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 28 August 2016 with a comparison to the same period over the previous 2 years.

3 months to
28 Aug 2016
Same period 2015 Same period 2014
Machine Learning
Rank 60 103 94
Rank change year-on-year
+43 -9
Permanent jobs citing Machine Learning 47 7 36
As % of all permanent IT jobs located in Cambridge 3.93% 0.51% 1.98%
As % of the Processes & Methodologies category 4.64% 0.59% 2.33%
Number of salaries quoted 30 7 24
Median salary £65,000 £50,000 £35,000
Median salary % change year-on-year
+30.00% +42.85%
90% offered a salary of more than £27,500 £46,500 £27,500
10% offered a salary of more than £75,000 £64,000 £37,500
UK excluding London median salary £50,000 £50,000 £42,500
% change year-on-year
- +17.64%
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
1013 1189 1545
As % of all permanent IT jobs located in Cambridge 84.77% 86.35% 84.84%
Number of salaries quoted 837 1032 1197
Median salary £50,000 £45,000 £41,000
Median salary % change year-on-year
+11.11% +9.75%
90% offered a salary of more than £32,500 £32,500 £29,660
10% offered a salary of more than £70,000 £55,000 £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 28 August 2016.

Machine Learning Salary Histogram in Cambridge

Machine Learning
Top 30 Related IT Skills in Cambridge

For the 6 months to 28 August 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 39 (60.94%) C++
2 36 (56.25%) Java
3 35 (54.69%) Computer Science
4 34 (53.13%) Degree
5 31 (48.44%) Python
6 30 (46.88%) Algorithms
7 29 (45.31%) Mathematics
8 28 (43.75%) Software Engineering
9 25 (39.06%) C#
10 23 (35.94%) C
11 22 (34.38%) Physics
12 17 (26.56%) PhD
13 16 (25.00%) .NET
13 16 (25.00%) ASP.NET
14 14 (21.88%) OO
15 13 (20.31%) Telecoms
15 13 (20.31%) Digital Media
16 12 (18.75%) Apple
17 9 (14.06%) Artificial Intelligence
17 9 (14.06%) Deep Learning
18 8 (12.50%) Scrum
18 8 (12.50%) Web Services
19 7 (10.94%) Distributed Algorithms
19 7 (10.94%) Multithreading
20 6 (9.38%) Test Automation
20 6 (9.38%) Augmented Reality
20 6 (9.38%) Analytics
20 6 (9.38%) Analytical Skills
20 6 (9.38%) OOP
21 5 (7.81%) Big Data

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 1 (1.56%) Apache Spark
Applications
1 1 (1.56%) Mathcad
Database & Business Intelligence
1 5 (7.81%) Big Data
2 2 (3.13%) Data Mining
2 2 (3.13%) Relational Database
3 1 (1.56%) DB2
3 1 (1.56%) Hadoop
3 1 (1.56%) NoSQL
3 1 (1.56%) Oracle Reports
3 1 (1.56%) SQL Server
Development Applications
1 2 (3.13%) JIRA
1 2 (3.13%) JMeter
1 2 (3.13%) JUnit
1 2 (3.13%) LoadRunner
1 2 (3.13%) NUnit
1 2 (3.13%) Selenium
1 2 (3.13%) YouTrack
General
1 13 (20.31%) Telecoms
2 3 (4.69%) Finance
3 1 (1.56%) Publishing
3 1 (1.56%) Retail
Job Titles
1 27 (42.19%) Software Engineer
2 26 (40.63%) Developer
3 21 (32.81%) Software Developer
4 20 (31.25%) Machine Learning Engineer
5 6 (9.38%) Development Engineer
5 6 (9.38%) Java Developer
5 6 (9.38%) Software Development Engineer
5 6 (9.38%) Software Test Engineer
5 6 (9.38%) Test Engineer
6 5 (7.81%) Java Engineer
7 4 (6.25%) C++ Developer
7 4 (6.25%) C++/Java Developer
7 4 (6.25%) Data Scientist
7 4 (6.25%) Python Developer
7 4 (6.25%) Senior Development Engineer
7 4 (6.25%) Senior Software Development Engineer
7 4 (6.25%) Senior Software Engineer
8 3 (4.69%) C++ Software Engineer
8 3 (4.69%) Java Software Developer
8 3 (4.69%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 16 (25.00%) .NET
1 16 (25.00%) ASP.NET
2 8 (12.50%) Web Services
3 4 (6.25%) Natural Language Processing
4 2 (3.13%) CSS
4 2 (3.13%) HTML
5 1 (1.56%) AngularJS
5 1 (1.56%) CSS3
5 1 (1.56%) Ember.js
5 1 (1.56%) HTML5
5 1 (1.56%) Node.js
5 1 (1.56%) React
Miscellaneous
1 35 (54.69%) Computer Science
2 30 (46.88%) Algorithms
3 29 (45.31%) Mathematics
4 22 (34.38%) Physics
5 13 (20.31%) Digital Media
6 9 (14.06%) Artificial Intelligence
7 6 (9.38%) Analytical Skills
7 6 (9.38%) Augmented Reality
8 4 (6.25%) Statistics
9 2 (3.13%) Data Structures
9 2 (3.13%) Visualisation
10 1 (1.56%) CUDA
Operating Systems
1 3 (4.69%) Linux
2 2 (3.13%) Windows
Processes & Methodologies
1 28 (43.75%) Software Engineering
2 14 (21.88%) OO
3 9 (14.06%) Deep Learning
4 8 (12.50%) Scrum
5 7 (10.94%) Distributed Algorithms
5 7 (10.94%) Multithreading
6 6 (9.38%) Analytics
6 6 (9.38%) OOP
6 6 (9.38%) Test Automation
7 4 (6.25%) Agile Software Development
7 4 (6.25%) Prototyping
8 2 (3.13%) Behavioural Analytics
8 2 (3.13%) Defect Management
8 2 (3.13%) Load Testing
8 2 (3.13%) Process Improvement
8 2 (3.13%) Statistical Modelling
9 1 (1.56%) Data Architecture
9 1 (1.56%) Enterprise Architecture
9 1 (1.56%) Predictive Analytics
9 1 (1.56%) Predictive Modelling
Programming Languages
1 39 (60.94%) C++
2 36 (56.25%) Java
3 31 (48.44%) Python
4 25 (39.06%) C#
5 23 (35.94%) C
6 4 (6.25%) Objective-C
7 2 (3.13%) Bash Shell
7 2 (3.13%) JavaScript
7 2 (3.13%) PowerShell
7 2 (3.13%) R
7 2 (3.13%) SQL
8 1 (1.56%) Embedded C
8 1 (1.56%) MATLAB
Qualifications
1 34 (53.13%) Degree
2 17 (26.56%) PhD
3 1 (1.56%) Postgraduate
Quality Assurance & Compliance
1 3 (4.69%) QA
Vendors
1 12 (18.75%) Apple
2 2 (3.13%) Oracle
3 1 (1.56%) ANSYS
3 1 (1.56%) IBM
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