Period
to 14 November 2018

The following table provides summary statistics for permanent job vacancies advertised in the East of England 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 14 November 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
England > East of England
6 months to
14 Nov 2018
Same period 2017 Same period 2016
Rank 66 85 262
Rank change year-on-year +19 +177 +106
Permanent jobs citing Machine Learning 410 437 106
As % of all permanent IT jobs advertised in the East of England 4.00% 3.61% 0.80%
As % of the Processes & Methodologies category 4.45% 4.00% 0.89%
Number of salaries quoted 315 329 86
East of England median annual salary £60,000 £50,000 £60,000
Median salary % change year-on-year +20.00% -16.67% +20.00%
10th Percentile £31,250 £28,750 £26,250
90th Percentile £82,800 £85,000 £77,500
England median annual salary £65,000 £60,000 £60,000
% change year-on-year +8.33% - -3.23%

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 the East of England with a requirement for process or methodology skills.

All Process and Methodology Skills
East of England
Permanent vacancies with a requirement for process or methodology skills 9,216 10,923 11,965
As % of all permanent IT jobs advertised in the East of England 89.95% 90.17% 90.10%
Number of salaries quoted 6,919 8,884 9,859
East of England median annual salary £47,500 £46,000 £45,000
Median salary % change year-on-year +3.26% +2.22% -
10th Percentile £26,250 £27,250 £26,250
90th Percentile £72,500 £70,000 £70,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Machine Learning
Job Vacancy Trend in the East of England

Job postings citing Machine Learning as a percentage of all IT jobs advertised in the East of England.

Job vacancy trend for Machine Learning in the East of England

Machine Learning
Salary Trend in the East of England

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Machine Learning in the East of England.

Salary trend for Machine Learning in the East of England

Machine Learning
Salary Histogram in the East of England

The salary distribution of IT jobs citing Machine Learning in the East of England over the 6 months to 14 November 2018.

Salary histogram for Machine Learning in the East of England

Machine Learning
Job Locations in the East of England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the East of England region over the 6 months to 14 November 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
Cambridgeshire +10 338 £60,000 - 77
Hertfordshire +22 54 £60,000 +71.43% 5
Norfolk +13 8 £45,000 -10.00% 2
Bedfordshire -9 8 £55,250 +30.00% 2
Essex +15 1 - -
Suffolk -2 1 £50,000 -41.18%
Machine Learning
England

For the 6 months to 14 November 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 East of England region with a requirement for Machine Learning.

1 232 (56.59%) Artificial Intelligence
2 218 (53.17%) Python
3 182 (44.39%) Java
4 168 (40.98%) C++
5 127 (30.98%) Linux
6 125 (30.49%) Algorithms
7 113 (27.56%) Mathematics
8 108 (26.34%) PhD
9 107 (26.10%) Software Engineering
10 104 (25.37%) Big Data
11 95 (23.17%) C
12 87 (21.22%) C#
13 80 (19.51%) Deep Learning
14 73 (17.80%) Multithreading
15 69 (16.83%) Amazon AWS
15 69 (16.83%) Agile Software Development
16 67 (16.34%) Finance
17 65 (15.85%) Degree
18 64 (15.61%) TensorFlow
18 64 (15.61%) Reinforcement Learning
19 63 (15.37%) Data Science
20 62 (15.12%) Bayesian Methods
21 61 (14.88%) Distributed Algorithms
22 60 (14.63%) Computer Science
23 54 (13.17%) Natural Language Processing
24 49 (11.95%) Biology
25 46 (11.22%) Fintech
26 45 (10.98%) Physics
27 37 (9.02%) MPhil
28 36 (8.78%) Probabilistic Modelling

Machine Learning
Co-occurring IT Skills in the East of England 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 20 (4.88%) Apache Spark
2 13 (3.17%) OpenStack
3 11 (2.68%) Apache
4 10 (2.44%) Elasticsearch
5 8 (1.95%) SharePoint
6 2 (0.49%) MS Exchange
6 2 (0.49%) SAS
7 1 (0.24%) Apache Pig
7 1 (0.24%) MS Project Server
7 1 (0.24%) nginx
Applications
1 16 (3.90%) Microsoft PowerPoint
2 8 (1.95%) RoboHelp
3 7 (1.71%) MS Visio
4 2 (0.49%) Microsoft Excel
5 1 (0.24%) Microsoft Project
5 1 (0.24%) SPSS
Cloud Services
1 69 (16.83%) Amazon AWS
2 27 (6.59%) Microsoft Azure
3 22 (5.37%) Cloud Computing
4 15 (3.66%) Google Cloud Platform
5 5 (1.22%) Google App Engine
6 2 (0.49%) Azure Data Factory
6 2 (0.49%) Data Lake Analytics
7 1 (0.24%) Office 365
7 1 (0.24%) SaaS
Communications & Networking
1 24 (5.85%) WebEx
2 13 (3.17%) Software-Defined Networking
3 8 (1.95%) Firewall
4 5 (1.22%) Cisco IOS
5 2 (0.49%) Wireless
6 1 (0.24%) DHCP
6 1 (0.24%) DNS
6 1 (0.24%) Internet
6 1 (0.24%) SMS
6 1 (0.24%) TCP/IP
Database & Business Intelligence
1 104 (25.37%) Big Data
2 35 (8.54%) Hadoop
3 32 (7.80%) NoSQL
4 26 (6.34%) MongoDB
5 21 (5.12%) Blockchain
6 17 (4.15%) Apache Cassandra
7 9 (2.20%) HBase
8 8 (1.95%) Relational Database
9 6 (1.46%) RDBMS
10 5 (1.22%) MySQL
10 5 (1.22%) Power BI
11 4 (0.98%) SQL Server
12 3 (0.73%) Data Lake
12 3 (0.73%) Data Warehouse
13 2 (0.49%) Azure SQL Database
13 2 (0.49%) BigQuery
13 2 (0.49%) Data Mining
13 2 (0.49%) SQL Server Analysis Services
13 2 (0.49%) SQL Server Integration Services
13 2 (0.49%) SQL Server Reporting Services
Development Applications
1 27 (6.59%) Git (software)
2 15 (3.66%) Jenkins
3 9 (2.20%) JIRA
3 9 (2.20%) JMeter
3 9 (2.20%) SoapUI
4 6 (1.46%) Selenium
5 3 (0.73%) LabVIEW
6 2 (0.49%) Atlassian Bamboo
6 2 (0.49%) Bitbucket
7 1 (0.24%) Babel
7 1 (0.24%) Clang
7 1 (0.24%) CMake
7 1 (0.24%) GCC
7 1 (0.24%) GitLab
7 1 (0.24%) TeamCity
7 1 (0.24%) Vagrant
7 1 (0.24%) Visual Studio
General
1 67 (16.34%) Finance
2 32 (7.80%) Games
3 22 (5.37%) Publishing
4 13 (3.17%) Banking
4 13 (3.17%) Retail
5 11 (2.68%) Telecoms
6 10 (2.44%) Law
7 4 (0.98%) Manufacturing
8 3 (0.73%) Marketing
8 3 (0.73%) Pharmaceutical
9 2 (0.49%) Automotive
9 2 (0.49%) Electronics
10 1 (0.24%) Advertising
10 1 (0.24%) Financial Institution
Job Titles
1 105 (25.61%) Developer
2 56 (13.66%) Software Engineer
3 44 (10.73%) Graduate
3 44 (10.73%) Machine Learning Engineer
4 35 (8.54%) Java Developer
5 31 (7.56%) Linux Engineer
6 26 (6.34%) C++ Developer
7 24 (5.85%) Software Developer
7 24 (5.85%) Technical Trainer
7 24 (5.85%) Trainer
8 23 (5.61%) Python Engineer
9 22 (5.37%) Graduate Developer
9 22 (5.37%) Machine Learning Researcher
10 21 (5.12%) Author
10 21 (5.12%) Technical Author
11 20 (4.88%) Python Developer
11 20 (4.88%) Research Engineer
12 19 (4.63%) Developer/Software Engineer
13 16 (3.90%) Data Scientist
13 16 (3.90%) Graduate Java Developer
Libraries, Frameworks & Software Standards
1 64 (15.61%) TensorFlow
2 54 (13.17%) Natural Language Processing
3 16 (3.90%) Akka
4 15 (3.66%) Web Services
5 13 (3.17%) STL
6 11 (2.68%) Keras
7 10 (2.44%) .NET
8 9 (2.20%) AngularJS
8 9 (2.20%) Caffe
8 9 (2.20%) SOAP
9 8 (1.95%) JSON
9 8 (1.95%) Spring
10 7 (1.71%) OpenCV
10 7 (1.71%) RESTful
11 6 (1.46%) Kafka
11 6 (1.46%) Node.js
11 6 (1.46%) React
12 5 (1.22%) scikit-learn
12 5 (1.22%) Spring Boot
13 4 (0.98%) Pandas
Miscellaneous
1 125 (30.49%) Algorithms
2 60 (14.63%) Computer Science
3 46 (11.22%) Fintech
4 34 (8.29%) Robotics
5 28 (6.83%) Smart City
6 27 (6.59%) Analytical Skills
7 14 (3.41%) Greenfield Project
8 13 (3.17%) Life Science
8 13 (3.17%) Self-Motivation
9 9 (2.20%) Data Structures
10 8 (1.95%) Grid Computing
11 7 (1.71%) Enterprise Software
11 7 (1.71%) Linux Command Line
11 7 (1.71%) User Experience
12 5 (1.22%) Acoustics
12 5 (1.22%) Analytical Mindset
13 3 (0.73%) NHS
14 2 (0.49%) Augmented Reality
14 2 (0.49%) Embedded Systems
15 1 (0.24%) Smart Home
Operating Systems
1 127 (30.98%) Linux
2 8 (1.95%) Windows
3 7 (1.71%) Embedded Linux
4 3 (0.73%) Mac OS
4 3 (0.73%) Robot Operating System
5 2 (0.49%) Unix
6 1 (0.24%) Android
6 1 (0.24%) CentOS
6 1 (0.24%) Ubuntu
Processes & Methodologies
1 232 (56.59%) Artificial Intelligence
2 113 (27.56%) Mathematics
3 107 (26.10%) Software Engineering
4 80 (19.51%) Deep Learning
5 73 (17.80%) Multithreading
6 69 (16.83%) Agile Software Development
7 64 (15.61%) Reinforcement Learning
8 63 (15.37%) Data Science
9 62 (15.12%) Bayesian Methods
10 61 (14.88%) Distributed Algorithms
11 49 (11.95%) Biology
12 45 (10.98%) Physics
13 36 (8.78%) Computational Biology
13 36 (8.78%) Computational Linguistics
13 36 (8.78%) Probabilistic Modelling
14 35 (8.54%) Neural Network
15 34 (8.29%) DevOps
15 34 (8.29%) Problem-Solving
16 33 (8.05%) Decision-Making
16 33 (8.05%) Visualisation
Programming Languages
1 218 (53.17%) Python
2 182 (44.39%) Java
3 168 (40.98%) C++
4 95 (23.17%) C
5 87 (21.22%) C#
6 29 (7.07%) Scala
7 19 (4.63%) SQL
8 17 (4.15%) JavaScript
9 15 (3.66%) MATLAB
10 11 (2.68%) Bash Shell
11 10 (2.44%) R
12 9 (2.20%) Java 8
13 8 (1.95%) Julia
14 6 (1.46%) PHP
15 4 (0.98%) Haskell
16 3 (0.73%) Rust
16 3 (0.73%) Shell Script
17 2 (0.49%) PowerShell
17 2 (0.49%) TypeScript
17 2 (0.49%) U-SQL
Qualifications
1 108 (26.34%) PhD
2 65 (15.85%) Degree
3 37 (9.02%) MPhil
4 19 (4.63%) Numerate Degree
5 15 (3.66%) Computer Science Degree
6 1 (0.24%) CCNA
6 1 (0.24%) CCNP
6 1 (0.24%) Cisco Certification
6 1 (0.24%) ISEB
6 1 (0.24%) ISTQB
6 1 (0.24%) PMP
6 1 (0.24%) Postgraduate
Quality Assurance & Compliance
1 23 (5.61%) QA
System Software
1 26 (6.34%) Docker
2 13 (3.17%) Lustre
3 10 (2.44%) Virtual Machines
4 3 (0.73%) Active Directory
5 1 (0.24%) Apache Flume
5 1 (0.24%) Hyper-V
Systems Management
1 31 (7.56%) Ansible
2 22 (5.37%) Puppet
3 13 (3.17%) Opscode Chef
4 12 (2.93%) Kubernetes
5 9 (2.20%) Prometheus
6 6 (1.46%) Docker Swarm
7 3 (0.73%) Grafana
7 3 (0.73%) Nagios
8 2 (0.49%) Icinga
8 2 (0.49%) Kibana
8 2 (0.49%) logstash
8 2 (0.49%) ZABBIX
9 1 (0.24%) Terraform
Vendors
1 19 (4.63%) Cisco
2 16 (3.90%) Google
3 14 (3.41%) Microsoft
4 13 (3.17%) HP
4 13 (3.17%) Juniper
5 6 (1.46%) Splunk
6 2 (0.49%) NVIDIA
6 2 (0.49%) PagerDuty
6 2 (0.49%) Tableau
7 1 (0.24%) Automation Anywhere
7 1 (0.24%) Hortonworks
7 1 (0.24%) Teradata