Period
to 22 November 2017

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 22 November 2017 with a comparison to the same period in the previous 2 years.

Machine Learning
East of England > Cambridgeshire
6 months to
22 Nov 2017
Same period 2016 Same period 2015
Rank 28 88 176
Rank change year-on-year +60 +88 -15
Permanent jobs citing Machine Learning 373 92 16
As % of all permanent IT jobs advertised in Cambridgeshire 8.78% 2.63% 0.39%
As % of the Processes & Methodologies category 9.53% 2.99% 0.45%
Number of salaries quoted 267 70 15
Cambridgeshire median annual salary £55,000 £51,250 £50,000
Median salary % change year-on-year +7.32% +2.50% +42.86%
10th Percentile £28,750 £26,250 £41,250
90th Percentile £85,000 £77,500 £76,500
East of England median annual salary £50,000 £60,000 £50,000
% change year-on-year -16.67% +20.00% +33.33%

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 3915 3076 3590
As % of all permanent IT jobs advertised in Cambridgeshire 92.18% 88.09% 88.29%
Number of salaries quoted 2993 2530 3104
Cambridgeshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £27,500 £26,250 £27,500
90th Percentile £71,250 £66,250 £63,750
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +4.65%

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 22 November 2017.

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 22 November 2017. 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 +42 363 £55,000 +7.32% 47
Machine Learning
East of England

For the 6 months to 22 November 2017, IT jobs citing Machine Learning 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 Cambridgeshire region with a requirement for Machine Learning.

1 321 (86.06%) Python
2 219 (58.71%) Java
3 206 (55.23%) C++
4 205 (54.96%) Mathematics
5 175 (46.92%) PhD
6 173 (46.38%) Artificial Intelligence
7 158 (42.36%) Algorithms
8 153 (41.02%) Computer Science
9 145 (38.87%) Software Engineering
10 142 (38.07%) Physics
11 126 (33.78%) C#
12 124 (33.24%) Degree
13 115 (30.83%) C
14 102 (27.35%) Linux
15 100 (26.81%) MATLAB
16 80 (21.45%) Statistics
17 59 (15.82%) Neural Network
18 55 (14.75%) Deep Learning
19 51 (13.67%) R
20 49 (13.14%) Bayesian Methods
21 45 (12.06%) Scala
22 44 (11.80%) Multithreading
22 44 (11.80%) Big Data
22 44 (11.80%) Apache Spark
23 42 (11.26%) Reinforcement Learning
23 42 (11.26%) Smart City
23 42 (11.26%) Smart City Simulations
23 42 (11.26%) Distributed Algorithms
24 41 (10.99%) Computer Vision
25 40 (10.72%) SDLC

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 44 (11.80%) Apache Spark
2 5 (1.34%) Apache Solr
2 5 (1.34%) Elasticsearch
3 2 (0.54%) SAS
4 1 (0.27%) DNN
4 1 (0.27%) Ethereum
4 1 (0.27%) Jupyter
Applications
1 1 (0.27%) Microsoft Excel
1 1 (0.27%) Weka
Cloud Services
1 22 (5.90%) Amazon AWS
2 8 (2.14%) Cloud Computing
3 7 (1.88%) Microsoft Azure
4 3 (0.80%) Azure Machine Learning
5 1 (0.27%) AWS CloudFormation
5 1 (0.27%) Cortana Intelligence Suite
5 1 (0.27%) GitHub
Communications & Networking
1 25 (6.70%) TCP/IP
2 6 (1.61%) SMS
3 5 (1.34%) Internet
3 5 (1.34%) Network Security
4 3 (0.80%) DHCP
4 3 (0.80%) DNS
5 2 (0.54%) OpenVPN
6 1 (0.27%) LDAP
6 1 (0.27%) Skype
Database & Business Intelligence
1 44 (11.80%) Big Data
2 34 (9.12%) Hadoop
3 18 (4.83%) Relational Database
4 17 (4.56%) RDBMS
5 10 (2.68%) Data Mining
5 10 (2.68%) NoSQL
6 5 (1.34%) GIS
7 3 (0.80%) Blockchain
8 2 (0.54%) Data Warehouse
9 1 (0.27%) MongoDB
9 1 (0.27%) MySQL
9 1 (0.27%) Oracle BI EE
9 1 (0.27%) Text Mining
Development Applications
1 33 (8.85%) Git (software)
2 10 (2.68%) Jenkins
3 9 (2.41%) JIRA
4 8 (2.14%) JUnit
5 6 (1.61%) Cucumber
5 6 (1.61%) GitLab
5 6 (1.61%) Selenium
6 3 (0.80%) Maven
7 1 (0.27%) GoCD
7 1 (0.27%) Jasmine
7 1 (0.27%) Karma Test Runner
7 1 (0.27%) Mocha
General
1 40 (10.72%) Finance
2 5 (1.34%) Games
3 4 (1.07%) Advertising
3 4 (1.07%) Automotive
3 4 (1.07%) Marketing
4 3 (0.80%) Pharmaceutical
5 2 (0.54%) Retail
6 1 (0.27%) Electronics
Job Titles
1 108 (28.95%) Developer
2 76 (20.38%) Data Scientist
3 68 (18.23%) Software Engineer
4 65 (17.43%) Software Developer
5 64 (17.16%) Graduate
6 44 (11.80%) C++ Developer
7 38 (10.19%) C++ Software Developer
8 34 (9.12%) Research Engineer
9 31 (8.31%) Machine Learning Engineer
10 30 (8.04%) C++ Software Engineer
10 30 (8.04%) Developer/Software Engineer
11 28 (7.51%) Machine Learning Scientist
12 25 (6.70%) Analyst
12 25 (6.70%) Graduate Analyst
13 22 (5.90%) DevOps Engineer
14 19 (5.09%) Machine Learning Developer
14 19 (5.09%) Machine Learning Researcher
15 18 (4.83%) Graduate Developer
15 18 (4.83%) Graduate Software Analyst
15 18 (4.83%) Software Analyst
Libraries, Frameworks & Software Standards
1 39 (10.46%) TensorFlow
2 18 (4.83%) .NET
2 18 (4.83%) Natural Language Processing
3 13 (3.49%) RESTful
4 10 (2.68%) CSS
4 10 (2.68%) HTML
4 10 (2.68%) Web Services
5 9 (2.41%) ASP.NET
5 9 (2.41%) REST
6 8 (2.14%) OpenCV
7 7 (1.88%) Torch
8 6 (1.61%) AngularJS
9 5 (1.34%) Keras
9 5 (1.34%) Node.js
9 5 (1.34%) STL
10 4 (1.07%) Lucene
10 4 (1.07%) Theano
11 3 (0.80%) PySpark
11 3 (0.80%) scikit-learn
12 2 (0.54%) Pandas
Miscellaneous
1 158 (42.36%) Algorithms
2 153 (41.02%) Computer Science
3 42 (11.26%) Smart City
4 19 (5.09%) 3D Graphics
5 18 (4.83%) Robotics
6 17 (4.56%) Analytical Skills
7 12 (3.22%) Augmented Reality
8 11 (2.95%) Life Science
9 9 (2.41%) Linux Command Line
10 8 (2.14%) Renewable Energy
10 8 (2.14%) Smart Energy
11 7 (1.88%) Acoustics
12 6 (1.61%) Enterprise Software
13 5 (1.34%) Cyberthreat
13 5 (1.34%) Embedded Systems
13 5 (1.34%) Internet of Things
13 5 (1.34%) Smart Home
13 5 (1.34%) User Experience
14 3 (0.80%) Data Structures
15 2 (0.54%) Bitcoin
Operating Systems
1 102 (27.35%) Linux
2 35 (9.38%) Windows
3 19 (5.09%) Unix
4 6 (1.61%) CentOS
5 5 (1.34%) Android
5 5 (1.34%) Mac OS
5 5 (1.34%) Red Hat Enterprise Linux
6 2 (0.54%) Ubuntu
7 1 (0.27%) CoreOS
7 1 (0.27%) Debian
Processes & Methodologies
1 205 (54.96%) Mathematics
2 173 (46.38%) Artificial Intelligence
3 145 (38.87%) Software Engineering
4 142 (38.07%) Physics
5 80 (21.45%) Statistics
6 59 (15.82%) Neural Network
7 55 (14.75%) Deep Learning
8 49 (13.14%) Bayesian Methods
9 44 (11.80%) Multithreading
10 42 (11.26%) Distributed Algorithms
10 42 (11.26%) Reinforcement Learning
10 42 (11.26%) Smart City Simulations
11 41 (10.99%) Computer Vision
12 40 (10.72%) SDLC
13 39 (10.46%) Probabilistic Modelling
14 38 (10.19%) Signal Processing
15 36 (9.65%) Economics
16 34 (9.12%) Open Source
17 31 (8.31%) Image Processing
18 27 (7.24%) DevOps
Programming Languages
1 321 (86.06%) Python
2 219 (58.71%) Java
3 206 (55.23%) C++
4 126 (33.78%) C#
5 115 (30.83%) C
6 100 (26.81%) MATLAB
7 51 (13.67%) R
8 45 (12.06%) Scala
9 36 (9.65%) Julia
9 36 (9.65%) SQL
10 23 (6.17%) JavaScript
11 17 (4.56%) Perl
12 16 (4.29%) Bash Shell
13 12 (3.22%) PHP
14 9 (2.41%) Ruby
15 1 (0.27%) Cython
15 1 (0.27%) VBA
Qualifications
1 175 (46.92%) PhD
2 124 (33.24%) Degree
3 24 (6.43%) Computer Science Degree
3 24 (6.43%) Security Cleared
4 9 (2.41%) Numerate Degree
5 6 (1.61%) Master's Degree
Quality Assurance & Compliance
1 2 (0.54%) QA
System Software
1 16 (4.29%) Docker
2 5 (1.34%) Hyper-V
3 2 (0.54%) NFS
Systems Management
1 10 (2.68%) Puppet
2 8 (2.14%) Ansible
2 8 (2.14%) Opscode Chef
3 6 (1.61%) Salt
4 5 (1.34%) Grafana
4 5 (1.34%) Kubernetes
4 5 (1.34%) Munin
4 5 (1.34%) ZABBIX
5 1 (0.27%) Terraform
Vendors
1 5 (1.34%) Cisco
1 5 (1.34%) VMware
2 4 (1.07%) Microsoft
3 2 (0.54%) Google
4 1 (0.27%) Altera
4 1 (0.27%) Cloudera
4 1 (0.27%) Hortonworks
4 1 (0.27%) Tableau
4 1 (0.27%) Xilinx