Period
to 21 November 2017

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 6 months to 21 November 2017 with a comparison to the same period in the previous 2 years.

Machine Learning
Cambridgeshire > Cambridge
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 23 67 143
Rank change year-on-year +44 +76 -3
Permanent jobs citing Machine Learning 369 90 16
As % of all permanent IT jobs advertised in Cambridge 11.78% 3.97% 0.56%
As % of the Processes & Methodologies category 12.65% 4.44% 0.64%
Number of salaries quoted 266 69 15
Cambridge median annual salary £57,500 £52,500 £50,000
Median salary % change year-on-year +9.52% +5.00% +42.86%
10th Percentile £28,750 £26,250 £41,250
90th Percentile £85,000 £77,500 £76,500
Cambridgeshire median annual salary £60,000 £52,500 £50,000
% change year-on-year +14.29% +5.00% +42.86%

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 Cambridge with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridge
Permanent vacancies with a requirement for process or methodology skills 2916 2027 2516
As % of all permanent IT jobs advertised in Cambridge 93.07% 89.33% 88.40%
Number of salaries quoted 2216 1667 2168
Cambridge median annual salary £50,000 £45,000 £45,000
Median salary % change year-on-year +11.11% - +8.43%
10th Percentile £29,000 £26,250 £29,750
90th Percentile £72,500 £67,500 £62,875
Cambridgeshire median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Machine Learning
Job Vacancy Trend in Cambridge

Job postings citing Machine Learning as a percentage of all IT jobs advertised in Cambridge.

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 6 months to 21 November 2017.

Salary histogram for Machine Learning in Cambridge

For the 6 months to 21 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 Cambridge region with a requirement for Machine Learning.

1 319 (86.45%) Python
2 217 (58.81%) Java
3 208 (56.37%) C++
4 205 (55.56%) Mathematics
5 178 (48.24%) Artificial Intelligence
6 173 (46.88%) PhD
7 159 (43.09%) Algorithms
8 154 (41.73%) Computer Science
9 146 (39.57%) Software Engineering
10 144 (39.02%) Physics
11 129 (34.96%) C#
12 123 (33.33%) Degree
13 116 (31.44%) C
14 102 (27.64%) MATLAB
15 101 (27.37%) Linux
16 81 (21.95%) Statistics
17 63 (17.07%) Neural Network
18 57 (15.45%) Deep Learning
19 52 (14.09%) Bayesian Methods
20 49 (13.28%) R
21 45 (12.20%) Multithreading
21 45 (12.20%) Smart City
21 45 (12.20%) Smart City Simulations
22 44 (11.92%) Distributed Algorithms
23 43 (11.65%) Reinforcement Learning
24 42 (11.38%) Probabilistic Modelling
25 40 (10.84%) Scala
26 39 (10.57%) Economics
26 39 (10.57%) Finance
26 39 (10.57%) Julia

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 39 (10.57%) Apache Spark
2 4 (1.08%) Apache Solr
2 4 (1.08%) Elasticsearch
3 1 (0.27%) DNN
3 1 (0.27%) Ethereum
3 1 (0.27%) Jupyter
3 1 (0.27%) SAS
Applications
1 1 (0.27%) Microsoft Excel
1 1 (0.27%) Weka
Cloud Services
1 22 (5.96%) Amazon AWS
2 8 (2.17%) Cloud Computing
3 3 (0.81%) Azure Machine Learning
3 3 (0.81%) Microsoft Azure
4 1 (0.27%) AWS CloudFormation
4 1 (0.27%) Cortana Intelligence Suite
4 1 (0.27%) GitHub
Communications & Networking
1 25 (6.78%) TCP/IP
2 6 (1.63%) SMS
3 5 (1.36%) Internet
3 5 (1.36%) Network Security
4 3 (0.81%) DHCP
4 3 (0.81%) DNS
5 2 (0.54%) OpenVPN
6 1 (0.27%) LDAP
6 1 (0.27%) Skype
Database & Business Intelligence
1 38 (10.30%) Big Data
2 29 (7.86%) Hadoop
3 18 (4.88%) Relational Database
4 17 (4.61%) RDBMS
5 10 (2.71%) NoSQL
6 9 (2.44%) Data Mining
7 5 (1.36%) GIS
8 3 (0.81%) Blockchain
9 2 (0.54%) Data Warehouse
10 1 (0.27%) MongoDB
10 1 (0.27%) MySQL
10 1 (0.27%) Oracle BI EE
10 1 (0.27%) Text Mining
Development Applications
1 33 (8.94%) Git (software)
2 10 (2.71%) Jenkins
2 10 (2.71%) JIRA
3 8 (2.17%) JUnit
4 7 (1.90%) Cucumber
4 7 (1.90%) Selenium
5 6 (1.63%) GitLab
6 3 (0.81%) 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 39 (10.57%) Finance
2 5 (1.36%) Games
3 4 (1.08%) Automotive
3 4 (1.08%) Marketing
4 3 (0.81%) Advertising
5 2 (0.54%) Pharmaceutical
5 2 (0.54%) Retail
6 1 (0.27%) Electronics
Job Titles
1 107 (29.00%) Developer
2 70 (18.97%) Data Scientist
3 69 (18.70%) Software Engineer
4 66 (17.89%) Software Developer
5 62 (16.80%) Graduate
6 45 (12.20%) C++ Developer
7 39 (10.57%) C++ Software Developer
8 33 (8.94%) Research Engineer
9 31 (8.40%) C++ Software Engineer
9 31 (8.40%) Developer/Software Engineer
9 31 (8.40%) Machine Learning Engineer
10 25 (6.78%) Analyst
10 25 (6.78%) Graduate Analyst
11 24 (6.50%) Machine Learning Scientist
12 22 (5.96%) DevOps Engineer
12 22 (5.96%) Machine Learning Researcher
13 18 (4.88%) Graduate Software Analyst
13 18 (4.88%) Machine Learning Developer
13 18 (4.88%) Software Analyst
14 17 (4.61%) Graduate Developer
Libraries, Frameworks & Software Standards
1 36 (9.76%) TensorFlow
2 18 (4.88%) .NET
3 17 (4.61%) Natural Language Processing
4 12 (3.25%) RESTful
5 10 (2.71%) CSS
5 10 (2.71%) HTML
6 9 (2.44%) ASP.NET
6 9 (2.44%) REST
6 9 (2.44%) Web Services
7 8 (2.17%) OpenCV
8 7 (1.90%) Torch
9 6 (1.63%) AngularJS
10 5 (1.36%) Keras
10 5 (1.36%) Node.js
10 5 (1.36%) STL
11 4 (1.08%) Lucene
11 4 (1.08%) Theano
12 3 (0.81%) PySpark
12 3 (0.81%) scikit-learn
13 2 (0.54%) Pandas
Miscellaneous
1 159 (43.09%) Algorithms
2 154 (41.73%) Computer Science
3 45 (12.20%) Smart City
4 19 (5.15%) 3D Graphics
5 18 (4.88%) Robotics
6 13 (3.52%) Analytical Skills
7 11 (2.98%) Augmented Reality
8 10 (2.71%) Life Science
9 9 (2.44%) Linux Command Line
10 8 (2.17%) Renewable Energy
10 8 (2.17%) Smart Energy
11 7 (1.90%) Acoustics
12 6 (1.63%) Enterprise Software
13 5 (1.36%) Cyberthreat
13 5 (1.36%) Embedded Systems
13 5 (1.36%) Internet of Things
13 5 (1.36%) Smart Home
13 5 (1.36%) User Experience
14 3 (0.81%) Data Structures
15 2 (0.54%) Bitcoin
Operating Systems
1 101 (27.37%) Linux
2 35 (9.49%) Windows
3 19 (5.15%) Unix
4 6 (1.63%) CentOS
5 5 (1.36%) Android
5 5 (1.36%) Mac OS
5 5 (1.36%) Red Hat Enterprise Linux
6 2 (0.54%) Ubuntu
7 1 (0.27%) CoreOS
7 1 (0.27%) Debian
Processes & Methodologies
1 205 (55.56%) Mathematics
2 178 (48.24%) Artificial Intelligence
3 146 (39.57%) Software Engineering
4 144 (39.02%) Physics
5 81 (21.95%) Statistics
6 63 (17.07%) Neural Network
7 57 (15.45%) Deep Learning
8 52 (14.09%) Bayesian Methods
9 45 (12.20%) Multithreading
9 45 (12.20%) Smart City Simulations
10 44 (11.92%) Distributed Algorithms
11 43 (11.65%) Reinforcement Learning
12 42 (11.38%) Probabilistic Modelling
13 39 (10.57%) Economics
13 39 (10.57%) SDLC
14 38 (10.30%) Signal Processing
15 36 (9.76%) Computer Vision
16 34 (9.21%) Open Source
17 27 (7.32%) DevOps
18 26 (7.05%) Image Processing
Programming Languages
1 319 (86.45%) Python
2 217 (58.81%) Java
3 208 (56.37%) C++
4 129 (34.96%) C#
5 116 (31.44%) C
6 102 (27.64%) MATLAB
7 49 (13.28%) R
8 40 (10.84%) Scala
9 39 (10.57%) Julia
10 37 (10.03%) SQL
11 22 (5.96%) JavaScript
12 17 (4.61%) Perl
13 16 (4.34%) Bash Shell
14 11 (2.98%) PHP
15 10 (2.71%) Ruby
16 1 (0.27%) Cython
16 1 (0.27%) VBA
Qualifications
1 173 (46.88%) PhD
2 123 (33.33%) Degree
3 24 (6.50%) Computer Science Degree
3 24 (6.50%) Security Cleared
4 9 (2.44%) Numerate Degree
5 6 (1.63%) Master's Degree
Quality Assurance & Compliance
1 2 (0.54%) QA
System Software
1 16 (4.34%) Docker
2 5 (1.36%) Hyper-V
3 2 (0.54%) NFS
Systems Management
1 10 (2.71%) Puppet
2 8 (2.17%) Ansible
2 8 (2.17%) Opscode Chef
3 6 (1.63%) Salt
4 5 (1.36%) Grafana
4 5 (1.36%) Kubernetes
4 5 (1.36%) Munin
4 5 (1.36%) ZABBIX
5 1 (0.27%) Terraform
Vendors
1 5 (1.36%) Cisco
1 5 (1.36%) VMware
2 4 (1.08%) Microsoft
3 2 (0.54%) Google
4 1 (0.27%) Altera
4 1 (0.27%) Xilinx