Period
to 21 October 2018

The following table provides summary statistics for permanent job vacancies advertised in Cambridgeshire 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 October 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
East of England > Cambridgeshire
6 months to
21 Oct 2018
Same period 2017 Same period 2016
Rank 20 33 100
Rank change year-on-year +13 +67 +77
Permanent jobs citing Machine Learning 359 318 86
As % of all permanent IT jobs advertised in Cambridgeshire 10.51% 8.44% 2.43%
As % of the Processes & Methodologies category 11.43% 9.14% 2.72%
Number of salaries quoted 262 233 67
Cambridgeshire median annual salary £60,000 £60,000 £50,000
Median salary % change year-on-year - +20.00% +2.56%
10th Percentile £27,725 £26,250 £26,250
90th Percentile £81,800 £85,000 £77,500
East of England median annual salary £60,000 £50,000 £60,000
% change year-on-year +20.00% -16.67% +20.00%

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 Cambridgeshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Cambridgeshire
Permanent vacancies with a requirement for process or methodology skills 3,140 3,479 3,166
As % of all permanent IT jobs advertised in Cambridgeshire 91.92% 92.28% 89.41%
Number of salaries quoted 2,152 2,703 2,609
Cambridgeshire median annual salary £47,500 £47,500 £45,000
Median salary % change year-on-year - +5.56% +2.27%
10th Percentile £27,500 £27,500 £26,250
90th Percentile £70,000 £70,000 £66,250
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

Machine Learning
Job Vacancy Trend in Cambridgeshire

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

Job vacancy trend for Machine Learning 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 in Cambridgeshire.

Salary trend for Machine Learning in Cambridgeshire

Machine Learning
Salary Histogram in Cambridgeshire

The salary distribution of IT jobs citing Machine Learning in Cambridgeshire over the 6 months to 21 October 2018.

Salary histogram for Machine Learning 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 6 months to 21 October 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cambridge +15 344 £60,000 - 64
Peterborough - 13 £55,000 - 2
Machine Learning
East of England

For the 6 months to 21 October 2018, IT jobs citing Machine Learning also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Cambridgeshire region with a requirement for Machine Learning.

1 221 (61.56%) Python
2 204 (56.82%) Artificial Intelligence
3 157 (43.73%) Java
4 156 (43.45%) C++
5 127 (35.38%) Linux
6 118 (32.87%) Algorithms
7 117 (32.59%) Software Engineering
8 107 (29.81%) PhD
9 101 (28.13%) Mathematics
9 101 (28.13%) Big Data
10 100 (27.86%) C
11 79 (22.01%) C#
11 79 (22.01%) Deep Learning
12 76 (21.17%) Multithreading
13 68 (18.94%) Degree
13 68 (18.94%) Bayesian Methods
14 67 (18.66%) Distributed Algorithms
15 65 (18.11%) TensorFlow
16 62 (17.27%) Reinforcement Learning
17 58 (16.16%) Finance
18 57 (15.88%) Amazon AWS
19 56 (15.60%) Natural Language Processing
20 51 (14.21%) Computer Science
21 48 (13.37%) Biology
22 47 (13.09%) Data Science
23 45 (12.53%) Fintech
24 44 (12.26%) MPhil
25 39 (10.86%) Computational Biology
25 39 (10.86%) Computational Linguistics
25 39 (10.86%) Probabilistic Modelling

Machine Learning
Co-occurring 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 18 (5.01%) Apache Spark
2 11 (3.06%) Elasticsearch
3 9 (2.51%) OpenStack
3 9 (2.51%) SharePoint
4 6 (1.67%) Apache
5 2 (0.56%) MS Exchange
6 1 (0.28%) MS Project Server
6 1 (0.28%) SAS
Applications
1 14 (3.90%) Microsoft PowerPoint
2 8 (2.23%) MS Visio
2 8 (2.23%) RoboHelp
3 1 (0.28%) Microsoft Project
3 1 (0.28%) SOLIDWORKS
Cloud Services
1 57 (15.88%) Amazon AWS
2 30 (8.36%) Microsoft Azure
3 25 (6.96%) Cloud Computing
4 6 (1.67%) Google Cloud Platform
5 2 (0.56%) Azure Data Factory
5 2 (0.56%) Data Lake Analytics
5 2 (0.56%) Office 365
Communications & Networking
1 22 (6.13%) WebEx
2 9 (2.51%) Firewall
2 9 (2.51%) Software-Defined Networking
3 5 (1.39%) Cisco IOS
4 2 (0.56%) SMS
4 2 (0.56%) Wireless
5 1 (0.28%) Internet
Database & Business Intelligence
1 101 (28.13%) Big Data
2 27 (7.52%) MongoDB
3 26 (7.24%) Hadoop
4 21 (5.85%) NoSQL
5 18 (5.01%) Blockchain
6 12 (3.34%) HBase
7 6 (1.67%) Power BI
8 4 (1.11%) Amazon Redshift
8 4 (1.11%) Data Warehouse
8 4 (1.11%) MySQL
8 4 (1.11%) SQL Server
9 3 (0.84%) Data Lake
10 2 (0.56%) Azure SQL Database
10 2 (0.56%) Relational Database
11 1 (0.28%) Apache Cassandra
11 1 (0.28%) HDInsight
11 1 (0.28%) PostgreSQL
11 1 (0.28%) Sqoop
Development Applications
1 28 (7.80%) Git (software)
2 14 (3.90%) Jenkins
3 9 (2.51%) JMeter
3 9 (2.51%) SoapUI
4 6 (1.67%) JIRA
5 5 (1.39%) Selenium
6 2 (0.56%) Atlassian Bamboo
6 2 (0.56%) Bitbucket
7 1 (0.28%) Clang
7 1 (0.28%) CMake
7 1 (0.28%) GCC
7 1 (0.28%) LabVIEW
7 1 (0.28%) Vagrant
General
1 58 (16.16%) Finance
2 31 (8.64%) Games
3 20 (5.57%) Publishing
4 13 (3.62%) Banking
5 6 (1.67%) Law
6 3 (0.84%) Automotive
6 3 (0.84%) Manufacturing
7 2 (0.56%) Electronics
8 1 (0.28%) Advertising
8 1 (0.28%) Financial Institution
8 1 (0.28%) Marketing
Job Titles
1 87 (24.23%) Developer
2 60 (16.71%) Machine Learning Engineer
3 59 (16.43%) Software Engineer
4 46 (12.81%) Graduate
5 35 (9.75%) Linux Engineer
6 28 (7.80%) Python Engineer
7 25 (6.96%) Machine Learning Researcher
8 24 (6.69%) C++ Developer
8 24 (6.69%) Graduate Developer
9 23 (6.41%) Java Developer
9 23 (6.41%) Python Developer
10 22 (6.13%) Software Developer
10 22 (6.13%) Technical Trainer
10 22 (6.13%) Trainer
11 21 (5.85%) Author
11 21 (5.85%) Technical Author
12 20 (5.57%) Developer/Software Engineer
13 18 (5.01%) Research Engineer
14 17 (4.74%) Cloud Engineer
14 17 (4.74%) Data Scientist
Libraries, Frameworks & Software Standards
1 65 (18.11%) TensorFlow
2 56 (15.60%) Natural Language Processing
3 14 (3.90%) STL
4 12 (3.34%) Keras
5 11 (3.06%) JSON
6 10 (2.79%) Web Services
7 9 (2.51%) Caffe
7 9 (2.51%) SOAP
8 8 (2.23%) .NET
9 7 (1.95%) OpenCV
10 6 (1.67%) Kafka
11 5 (1.39%) NumPy
11 5 (1.39%) Pandas
11 5 (1.39%) scikit-learn
11 5 (1.39%) SciPy
12 4 (1.11%) RESTful
13 3 (0.84%) AngularJS
13 3 (0.84%) CSS
13 3 (0.84%) HTML5
13 3 (0.84%) React
Miscellaneous
1 118 (32.87%) Algorithms
2 51 (14.21%) Computer Science
3 45 (12.53%) Fintech
4 32 (8.91%) Analytical Skills
5 28 (7.80%) Smart City
6 25 (6.96%) Robotics
7 11 (3.06%) Data Structures
8 9 (2.51%) Life Science
8 9 (2.51%) Linux Command Line
8 9 (2.51%) Self-Motivation
9 8 (2.23%) Greenfield Project
9 8 (2.23%) Grid Computing
9 8 (2.23%) User Experience
10 7 (1.95%) Enterprise Software
11 3 (0.84%) Analytical Mindset
12 2 (0.56%) Augmented Reality
12 2 (0.56%) CUDA
12 2 (0.56%) Embedded Systems
13 1 (0.28%) Smart Home
Operating Systems
1 127 (35.38%) Linux
2 9 (2.51%) Windows
3 7 (1.95%) Embedded Linux
4 5 (1.39%) Robot Operating System
5 3 (0.84%) Android
5 3 (0.84%) Mac OS
6 1 (0.28%) CentOS
6 1 (0.28%) Ubuntu
Processes & Methodologies
1 204 (56.82%) Artificial Intelligence
2 117 (32.59%) Software Engineering
3 101 (28.13%) Mathematics
4 79 (22.01%) Deep Learning
5 76 (21.17%) Multithreading
6 68 (18.94%) Bayesian Methods
7 67 (18.66%) Distributed Algorithms
8 62 (17.27%) Reinforcement Learning
9 48 (13.37%) Biology
10 47 (13.09%) Data Science
11 39 (10.86%) Computational Biology
11 39 (10.86%) Computational Linguistics
11 39 (10.86%) Probabilistic Modelling
12 37 (10.31%) Neural Network
13 35 (9.75%) DevOps
14 34 (9.47%) Physics
15 33 (9.19%) Agile Software Development
16 32 (8.91%) Decision-Making
17 29 (8.08%) Data Visualisation
17 29 (8.08%) Visualisation
Programming Languages
1 221 (61.56%) Python
2 157 (43.73%) Java
3 156 (43.45%) C++
4 100 (27.86%) C
5 79 (22.01%) C#
6 21 (5.85%) SQL
7 13 (3.62%) JavaScript
8 11 (3.06%) R
9 8 (2.23%) Bash Shell
10 6 (1.67%) Julia
10 6 (1.67%) PHP
11 5 (1.39%) Shell Script
12 4 (1.11%) MATLAB
12 4 (1.11%) Scala
13 2 (0.56%) PowerShell
13 2 (0.56%) U-SQL
14 1 (0.28%) Assembly Language
14 1 (0.28%) Embedded C
14 1 (0.28%) Java 8
14 1 (0.28%) TypeScript
Qualifications
1 107 (29.81%) PhD
2 68 (18.94%) Degree
3 44 (12.26%) MPhil
4 21 (5.85%) Numerate Degree
5 12 (3.34%) Computer Science Degree
6 1 (0.28%) PMP
6 1 (0.28%) Postgraduate
Quality Assurance & Compliance
1 19 (5.29%) QA
System Software
1 27 (7.52%) Docker
2 9 (2.51%) Lustre
3 7 (1.95%) Virtual Machines
4 4 (1.11%) Active Directory
5 2 (0.56%) Hyper-V
6 1 (0.28%) Apache Flume
Systems Management
1 33 (9.19%) Ansible
2 25 (6.96%) Puppet
3 17 (4.74%) Opscode Chef
4 9 (2.51%) Kubernetes
5 6 (1.67%) Docker Swarm
5 6 (1.67%) Prometheus
Vendors
1 22 (6.13%) Cisco
2 17 (4.74%) HP
2 17 (4.74%) Juniper
3 11 (3.06%) Microsoft
4 7 (1.95%) Google
5 6 (1.67%) Splunk
6 4 (1.11%) Tableau
7 2 (0.56%) NVIDIA
8 1 (0.28%) Hortonworks