0.23%) Cortana Intelligence Suite
Communications & Networking
1 15 (3.52%) Internet
1 15 (3.52%) TCP/IP
2 2 (0.47%) Firewall
3 1 (0.23%) DHCP
3 1 (0.23%) DNS
3 1 (0.23%) OpenVPN
3 1 (0.23%) Skype
Database & Business Intelligence
1 62 (14.55%) Big Data
2 22 (5.16%) Hadoop
3 18 (4.23%) Relational Database
4 17 (3.99%) MongoDB
5 10 (2.35%) Data Mining
6 7 (1.64%) RDBMS
7 5 (1.17%) GIS
7 5 (1.17%) Text Mining
8 4 (0.94%) Blockchain
8 4 (0.94%) NoSQL
9 2 (0.47%) Data Warehouse
10 1 (0.23%) Apache Cassandra
10 1 (0.23%) Apache Hive
10 1 (0.23%) HBase
10 1 (0.23%) Impala
10 1 (0.23%) MySQL
Development Applications
1 26 (6.10%) Git (software)
2 13 (3.05%) Jenkins
3 10 (2.35%) JIRA
4 8 (1.88%) Selenium
5 6 (1.41%) Cucumber
5 6 (1.41%) GitLab
6 3 (0.70%) JMeter
7 2 (0.47%) LoadRunner
7 2 (0.47%) TeamCity
8 1 (0.23%) Jasmine
8 1 (0.23%) JUnit
8 1 (0.23%) Karma Test Runner
8 1 (0.23%) Mocha
8 1 (0.23%) NUnit
8 1 (0.23%) Protractor
8 1 (0.23%) Travis CI
8 1 (0.23%) YouTrack
General
1 46 (10.80%) Finance
2 11 (2.58%) Games
3 6 (1.41%) Pharmaceutical
4 4 (0.94%) Automotive
5 2 (0.47%) Electronics
6 1 (0.23%) Advertising
6 1 (0.23%) Law
6 1 (0.23%) Manufacturing
6 1 (0.23%) Marketing
6 1 (0.23%) Publishing
Job Titles
1 108 (25.35%) Developer
2 88 (20.66%) Software Engineer
3 58 (13.62%) Machine Learning Engineer
4 53 (12.44%) Data Scientist
5 48 (11.27%) C++ Software Engineer
6 47 (11.03%) Software Developer
7 46 (10.80%) Graduate
8 43 (10.09%) Machine Learning Scientist
9 35 (8.22%) C++ Developer
10 29 (6.81%) C++ Software Developer
11 24 (5.63%) Computer Engineer
11 24 (5.63%) Computer Vision Engineer
11 24 (5.63%) Developer/Software Engineer
12 23 (5.40%) Architect
12 23 (5.40%) Graduate Software Engineer
12 23 (5.40%) Machine Learning Developer
12 23 (5.40%) Research Engineer
13 21 (4.93%) Solutions Architect
14 20 (4.69%) Graduate C++ Software Engineer
15 16 (3.76%) Python Software Engineer
Libraries, Frameworks & Software Standards
1 68 (15.96%) TensorFlow
2 43 (10.09%) Natural Language Processing
3 26 (6.10%) Web Services
4 22 (5.16%) Node.js
5 21 (4.93%) .NET
6 20 (4.69%) RESTful
7 19 (4.46%) STL
8 14 (3.29%) .NET Core
9 12 (2.82%) HEVC
9 12 (2.82%) OpenGL
10 11 (2.58%) scikit-learn
10 11 (2.58%) Torch
11 10 (2.35%) Django
12 9 (2.11%) CSS
12 9 (2.11%) HTML
13 8 (1.88%) OpenCV
13 8 (1.88%) React
13 8 (1.88%) Theano
14 4 (0.94%) Keras
14 4 (0.94%) OpenCL
Miscellaneous
1 171 (40.14%) Algorithms
2 133 (31.22%) Computer Science
3 44 (10.33%) Smart City
4 19 (4.46%) 3D Graphics
5 17 (3.99%) Robotics
6 15 (3.52%) Xbox
7 14 (3.29%) Augmented Reality
8 11 (2.58%) CUDA
9 10 (2.35%) Life Science
10 8 (1.88%) Enterprise Software
10 8 (1.88%) Linux Command Line
11 7 (1.64%) Acoustics
11 7 (1.64%) Analytical Skills
11 7 (1.64%) User Experience
12 6 (1.41%) Embedded Systems
12 6 (1.41%) Smart Home
13 5 (1.17%) Field-Programmable Gate Array
13 5 (1.17%) GPGPU
13 5 (1.17%) Internet of Things
13 5 (1.17%) VHDL
Operating Systems
1 128 (30.05%) Linux
2 24 (5.63%) Windows
3 16 (3.76%) Unix
4 8 (1.88%) Android
5 5 (1.17%) Mac OS
5 5 (1.17%) Mac OS X
5 5 (1.17%) Solaris
6 1 (0.23%) CentOS
6 1 (0.23%) CoreOS
6 1 (0.23%) Ubuntu
Processes & Methodologies
1 177 (41.55%) Artificial Intelligence
2 164 (38.50%) Software Engineering
3 161 (37.79%) Mathematics
4 117 (27.46%) Data Science
5 82 (19.25%) Neural Network
6 81 (19.01%) Physics
7 77 (18.08%) Deep Learning
8 71 (16.67%) Computer Vision
9 67 (15.73%) Multithreading
10 64 (15.02%) Reinforcement Learning
11 62 (14.55%) Distributed Algorithms
12 54 (12.68%) Statistics
13 47 (11.03%) Signal Processing
14 44 (10.33%) Agile Software Development
15 42 (9.86%) Smart City Simulations
16 36 (8.45%) Image Processing
16 36 (8.45%) Probabilistic Modelling
17 34 (7.98%) Bayesian Methods
18 28 (6.57%) Open Source
19 26 (6.10%) SDLC
Programming Languages
1 323 (75.82%) Python
2 248 (58.22%) C++
3 209 (49.06%) Java
4 163 (38.26%) C
5 128 (30.05%) C#
6 75 (17.61%) MATLAB
7 26 (6.10%) R
8 24 (5.63%) JavaScript
8 24 (5.63%) Scala
9 23 (5.40%) Julia
10 22 (5.16%) SQL
11 15 (3.52%) Bash Shell
11 15 (3.52%) PHP
12 9 (2.11%) Ruby
13 5 (1.17%) GraphQL
13 5 (1.17%) Perl
14 2 (0.47%) Shell Script
15 1 (0.23%) Cython
15 1 (0.23%) Kotlin
15 1 (0.23%) TypeScript
Qualifications
1 157 (36.85%) PhD
2 131 (30.75%) Degree
3 24 (5.63%) Computer Science Degree
4 16 (3.76%) Master's Degree
5 10 (2.35%) Security Cleared
6 5 (1.17%) CCNA
6 5 (1.17%) Cisco Certification
6 5 (1.17%) Numerate Degree
Quality Assurance & Compliance
1 6 (1.41%) QA
2 2 (0.47%) ISO/IEC 27001
2 2 (0.47%) PCI DSS
3 1 (0.23%) GCP
System Software
1 41 (9.62%) Docker
2 10 (2.35%) LXC
3 5 (1.17%) Xen
4 4 (0.94%) Firmware
5 1 (0.23%) Apache Flume
5 1 (0.23%) NFS
Systems Management
1 12 (2.82%) Ansible
2 9 (2.11%) Kubernetes
2 9 (2.11%) Puppet
3 5 (1.17%) Grafana
3 5 (1.17%) Graphite
3 5 (1.17%) Graylog
3 5 (1.17%) Kibana
3 5 (1.17%) logstash
4 2 (0.47%) Terraform
5 1 (0.23%) Opscode Chef
Vendors
1 9 (2.11%) Microsoft
2 5 (1.17%) Splunk
3 4 (0.94%) Cadence
3 4 (0.94%) Synopsys
4 3 (0.70%) Google
5 1 (0.23%) Altera
5 1 (0.23%) Cloudera
5 1 (0.23%) Hortonworks
5 1 (0.23%) MapR
5 1 (0.23%) Xilinx