The table below looks at the statistics for Machine Learning skills in IT jobs advertised for the Cambridge region. Included is a guide to the salaries offered in IT jobs that have cited Machine Learning over the 3 months to 6 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
6 Dec 2016
Same period 2015 Same period 2014
Machine Learning
Rank 55 110 112
Rank change year-on-year
+55 +2
Permanent jobs citing Machine Learning 47 3 4
As % of all permanent IT jobs located in Cambridge 4.27% 0.21% 0.23%
As % of the Processes & Methodologies category 5.16% 0.24% 0.26%
Number of salaries quoted 40 3 3
Median salary £50,000 £62,500 £40,000
Median salary % change year-on-year
-20.00% +56.25%
UK excluding London median salary £50,000 £52,500 £40,000
% change year-on-year
-4.76% +31.25%
Machine Learning
Cambridgeshire

The following table is for comparison with the above and provides statistics for the entire Processes & Methodologies category in permanent jobs advertised in the Cambridge region.

Processes & Methodologies Category
Cambridge
Permanent IT job ads with a match in the
Processes & Methodologies category
911 1262 1522
As % of all permanent IT jobs located in Cambridge 82.74% 86.56% 87.72%
Number of salaries quoted 776 1076 1174
Median salary £47,500 £45,000 £42,500
Median salary % change year-on-year
+5.55% +5.88%
90% offered a salary of more than £31,684 £32,500 £30,000
10% offered a salary of more than £75,000 £60,000 £60,000
UK excluding London median salary £45,000 £45,000 £42,500
% change year-on-year
- +5.88%

Machine Learning
Jobs Demand Trend in Cambridge

The demand trend of job ads across the Cambridge region citing Machine Learning as a proportion of all IT jobs with a match in the Processes & Methodologies category.

Machine Learning Jobs Demand Trend 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 across the Cambridge region.

Machine Learning Salary Trend in Cambridge

Machine Learning
Salary Histogram in Cambridge

This chart provides a salary histogram for IT jobs citing Machine Learning across the Cambridge region over the 3 months to 6 December 2016.

Machine Learning Salary Histogram in Cambridge

Machine Learning
Top 30 Related IT Skills in Cambridge

For the 6 months to 6 December 2016, 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 70 (72.16%) C++
2 63 (64.95%) Python
3 58 (59.79%) Java
4 55 (56.70%) Algorithms
5 50 (51.55%) Computer Science
6 49 (50.52%) Degree
7 48 (49.48%) Mathematics
7 48 (49.48%) C#
8 44 (45.36%) C
9 35 (36.08%) PhD
9 35 (36.08%) Physics
10 33 (34.02%) Software Engineering
11 26 (26.80%) Artificial Intelligence
12 25 (25.77%) .NET
12 25 (25.77%) ASP.NET
13 19 (19.59%) Deep Learning
14 17 (17.53%) Multithreading
15 16 (16.49%) Distributed Algorithms
16 14 (14.43%) OO
17 13 (13.40%) Augmented Reality
18 12 (12.37%) Apple
19 11 (11.34%) Analytical Skills
20 10 (10.31%) Telecoms
20 10 (10.31%) Digital Media
20 10 (10.31%) Agile Software Development
21 9 (9.28%) Scrum
22 8 (8.25%) Web Services
22 8 (8.25%) JavaScript
22 8 (8.25%) Prototyping
23 7 (7.22%) Analytics

Machine Learning
Top Related 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 2 (2.06%) Apache Spark
Business Applications
1 1 (1.03%) Oracle BPM
Cloud Services
1 1 (1.03%) SaaS
Communications & Networking
1 1 (1.03%) TCP/IP
Database & Business Intelligence
1 6 (6.19%) Big Data
2 4 (4.12%) Relational Database
3 3 (3.09%) BusinessObjects
3 3 (3.09%) Lumira
3 3 (3.09%) Oracle BI EE
3 3 (3.09%) Spotfire
4 1 (1.03%) Data Mining
4 1 (1.03%) Data Warehouse
4 1 (1.03%) NoSQL
4 1 (1.03%) SAP BW
Development Applications
1 5 (5.15%) Selenium
2 2 (2.06%) JIRA
2 2 (2.06%) JMeter
2 2 (2.06%) JUnit
2 2 (2.06%) LoadRunner
2 2 (2.06%) NUnit
2 2 (2.06%) Oracle APEX
2 2 (2.06%) YouTrack
General
1 10 (10.31%) Telecoms
2 3 (3.09%) Finance
3 2 (2.06%) Pharmaceutical
4 1 (1.03%) Manufacturing
4 1 (1.03%) Marketing
4 1 (1.03%) Military
4 1 (1.03%) Retail
Job Titles
1 43 (44.33%) Developer
2 34 (35.05%) Software Developer
3 29 (29.90%) Software Engineer
4 18 (18.56%) Machine Learning Engineer
5 9 (9.28%) Java Developer
5 9 (9.28%) Java Engineer
6 8 (8.25%) C++ Software Engineer
7 6 (6.19%) C++ Developer
7 6 (6.19%) Developer/Software Engineer
7 6 (6.19%) Development Engineer
7 6 (6.19%) Software Development Engineer
7 6 (6.19%) Software Test Engineer
7 6 (6.19%) Test Engineer
8 5 (5.15%) C++ Software Developer
8 5 (5.15%) C++/Java Developer
8 5 (5.15%) Data Scientist
8 5 (5.15%) Java Software Engineer
8 5 (5.15%) JavaScript Developer
8 5 (5.15%) Python Developer
9 4 (4.12%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 25 (25.77%) .NET
1 25 (25.77%) ASP.NET
2 8 (8.25%) Web Services
3 5 (5.15%) CSS
3 5 (5.15%) HTML
3 5 (5.15%) Natural Language Processing
4 4 (4.12%) AngularJS
4 4 (4.12%) Node.js
5 2 (2.06%) XML
6 1 (1.03%) CSS3
6 1 (1.03%) D3.js
6 1 (1.03%) Ember.js
6 1 (1.03%) HTML5
6 1 (1.03%) React
6 1 (1.03%) scikit-learn
Miscellaneous
1 55 (56.70%) Algorithms
2 50 (51.55%) Computer Science
3 48 (49.48%) Mathematics
4 35 (36.08%) Physics
5 26 (26.80%) Artificial Intelligence
6 13 (13.40%) Augmented Reality
7 11 (11.34%) Analytical Skills
8 10 (10.31%) Digital Media
9 6 (6.19%) Statistics
10 5 (5.15%) User Experience
11 4 (4.12%) Field-Programmable Gate Array
11 4 (4.12%) Neural Network
12 2 (2.06%) Device Driver
13 1 (1.03%) Clustering
13 1 (1.03%) Data Structures
13 1 (1.03%) Life Science
13 1 (1.03%) Visualisation
Operating Systems
1 4 (4.12%) Linux
1 4 (4.12%) Windows
2 2 (2.06%) Unix
Processes & Methodologies
1 33 (34.02%) Software Engineering
2 19 (19.59%) Deep Learning
3 17 (17.53%) Multithreading
4 16 (16.49%) Distributed Algorithms
5 14 (14.43%) OO
6 10 (10.31%) Agile Software Development
7 9 (9.28%) Scrum
8 8 (8.25%) Prototyping
9 7 (7.22%) Analytics
10 6 (6.19%) Computer Vision
10 6 (6.19%) OOP
10 6 (6.19%) Test Automation
11 4 (4.12%) Coaching
11 4 (4.12%) FPGA Design
11 4 (4.12%) Mentoring
11 4 (4.12%) Signal Processing
11 4 (4.12%) Video Processing
12 3 (3.09%) Data Modelling
12 3 (3.09%) ETL
12 3 (3.09%) Image Processing
Programming Languages
1 70 (72.16%) C++
2 63 (64.95%) Python
3 58 (59.79%) Java
4 48 (49.48%) C#
5 44 (45.36%) C
6 8 (8.25%) JavaScript
7 7 (7.22%) MATLAB
8 4 (4.12%) Objective-C
8 4 (4.12%) Perl
8 4 (4.12%) Tcl
9 3 (3.09%) R
9 3 (3.09%) SQL
9 3 (3.09%) TypeScript
9 3 (3.09%) VBA
10 2 (2.06%) Bash Shell
10 2 (2.06%) PL/SQL
10 2 (2.06%) PowerShell
11 1 (1.03%) Scala
Qualifications
1 49 (50.52%) Degree
2 35 (36.08%) PhD
3 1 (1.03%) Postgraduate
Quality Assurance & Compliance
1 6 (6.19%) QA
Vendors
1 12 (12.37%) Apple
2 2 (2.06%) Oracle
2 2 (2.06%) SAP
3 1 (1.03%) Cognos
3 1 (1.03%) Hyperion
3 1 (1.03%) Tableau
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