Period
to 20 January 2019

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 20 January 2019 with a comparison to the same period in the previous 2 years.

Machine Learning
East of England > Cambridgeshire
6 months to
20 Jan 2019
Same period 2018 Same period 2017
Rank 24 30 79
Rank change year-on-year +6 +49 +91
Permanent jobs citing Machine Learning 309 356 107
As % of all permanent IT jobs advertised in Cambridgeshire 9.95% 8.50% 3.26%
As % of the Processes & Methodologies category 10.77% 9.07% 3.62%
Number of salaries quoted 212 271 80
Cambridgeshire median annual salary £60,000 £60,000 £57,500
Median salary % change year-on-year - +4.35% +21.05%
10th Percentile £32,500 £31,000 £26,250
90th Percentile £83,750 £85,000 £77,500
East of England median annual salary £57,500 £57,500 £60,000
% change year-on-year - -4.17% +26.32%

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 2,870 3,925 2,956
As % of all permanent IT jobs advertised in Cambridgeshire 92.43% 93.74% 90.15%
Number of salaries quoted 2,023 2,921 2,459
Cambridgeshire median annual salary £47,750 £49,500 £45,000
Median salary % change year-on-year -3.54% +10.00% +3.45%
10th Percentile £28,250 £29,000 £26,250
90th Percentile £71,250 £70,000 £64,500
East of England median annual salary £47,500 £47,500 £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 20 January 2019.

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 20 January 2019. 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 +11 294 £60,000 +4.35% 80
Peterborough -32 5 £55,000 -29.03% 2
Huntingdon - 4 - -
Machine Learning
East of England

For the 6 months to 20 January 2019, 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.

1 204 (66.02%) Artificial Intelligence
2 157 (50.81%) Python
3 126 (40.78%) Java
4 113 (36.57%) Linux
5 102 (33.01%) C++
6 91 (29.45%) Big Data
7 83 (26.86%) Mathematics
8 81 (26.21%) Software Engineering
9 77 (24.92%) Algorithms
10 70 (22.65%) C
11 63 (20.39%) PhD
11 63 (20.39%) Multithreading
11 63 (20.39%) Deep Learning
12 58 (18.77%) Computer Science
13 56 (18.12%) Degree
13 56 (18.12%) C#
14 55 (17.80%) TensorFlow
15 54 (17.48%) Finance
16 53 (17.15%) Reinforcement Learning
17 50 (16.18%) Data Science
18 47 (15.21%) Bayesian Methods
19 46 (14.89%) Distributed Algorithms
19 46 (14.89%) Agile Software Development
20 45 (14.56%) Natural Language Processing
21 44 (14.24%) Amazon AWS
22 43 (13.92%) Biology
23 39 (12.62%) Fintech
24 32 (10.36%) Neural Network
25 29 (9.39%) Hadoop
25 29 (9.39%) SQL

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 14 (4.53%) Apache Spark
2 12 (3.88%) OpenStack
3 5 (1.62%) Apache
3 5 (1.62%) Elasticsearch
4 4 (1.29%) SharePoint
5 2 (0.65%) MS Exchange
5 2 (0.65%) MS Project Server
5 2 (0.65%) SAS
6 1 (0.32%) Apache Airflow
6 1 (0.32%) Drupal
6 1 (0.32%) Jupyter
6 1 (0.32%) nginx
Applications
1 22 (7.12%) Microsoft PowerPoint
2 5 (1.62%) RoboHelp
3 2 (0.65%) Microsoft Project
3 2 (0.65%) MS Visio
4 1 (0.32%) Weka
Business Applications
1 4 (1.29%) Dynamics AX
1 4 (1.29%) NetSuite
Cloud Services
1 44 (14.24%) Amazon AWS
2 27 (8.74%) Microsoft Azure
3 17 (5.50%) Cloud Computing
4 5 (1.62%) Google Cloud Platform
4 5 (1.62%) SaaS
5 2 (0.65%) Azure Data Factory
5 2 (0.65%) Azure Machine Learning
5 2 (0.65%) Data Lake Analytics
5 2 (0.65%) GitHub
5 2 (0.65%) Serverless
6 1 (0.32%) Loggly
Communications & Networking
1 27 (8.74%) WebEx
2 12 (3.88%) Software-Defined Networking
3 6 (1.94%) Firewall
4 3 (0.97%) Wireless
5 1 (0.32%) DHCP
5 1 (0.32%) DNS
5 1 (0.32%) TCP/IP
Database & Business Intelligence
1 91 (29.45%) Big Data
2 29 (9.39%) Hadoop
3 21 (6.80%) MongoDB
4 16 (5.18%) Blockchain
5 8 (2.59%) NoSQL
5 8 (2.59%) Power BI
6 6 (1.94%) MySQL
7 5 (1.62%) Data Lake
7 5 (1.62%) Data Mining
7 5 (1.62%) Data Warehouse
7 5 (1.62%) SQL Server
8 4 (1.29%) Azure SQL Database
8 4 (1.29%) HBase
8 4 (1.29%) SQL Server 2012
8 4 (1.29%) SQL Server 2016
8 4 (1.29%) SQL Server Analysis Services
8 4 (1.29%) SQL Server Integration Services
8 4 (1.29%) SQL Server Reporting Services
9 3 (0.97%) PostgreSQL
10 2 (0.65%) Cosmos DB
Development Applications
1 17 (5.50%) Git (software)
2 15 (4.85%) Jenkins
3 6 (1.94%) JMeter
3 6 (1.94%) SoapUI
4 5 (1.62%) JIRA
4 5 (1.62%) Selenium
5 2 (0.65%) Atlassian Bamboo
5 2 (0.65%) Bitbucket
6 1 (0.32%) Clang
6 1 (0.32%) CMake
6 1 (0.32%) GCC
6 1 (0.32%) GitLab
6 1 (0.32%) PHPUnit
6 1 (0.32%) TeamCity
6 1 (0.32%) Travis CI
General
1 54 (17.48%) Finance
2 23 (7.44%) Games
3 19 (6.15%) Publishing
4 14 (4.53%) Banking
5 9 (2.91%) Law
5 9 (2.91%) Pharmaceutical
6 7 (2.27%) Manufacturing
7 3 (0.97%) Legal
7 3 (0.97%) Spanish Language
8 2 (0.65%) Automotive
8 2 (0.65%) Electronics
8 2 (0.65%) Marketing
9 1 (0.32%) Advertising
9 1 (0.32%) Retail
9 1 (0.32%) Social Science
Job Titles
1 74 (23.95%) Developer
2 46 (14.89%) Software Engineer
3 42 (13.59%) Graduate
4 30 (9.71%) Machine Learning Engineer
5 27 (8.74%) Software Developer
5 27 (8.74%) Technical Trainer
5 27 (8.74%) Trainer
6 21 (6.80%) Data Scientist
6 21 (6.80%) Linux Engineer
7 20 (6.47%) C++ Developer
7 20 (6.47%) Graduate Developer
8 18 (5.83%) Developer/Software Engineer
8 18 (5.83%) Python Engineer
9 17 (5.50%) Machine Learning Researcher
10 16 (5.18%) Author
10 16 (5.18%) Technical Author
11 15 (4.85%) DevOps Engineer
11 15 (4.85%) Python Developer
12 14 (4.53%) Analyst
12 14 (4.53%) Graduate Java Developer
Libraries, Frameworks & Software Standards
1 55 (17.80%) TensorFlow
2 45 (14.56%) Natural Language Processing
3 17 (5.50%) STL
4 8 (2.59%) Caffe
4 8 (2.59%) Keras
5 7 (2.27%) Spring
5 7 (2.27%) Spring MVC
6 6 (1.94%) Django
6 6 (1.94%) OpenCV
6 6 (1.94%) SOAP
7 5 (1.62%) Web Services
8 4 (1.29%) CSS
8 4 (1.29%) HTML
8 4 (1.29%) HTML5
8 4 (1.29%) JSON
8 4 (1.29%) Kafka
8 4 (1.29%) Node.js
8 4 (1.29%) RESTful
8 4 (1.29%) scikit-learn
9 3 (0.97%) Pandas
Miscellaneous
1 77 (24.92%) Algorithms
2 39 (12.62%) Fintech
3 26 (8.41%) Analytical Skills
4 24 (7.77%) Smart City
5 19 (6.15%) Robotics
6 17 (5.50%) Self-Motivation
7 15 (4.85%) Life Science
8 7 (2.27%) Enterprise Software
8 7 (2.27%) Greenfield Project
8 7 (2.27%) Linux Command Line
9 6 (1.94%) Analytical Mindset
10 4 (1.29%) Data Structures
10 4 (1.29%) Grid Computing
10 4 (1.29%) NHS
11 3 (0.97%) Management Information System
12 2 (0.65%) Arduino
12 2 (0.65%) Embedded Systems
12 2 (0.65%) Industrial Internet of Things
12 2 (0.65%) Internet of Things
13 1 (0.32%) CUDA
Operating Systems
1 113 (36.57%) Linux
2 9 (2.91%) Windows
3 7 (2.27%) Embedded Linux
4 3 (0.97%) Mac OS
4 3 (0.97%) Unix
5 1 (0.32%) Android
Processes & Methodologies
1 204 (66.02%) Artificial Intelligence
2 83 (26.86%) Mathematics
3 81 (26.21%) Software Engineering
4 63 (20.39%) Deep Learning
4 63 (20.39%) Multithreading
5 58 (18.77%) Computer Science
6 53 (17.15%) Reinforcement Learning
7 50 (16.18%) Data Science
8 47 (15.21%) Bayesian Methods
9 46 (14.89%) Agile Software Development
9 46 (14.89%) Distributed Algorithms
10 43 (13.92%) Biology
11 32 (10.36%) Neural Network
12 28 (9.06%) Problem-Solving
12 28 (9.06%) Visualisation
13 26 (8.41%) Computational Biology
13 26 (8.41%) Computational Linguistics
13 26 (8.41%) Probabilistic Modelling
14 24 (7.77%) DevOps
15 23 (7.44%) Data Visualisation
Programming Languages
1 157 (50.81%) Python
2 126 (40.78%) Java
3 102 (33.01%) C++
4 70 (22.65%) C
5 56 (18.12%) C#
6 29 (9.39%) SQL
7 12 (3.88%) JavaScript
8 10 (3.24%) R
8 10 (3.24%) Scala
9 9 (2.91%) Bash Shell
10 8 (2.59%) Julia
11 6 (1.94%) PHP
11 6 (1.94%) Rust
12 2 (0.65%) PowerShell
12 2 (0.65%) U-SQL
13 1 (0.32%) MATLAB
13 1 (0.32%) Ruby
Qualifications
1 63 (20.39%) PhD
2 56 (18.12%) Degree
3 26 (8.41%) MPhil
4 20 (6.47%) Computer Science Degree
5 6 (1.94%) Numerate Degree
6 4 (1.29%) Microsoft Certification
7 2 (0.65%) Master's Degree
7 2 (0.65%) PMP
8 1 (0.32%) CCNA
8 1 (0.32%) CCNP
8 1 (0.32%) Cisco Certification
Quality Assurance & Compliance
1 18 (5.83%) QA
System Software
1 18 (5.83%) Docker
2 16 (5.18%) Virtual Machines
3 12 (3.88%) Lustre
4 2 (0.65%) Active Directory
Systems Management
1 25 (8.09%) Ansible
2 16 (5.18%) Puppet
3 9 (2.91%) Opscode Chef
4 8 (2.59%) Kubernetes
5 5 (1.62%) Docker Swarm
5 5 (1.62%) Prometheus
6 2 (0.65%) Terraform
Vendors
1 15 (4.85%) Microsoft
2 10 (3.24%) Cisco
3 9 (2.91%) HP
3 9 (2.91%) Juniper
4 6 (1.94%) Google
5 5 (1.62%) Splunk
6 4 (1.29%) JD Edwards
7 2 (0.65%) Cognizant
7 2 (0.65%) NVIDIA
7 2 (0.65%) Tableau
8 1 (0.32%) Automation Anywhere
8 1 (0.32%) New Relic
8 1 (0.32%) Oracle
8 1 (0.32%) SaltStack