The table below looks at the statistics for Machine Learning skills in IT jobs advertised for the Cambridgeshire region. Included is a guide to the salaries offered in IT jobs that have cited Machine Learning over the 3 months to 4 December 2016 with a comparison to the same period over the previous 2 years.

3 months to
4 Dec 2016
Same period 2015 Same period 2014
Machine Learning
Rank 75 124 143
Rank change year-on-year
+49 +19
Permanent jobs citing Machine Learning 45 3 5
As % of all permanent IT jobs located in Cambridgeshire 2.81% 0.15% 0.20%
As % of the Processes & Methodologies category 3.38% 0.18% 0.23%
Number of salaries quoted 40 3 4
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
East of England

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

Processes & Methodologies Category
Cambridgeshire
Permanent IT job ads with a match in the
Processes & Methodologies category
1333 1712 2159
As % of all permanent IT jobs located in Cambridgeshire 83.10% 86.33% 85.88%
Number of salaries quoted 1109 1483 1671
Median salary £46,614 £44,500 £45,000
Median salary % change year-on-year
+4.75% -1.11%
90% offered a salary of more than £32,500 £32,500 £30,000
10% offered a salary of more than £67,500 £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 Cambridgeshire

The demand trend of job ads across the Cambridgeshire 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 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 across the Cambridgeshire region.

Machine Learning Salary Trend in Cambridgeshire

Machine Learning
Salary Histogram in Cambridgeshire

This chart provides a salary histogram for IT jobs citing Machine Learning across the Cambridgeshire region over the 3 months to 4 December 2016.

Machine Learning Salary Histogram 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 3 months to 4 December 2016. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location
(Click see detailed
statistics and trends)
Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +53 45 £50,000 -20.00% 10
Machine Learning
East of England

Machine Learning
Top 30 Related IT Skills in Cambridgeshire

For the 6 months to 4 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 Cambridgeshire region with a requirement for Machine Learning.

1 67 (71.28%) C++
2 61 (64.89%) Python
3 57 (60.64%) Java
4 53 (56.38%) Algorithms
5 49 (52.13%) Computer Science
6 48 (51.06%) Degree
7 46 (48.94%) Mathematics
7 46 (48.94%) C#
8 44 (46.81%) C
9 34 (36.17%) Physics
10 32 (34.04%) Software Engineering
10 32 (34.04%) PhD
11 25 (26.60%) .NET
11 25 (26.60%) ASP.NET
11 25 (26.60%) Artificial Intelligence
12 18 (19.15%) Deep Learning
13 16 (17.02%) Multithreading
14 15 (15.96%) Distributed Algorithms
15 14 (14.89%) OO
16 12 (12.77%) Apple
17 11 (11.70%) Augmented Reality
17 11 (11.70%) Analytical Skills
18 10 (10.64%) Digital Media
18 10 (10.64%) Agile Software Development
18 10 (10.64%) Telecoms
19 9 (9.57%) Scrum
20 8 (8.51%) Web Services
20 8 (8.51%) JavaScript
20 8 (8.51%) Prototyping
21 7 (7.45%) Analytics

Machine Learning
Top Related 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 2 (2.13%) Apache Spark
Business Applications
1 1 (1.06%) Oracle BPM
Cloud Services
1 1 (1.06%) SaaS
Communications & Networking
1 1 (1.06%) TCP/IP
Database & Business Intelligence
1 6 (6.38%) Big Data
2 4 (4.26%) Relational Database
3 3 (3.19%) BusinessObjects
3 3 (3.19%) Lumira
3 3 (3.19%) Oracle BI EE
3 3 (3.19%) Spotfire
4 1 (1.06%) Data Mining
4 1 (1.06%) Data Warehouse
4 1 (1.06%) NoSQL
4 1 (1.06%) SAP BW
Development Applications
1 5 (5.32%) Selenium
2 2 (2.13%) JIRA
2 2 (2.13%) JMeter
2 2 (2.13%) JUnit
2 2 (2.13%) LoadRunner
2 2 (2.13%) NUnit
2 2 (2.13%) Oracle APEX
2 2 (2.13%) YouTrack
General
1 10 (10.64%) Telecoms
2 3 (3.19%) Finance
3 2 (2.13%) Pharmaceutical
4 1 (1.06%) Manufacturing
4 1 (1.06%) Marketing
4 1 (1.06%) Military
4 1 (1.06%) Retail
Job Titles
1 43 (45.74%) Developer
2 34 (36.17%) Software Developer
3 28 (29.79%) Software Engineer
4 18 (19.15%) Machine Learning Engineer
5 9 (9.57%) Java Developer
5 9 (9.57%) Java Engineer
6 7 (7.45%) C++ Software Engineer
7 6 (6.38%) C++ Developer
7 6 (6.38%) Developer/Software Engineer
7 6 (6.38%) Development Engineer
7 6 (6.38%) Software Development Engineer
7 6 (6.38%) Software Test Engineer
7 6 (6.38%) Test Engineer
8 5 (5.32%) C++ Software Developer
8 5 (5.32%) C++/Java Developer
8 5 (5.32%) Data Scientist
8 5 (5.32%) Java Software Engineer
8 5 (5.32%) JavaScript Developer
8 5 (5.32%) Python Developer
9 4 (4.26%) Hardware Engineer
Libraries, Frameworks & Software Standards
1 25 (26.60%) .NET
1 25 (26.60%) ASP.NET
2 8 (8.51%) Web Services
3 5 (5.32%) CSS
3 5 (5.32%) HTML
3 5 (5.32%) Natural Language Processing
4 4 (4.26%) AngularJS
4 4 (4.26%) Node.js
5 2 (2.13%) XML
6 1 (1.06%) CSS3
6 1 (1.06%) D3.js
6 1 (1.06%) Ember.js
6 1 (1.06%) HTML5
6 1 (1.06%) React
6 1 (1.06%) scikit-learn
Miscellaneous
1 53 (56.38%) Algorithms
2 49 (52.13%) Computer Science
3 46 (48.94%) Mathematics
4 34 (36.17%) Physics
5 25 (26.60%) Artificial Intelligence
6 11 (11.70%) Analytical Skills
6 11 (11.70%) Augmented Reality
7 10 (10.64%) Digital Media
8 6 (6.38%) Statistics
9 5 (5.32%) User Experience
10 4 (4.26%) Field-Programmable Gate Array
10 4 (4.26%) Neural Network
11 2 (2.13%) Device Driver
12 1 (1.06%) Clustering
12 1 (1.06%) Data Structures
12 1 (1.06%) Life Science
12 1 (1.06%) Visualisation
Operating Systems
1 4 (4.26%) Linux
2 3 (3.19%) Windows
3 2 (2.13%) Unix
Processes & Methodologies
1 32 (34.04%) Software Engineering
2 18 (19.15%) Deep Learning
3 16 (17.02%) Multithreading
4 15 (15.96%) Distributed Algorithms
5 14 (14.89%) OO
6 10 (10.64%) Agile Software Development
7 9 (9.57%) Scrum
8 8 (8.51%) Prototyping
9 7 (7.45%) Analytics
10 6 (6.38%) Computer Vision
10 6 (6.38%) OOP
10 6 (6.38%) Test Automation
11 4 (4.26%) Coaching
11 4 (4.26%) FPGA Design
11 4 (4.26%) Mentoring
11 4 (4.26%) Signal Processing
11 4 (4.26%) Video Processing
12 3 (3.19%) Business Intelligence
12 3 (3.19%) Data Modelling
12 3 (3.19%) ETL
Programming Languages
1 67 (71.28%) C++
2 61 (64.89%) Python
3 57 (60.64%) Java
4 46 (48.94%) C#
5 44 (46.81%) C
6 8 (8.51%) JavaScript
7 6 (6.38%) MATLAB
8 4 (4.26%) Objective-C
8 4 (4.26%) Perl
8 4 (4.26%) Tcl
9 3 (3.19%) R
9 3 (3.19%) SQL
9 3 (3.19%) TypeScript
9 3 (3.19%) VBA
10 2 (2.13%) Bash Shell
10 2 (2.13%) PL/SQL
10 2 (2.13%) PowerShell
11 1 (1.06%) Scala
Qualifications
1 48 (51.06%) Degree
2 32 (34.04%) PhD
3 1 (1.06%) Postgraduate
Quality Assurance & Compliance
1 6 (6.38%) QA
Vendors
1 12 (12.77%) Apple
2 2 (2.13%) Oracle
2 2 (2.13%) SAP
3 1 (1.06%) Cognos
3 1 (1.06%) Hyperion
3 1 (1.06%) Tableau
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