Period
to 19 August 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 19 August 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
East of England > Cambridgeshire
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 21 31 121
Rank change year-on-year +10 +90 +54
Permanent jobs citing Machine Learning 417 304 64
As % of all permanent IT jobs advertised in Cambridgeshire 10.82% 8.06% 1.69%
As % of the Processes & Methodologies category 11.65% 8.86% 1.88%
Number of salaries quoted 313 221 46
Cambridgeshire median annual salary £57,500 £57,500 £46,250
Median salary % change year-on-year - +24.32% -
10th Percentile £26,250 £26,250 £26,250
90th Percentile £76,250 £85,000 £75,000
East of England median annual salary £60,000 £50,000 £50,000
% change year-on-year +20.00% - -2.44%

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 3,579 3,430 3,402
As % of all permanent IT jobs advertised in Cambridgeshire 92.89% 90.91% 89.95%
Number of salaries quoted 2,230 2,629 2,790
Cambridgeshire median annual salary £45,070 £45,000 £45,000
Median salary % change year-on-year +0.15% - +1.12%
10th Percentile £26,475 £26,750 £26,750
90th Percentile £67,500 £68,750 £65,000
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +2.27%

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 19 August 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 19 August 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 +12 395 £57,500 - 57
Peterborough - 18 £67,500 - 1
Machine Learning
East of England

For the 6 months to 19 August 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.

1 276 (66.19%) Python
2 242 (58.03%) Artificial Intelligence
3 202 (48.44%) C++
4 172 (41.25%) Java
5 151 (36.21%) Software Engineering
6 142 (34.05%) PhD
7 140 (33.57%) Mathematics
8 139 (33.33%) Linux
8 139 (33.33%) Algorithms
9 128 (30.70%) C
10 96 (23.02%) C#
11 93 (22.30%) Big Data
12 80 (19.18%) Data Science
12 80 (19.18%) Deep Learning
12 80 (19.18%) Degree
13 75 (17.99%) Computer Science
14 71 (17.03%) Bayesian Methods
14 71 (17.03%) Natural Language Processing
15 67 (16.07%) Physics
15 67 (16.07%) Multithreading
16 66 (15.83%) Amazon AWS
17 64 (15.35%) Distributed Algorithms
18 59 (14.15%) Reinforcement Learning
19 56 (13.43%) TensorFlow
20 51 (12.23%) Neural Network
21 50 (11.99%) Agile Software Development
22 46 (11.03%) Computer Vision
23 43 (10.31%) Biology
23 43 (10.31%) Finance
24 37 (8.87%) DevOps

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 33 (7.91%) Apache Spark
2 14 (3.36%) Elasticsearch
3 12 (2.88%) SharePoint
4 8 (1.92%) Apache
4 8 (1.92%) OpenStack
5 1 (0.24%) MS Project Server
5 1 (0.24%) SAS
Applications
1 11 (2.64%) MS Visio
2 7 (1.68%) Microsoft PowerPoint
2 7 (1.68%) RoboHelp
3 2 (0.48%) SOLIDWORKS
4 1 (0.24%) Microsoft Project
Cloud Services
1 66 (15.83%) Amazon AWS
2 32 (7.67%) Microsoft Azure
3 28 (6.71%) Cloud Computing
4 6 (1.44%) Google Cloud Platform
5 4 (0.96%) Office 365
6 2 (0.48%) Azure Data Factory
6 2 (0.48%) Data Lake Analytics
6 2 (0.48%) GitHub
7 1 (0.24%) Amazon CloudWatch
7 1 (0.24%) Amazon EC2
7 1 (0.24%) IaaS
7 1 (0.24%) npm
Communications & Networking
1 14 (3.36%) WebEx
2 11 (2.64%) Internet
3 10 (2.40%) Firewall
4 8 (1.92%) Software-Defined Networking
5 5 (1.20%) Cisco IOS
6 2 (0.48%) SMS
7 1 (0.24%) Wireless
Database & Business Intelligence
1 93 (22.30%) Big Data
2 30 (7.19%) MongoDB
3 26 (6.24%) Hadoop
4 21 (5.04%) NoSQL
5 13 (3.12%) HBase
6 11 (2.64%) Blockchain
7 8 (1.92%) Power BI
7 8 (1.92%) Relational Database
8 6 (1.44%) Amazon Redshift
8 6 (1.44%) Data Warehouse
8 6 (1.44%) SQL Server
9 3 (0.72%) Data Lake
10 2 (0.48%) Azure SQL Database
10 2 (0.48%) RDBMS
10 2 (0.48%) Text Mining
11 1 (0.24%) Apache Cassandra
11 1 (0.24%) Data Mining
11 1 (0.24%) HDInsight
11 1 (0.24%) QlikView
11 1 (0.24%) Sqoop
Development Applications
1 29 (6.95%) Git (software)
2 14 (3.36%) Jenkins
3 7 (1.68%) JMeter
3 7 (1.68%) SoapUI
4 5 (1.20%) Selenium
5 3 (0.72%) JIRA
6 2 (0.48%) LabVIEW
7 1 (0.24%) Atlassian Bamboo
7 1 (0.24%) Bitbucket
7 1 (0.24%) GitLab
7 1 (0.24%) Vagrant
General
1 43 (10.31%) Finance
2 31 (7.43%) Games
3 11 (2.64%) Publishing
4 6 (1.44%) Banking
4 6 (1.44%) Law
5 3 (0.72%) Electronics
5 3 (0.72%) Manufacturing
5 3 (0.72%) Pharmaceutical
6 1 (0.24%) Advertising
6 1 (0.24%) Automotive
6 1 (0.24%) Financial Institution
6 1 (0.24%) Marketing
Job Titles
1 94 (22.54%) Software Engineer
2 91 (21.82%) Developer
3 83 (19.90%) Machine Learning Engineer
4 65 (15.59%) Graduate
5 46 (11.03%) Python Engineer
6 42 (10.07%) C++ Software Engineer
7 36 (8.63%) Linux Engineer
8 29 (6.95%) Graduate Software Engineer
9 25 (6.00%) C++ Developer
10 22 (5.28%) Data Scientist
11 21 (5.04%) Java Engineer
11 21 (5.04%) Python Software Engineer
12 20 (4.80%) Java Developer
13 19 (4.56%) Python Developer
13 19 (4.56%) Software Developer
14 18 (4.32%) Cloud Engineer
14 18 (4.32%) Developer/Software Engineer
14 18 (4.32%) Graduate Developer
14 18 (4.32%) Machine Learning Researcher
14 18 (4.32%) Research Engineer
Libraries, Frameworks & Software Standards
1 71 (17.03%) Natural Language Processing
2 56 (13.43%) TensorFlow
3 30 (7.19%) Web Services
4 21 (5.04%) .NET
5 18 (4.32%) RESTful
6 16 (3.84%) STL
7 15 (3.60%) JSON
8 11 (2.64%) Node.js
9 8 (1.92%) jQuery
9 8 (1.92%) React
10 7 (1.68%) SOAP
11 6 (1.44%) AngularJS
11 6 (1.44%) CSS
11 6 (1.44%) HTML
11 6 (1.44%) Kafka
11 6 (1.44%) Keras
11 6 (1.44%) scikit-learn
12 5 (1.20%) CSS3
12 5 (1.20%) HTML5
12 5 (1.20%) SciPy
Miscellaneous
1 139 (33.33%) Algorithms
2 75 (17.99%) Computer Science
3 36 (8.63%) Analytical Skills
4 33 (7.91%) Fintech
5 27 (6.47%) Smart City
6 17 (4.08%) Robotics
7 14 (3.36%) User Experience
8 13 (3.12%) Life Science
9 12 (2.88%) Data Structures
10 11 (2.64%) Augmented Reality
10 11 (2.64%) Linux Command Line
11 8 (1.92%) Enterprise Software
11 8 (1.92%) Grid Computing
11 8 (1.92%) Self-Motivation
12 7 (1.68%) Greenfield Project
13 6 (1.44%) ASIC
13 6 (1.44%) Field-Programmable Gate Array
13 6 (1.44%) Verilog
13 6 (1.44%) VHDL
14 3 (0.72%) Xbox
Operating Systems
1 139 (33.33%) Linux
2 12 (2.88%) Windows
3 7 (1.68%) Android
4 5 (1.20%) Robot Operating System
5 1 (0.24%) CentOS
5 1 (0.24%) Embedded Linux
5 1 (0.24%) Mac OS
5 1 (0.24%) Mac OS X
5 1 (0.24%) Solaris
5 1 (0.24%) Ubuntu
5 1 (0.24%) Unix
Processes & Methodologies
1 242 (58.03%) Artificial Intelligence
2 151 (36.21%) Software Engineering
3 140 (33.57%) Mathematics
4 80 (19.18%) Data Science
4 80 (19.18%) Deep Learning
5 71 (17.03%) Bayesian Methods
6 67 (16.07%) Multithreading
6 67 (16.07%) Physics
7 64 (15.35%) Distributed Algorithms
8 59 (14.15%) Reinforcement Learning
9 51 (12.23%) Neural Network
10 50 (11.99%) Agile Software Development
11 46 (11.03%) Computer Vision
12 43 (10.31%) Biology
13 37 (8.87%) DevOps
14 36 (8.63%) Probabilistic Modelling
15 35 (8.39%) Computational Biology
15 35 (8.39%) Computational Linguistics
16 30 (7.19%) Decision-Making
17 24 (5.76%) Continuous Integration
Programming Languages
1 276 (66.19%) Python
2 202 (48.44%) C++
3 172 (41.25%) Java
4 128 (30.70%) C
5 96 (23.02%) C#
6 24 (5.76%) SQL
7 21 (5.04%) MATLAB
8 20 (4.80%) JavaScript
9 17 (4.08%) PHP
10 11 (2.64%) R
11 6 (1.44%) Scala
12 5 (1.20%) Shell Script
13 3 (0.72%) Bash Shell
14 2 (0.48%) Java 8
14 2 (0.48%) Julia
14 2 (0.48%) TypeScript
14 2 (0.48%) U-SQL
15 1 (0.24%) Assembly Language
15 1 (0.24%) Embedded C
Qualifications
1 142 (34.05%) PhD
2 80 (19.18%) Degree
3 24 (5.76%) Numerate Degree
4 16 (3.84%) Computer Science Degree
5 2 (0.48%) Master's Degree
6 1 (0.24%) CCNA
6 1 (0.24%) Cisco Certification
6 1 (0.24%) PMP
6 1 (0.24%) Postgraduate
Quality Assurance & Compliance
1 14 (3.36%) QA
2 1 (0.24%) GCP
2 1 (0.24%) ISO/IEC 27001
2 1 (0.24%) PCI DSS
System Software
1 33 (7.91%) Docker
2 8 (1.92%) Lustre
3 6 (1.44%) Firmware
4 4 (0.96%) Active Directory
4 4 (0.96%) Hyper-V
5 2 (0.48%) LXC
6 1 (0.24%) Apache Flume
6 1 (0.24%) Xen
Systems Management
1 31 (7.43%) Ansible
2 26 (6.24%) Puppet
3 18 (4.32%) Opscode Chef
4 6 (1.44%) Kubernetes
5 4 (0.96%) Docker Swarm
5 4 (0.96%) Prometheus
6 1 (0.24%) Grafana
6 1 (0.24%) Graphite
6 1 (0.24%) Graylog
6 1 (0.24%) Kibana
6 1 (0.24%) logstash
Vendors
1 21 (5.04%) Cisco
2 16 (3.84%) HP
2 16 (3.84%) Juniper
3 9 (2.16%) Microsoft
4 7 (1.68%) Tableau
5 6 (1.44%) Cadence
5 6 (1.44%) Google
5 6 (1.44%) Synopsys
6 5 (1.20%) Splunk
7 3 (0.72%) Capita
8 1 (0.24%) Cloudera
8 1 (0.24%) Cognos
8 1 (0.24%) Hortonworks
8 1 (0.24%) NVIDIA