The following table provides summary statistics for permanent job vacancies advertised in Cambridge 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 3 months to 28 March 2017 with a comparison to the same period in the previous 2 years.

Machine Learning
Cambridgeshire / Cambridge
3 months to
28 Mar 2017
Same period 2016 Same period 2015
Rank 28 92 104
Rank change year-on-year +64 +12  
Permanent jobs citing Machine Learning 101 21 7
As % of all permanent IT jobs advertised in Cambridge 8.18% 1.41% 0.47%
As % of the Processes & Methodologies category 8.95% 1.56% 0.56%
Number of salaries quoted 68 17 5
Median salary £52,500 £47,500 £38,564
Median salary % change year-on-year +10.52% +23.17%  
UK excluding London median salary £52,500 £54,000 £48,750
% change year-on-year -2.77% +10.76%  

Machine Learning is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Cambridge with a requirement for process and methodology skills.

Process & Methodology Skills
Cambridge
Permanent job vacancies with a requirement for process and methodology skills 1129 1346 1243
As % of all permanent IT job vacancies advertised in Cambridge 91.49% 90.27% 83.99%
Number of salaries quoted 835 1028 1019
Median salary £46,000 £44,000 £45,000
Median salary % change year-on-year +4.54% -2.22%  
90% offered a salary of more than £30,000 £31,000 £30,000
10% offered a salary of more than £70,000 £57,500 £62,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

Machine Learning
Job Vacancy Trend in Cambridge

The job posting trend of jobs advertised in Cambridge citing Machine Learning as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Machine Learning in Cambridge

Machine Learning
Salary Trend in Cambridge

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

Salary trend for Machine Learning in Cambridge

Machine Learning
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Machine Learning in Cambridge over the 3 months to 28 March 2017.

Salary histogram for Machine Learning in Cambridge

Machine Learning
Top 30 Co-occurring IT Skills in Cambridge

For the 6 months to 28 March 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 Cambridge region with a requirement for Machine Learning.

1 110 (73.83%) Python
2 109 (73.15%) C++
3 89 (59.73%) Java
4 87 (58.39%) PhD
5 85 (57.05%) Mathematics
6 79 (53.02%) C#
7 78 (52.35%) Algorithms
8 61 (40.94%) Software Engineering
9 57 (38.26%) Physics
10 55 (36.91%) Degree
11 50 (33.56%) Computer Science
11 50 (33.56%) Artificial Intelligence
12 45 (30.20%) C
13 31 (20.81%) Deep Learning
14 29 (19.46%) Augmented Reality
15 28 (18.79%) MATLAB
15 28 (18.79%) .NET
16 27 (18.12%) Linux
17 26 (17.45%) Multithreading
18 24 (16.11%) Reinforcement Learning
19 23 (15.44%) Distributed Algorithms
20 22 (14.77%) ASP.NET
21 18 (12.08%) Computer Vision
22 16 (10.74%) Statistics
22 16 (10.74%) Windows
22 16 (10.74%) Apache Spark
23 15 (10.07%) Scala
24 14 (9.40%) Signal Processing
25 13 (8.72%) Image Processing
26 12 (8.05%) Neural Network

Machine Learning
Co-occurring IT Skills in Cambridge 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 16 (10.74%) Apache Spark
2 6 (4.03%) Elasticsearch
3 5 (3.36%) DNN
4 3 (2.01%) Apache Solr
4 3 (2.01%) Jupyter
5 2 (1.34%) OpenStack
Applications
1 2 (1.34%) MS Excel
Business Applications
1 1 (0.67%) Oracle BPM
Cloud Services
1 2 (1.34%) Amazon AWS
2 1 (0.67%) Cloud Computing
2 1 (0.67%) SaaS
Communications & Networking
1 3 (2.01%) TCP/IP
2 1 (0.67%) Internet
Database & Business Intelligence
1 7 (4.70%) Big Data
2 6 (4.03%) BusinessObjects
2 6 (4.03%) Lumira
2 6 (4.03%) Oracle BI EE
2 6 (4.03%) Spotfire
3 5 (3.36%) Data Mining
3 5 (3.36%) Hadoop
4 3 (2.01%) Apache Cassandra
4 3 (2.01%) MySQL
4 3 (2.01%) Neo4j
4 3 (2.01%) Text Mining
5 2 (1.34%) Apache Hive
5 2 (1.34%) PostgreSQL
5 2 (1.34%) Relational Database
6 1 (0.67%) Data Warehouse
6 1 (0.67%) SAP BW
Development Applications
1 5 (3.36%) Git (software)
1 5 (3.36%) Oracle APEX
2 3 (2.01%) Selenium
3 2 (1.34%) Clang
3 2 (1.34%) GCC
General
1 11 (7.38%) Games
2 8 (5.37%) Pharmaceutical
3 4 (2.68%) Telecoms
4 3 (2.01%) French Language
4 3 (2.01%) Italian Language
4 3 (2.01%) Spanish Language
5 2 (1.34%) Finance
5 2 (1.34%) Manufacturing
6 1 (0.67%) Banking
6 1 (0.67%) Electronics
6 1 (0.67%) Military
Job Titles
1 43 (28.86%) Developer
1 43 (28.86%) Software Engineer
2 38 (25.50%) Software Developer
3 28 (18.79%) Graduate
4 20 (13.42%) C++ Software Engineer
4 20 (13.42%) Mathematical Developer
5 17 (11.41%) Computer Engineer
6 14 (9.40%) Java Engineer
7 13 (8.72%) Data Scientist
7 13 (8.72%) Machine Learning Engineer
7 13 (8.72%) Research Engineer
8 11 (7.38%) C++ Developer
8 11 (7.38%) C++ Software Developer
8 11 (7.38%) Java Software Engineer
9 8 (5.37%) Developer/Software Engineer
9 8 (5.37%) Python Software Engineer
9 8 (5.37%) Windows Engineer
10 7 (4.70%) Analyst
10 7 (4.70%) C# Software Engineer
10 7 (4.70%) Java Developer
Libraries, Frameworks & Software Standards
1 28 (18.79%) .NET
2 22 (14.77%) ASP.NET
3 9 (6.04%) Unity (Game Engine)
4 8 (5.37%) Theano
5 6 (4.03%) OpenCV
6 5 (3.36%) RESTful
6 5 (3.36%) XML
7 4 (2.68%) Natural Language Processing
8 3 (2.01%) AngularJS
8 3 (2.01%) Kafka
8 3 (2.01%) Lucene
8 3 (2.01%) Unreal Engine
8 3 (2.01%) Web Services
9 2 (1.34%) D3.js
9 2 (1.34%) Direct3D
9 2 (1.34%) OpenCL
9 2 (1.34%) OpenGL
9 2 (1.34%) OpenGL ES
9 2 (1.34%) Spring
9 2 (1.34%) TensorFlow
Miscellaneous
1 78 (52.35%) Algorithms
2 50 (33.56%) Computer Science
3 29 (19.46%) Augmented Reality
4 6 (4.03%) Field-Programmable Gate Array
5 4 (2.68%) 3D Graphics
6 3 (2.01%) Analytical Skills
6 3 (2.01%) Device Driver
6 3 (2.01%) Digital Media
7 2 (1.34%) Life Science
7 2 (1.34%) User Experience
8 1 (0.67%) Client/Server
8 1 (0.67%) Embedded Systems
8 1 (0.67%) Internet of Things
8 1 (0.67%) Online Games
8 1 (0.67%) Private Cloud
8 1 (0.67%) Semantic Web
Operating Systems
1 27 (18.12%) Linux
2 16 (10.74%) Windows
3 8 (5.37%) Unix
4 2 (1.34%) Android
Processes & Methodologies
1 85 (57.05%) Mathematics
2 61 (40.94%) Software Engineering
3 57 (38.26%) Physics
4 50 (33.56%) Artificial Intelligence
5 31 (20.81%) Deep Learning
6 26 (17.45%) Multithreading
7 24 (16.11%) Reinforcement Learning
8 23 (15.44%) Distributed Algorithms
9 18 (12.08%) Computer Vision
10 16 (10.74%) Statistics
11 14 (9.40%) Signal Processing
12 13 (8.72%) Image Processing
13 12 (8.05%) Neural Network
14 11 (7.38%) Bayesian Methods
15 9 (6.04%) Analytics
15 9 (6.04%) Prototyping
16 7 (4.70%) Agile Software Development
17 6 (4.03%) Business Intelligence
17 6 (4.03%) ETL
17 6 (4.03%) Project Management
Programming Languages
1 110 (73.83%) Python
2 109 (73.15%) C++
3 89 (59.73%) Java
4 79 (53.02%) C#
5 45 (30.20%) C
6 28 (18.79%) MATLAB
7 15 (10.07%) Scala
8 12 (8.05%) R
9 9 (6.04%) JavaScript
10 7 (4.70%) Perl
11 6 (4.03%) Tcl
11 6 (4.03%) VBA
12 5 (3.36%) PL/SQL
12 5 (3.36%) SQL
13 4 (2.68%) Fortran
14 3 (2.01%) Bash Shell
15 2 (1.34%) Assembly Language
15 2 (1.34%) Embedded C
Qualifications
1 87 (58.39%) PhD
2 55 (36.91%) Degree
3 3 (2.01%) Security Cleared
Quality Assurance & Compliance
1 8 (5.37%) QA
System Software
1 3 (2.01%) Docker
Vendors
1 5 (3.36%) Oracle
2 2 (1.34%) SAP
2 2 (1.34%) Tableau
3 1 (0.67%) Cognos
3 1 (0.67%) Hyperion
3 1 (0.67%) Vertica
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