Period
to 21 May 2018

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

Machine Learning
Oxfordshire > Oxford
6 months to
21 May 2018
Same period 2017 Same period 2016
Rank 22 47 59
Rank change year-on-year +25 +12 +39
Permanent jobs citing Machine Learning 164 73 63
As % of all permanent IT jobs advertised in Oxford 10.14% 5.48% 4.63%
As % of the Processes & Methodologies category 11.00% 6.07% 5.18%
Number of salaries quoted 160 78 78
Oxford median annual salary £55,000 £50,000 £43,750
Median salary % change year-on-year +10.00% +14.29% +25.00%
10th Percentile £38,750 £38,750 £37,500
90th Percentile £74,000 £84,000 £65,000
Oxfordshire median annual salary £60,000 £50,000 £55,000
% change year-on-year +20.00% -9.09% +57.14%

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 Oxford with a requirement for process or methodology skills.

All Process and Methodology Skills
Oxford
Permanent vacancies with a requirement for process or methodology skills 1,491 1,203 1,216
As % of all permanent IT jobs advertised in Oxford 92.15% 90.32% 89.41%
Number of salaries quoted 1,385 988 1,080
Oxford median annual salary £50,000 £42,500 £48,000
Median salary % change year-on-year +17.65% -11.46% +6.67%
10th Percentile £31,250 £27,500 £30,000
90th Percentile £72,500 £67,500 £68,750
Oxfordshire median annual salary £47,500 £42,500 £46,000
% change year-on-year +11.76% -7.61% +8.24%

Machine Learning
Job Vacancy Trend in Oxford

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

Job vacancy trend for Machine Learning in Oxford

Machine Learning
Salary Trend in Oxford

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

Salary trend for Machine Learning in Oxford

Machine Learning
Salary Histogram in Oxford

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

Salary histogram for Machine Learning in Oxford

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

1 118 (71.95%) Python
2 92 (56.10%) C++
3 77 (46.95%) PhD
4 74 (45.12%) Java
5 66 (40.24%) Artificial Intelligence
5 66 (40.24%) Deep Learning
6 65 (39.63%) Computer Vision
7 62 (37.80%) Software Engineering
8 55 (33.54%) Natural Language Processing
9 52 (31.71%) Neural Network
10 49 (29.88%) Algorithms
11 41 (25.00%) Mathematics
11 41 (25.00%) Bayesian Methods
12 37 (22.56%) Computer Science
13 33 (20.12%) TensorFlow
13 33 (20.12%) Big Data
14 31 (18.90%) C
15 30 (18.29%) Analytics
16 29 (17.68%) MATLAB
17 28 (17.07%) Data Science
18 27 (16.46%) Agile Software Development
18 27 (16.46%) Amazon AWS
19 26 (15.85%) Reinforcement Learning
20 25 (15.24%) JavaScript
21 23 (14.02%) C#
22 21 (12.80%) Robotics
22 21 (12.80%) Signal Processing
23 20 (12.20%) Probabilistic Modelling
24 19 (11.59%) R
25 18 (10.98%) SQL

Machine Learning
Co-occurring IT Skills in Oxford 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 8 (4.88%) Apache Spark
2 5 (3.05%) Elasticsearch
3 4 (2.44%) Apache
4 3 (1.83%) Apache Solr
5 2 (1.22%) Apache Airflow
6 1 (0.61%) DNN
6 1 (0.61%) Jetty
6 1 (0.61%) nginx
6 1 (0.61%) Tomcat
Applications
1 8 (4.88%) GNU Octave
2 2 (1.22%) Microsoft Excel
Cloud Services
1 27 (16.46%) Amazon AWS
2 2 (1.22%) SaaS
3 1 (0.61%) Amazon EMR
3 1 (0.61%) GitHub
3 1 (0.61%) Google Cloud Platform
3 1 (0.61%) Microsoft Azure
Communications & Networking
1 2 (1.22%) Bluetooth
1 2 (1.22%) Wi-Fi
1 2 (1.22%) WPA2
Database & Business Intelligence
1 33 (20.12%) Big Data
2 6 (3.66%) Apache Cassandra
3 4 (2.44%) Hadoop
3 4 (2.44%) NoSQL
4 3 (1.83%) MongoDB
5 2 (1.22%) Apache Hive
5 2 (1.22%) BigQuery
5 2 (1.22%) Data Mining
5 2 (1.22%) Data Warehouse
5 2 (1.22%) GIS
5 2 (1.22%) PostgreSQL
5 2 (1.22%) Relational Database
5 2 (1.22%) Spark SQL
5 2 (1.22%) SQL Server
6 1 (0.61%) Amazon RDS
6 1 (0.61%) Amazon Redshift
6 1 (0.61%) CockroachDB
6 1 (0.61%) MySQL
6 1 (0.61%) Text Mining
Development Applications
1 10 (6.10%) Git (software)
2 9 (5.49%) Subversion
3 4 (2.44%) webpack
4 3 (1.83%) Selenium
5 2 (1.22%) Gradle
5 2 (1.22%) Maven
6 1 (0.61%) Bitbucket
6 1 (0.61%) Eclipse
6 1 (0.61%) Jenkins
6 1 (0.61%) JUnit
6 1 (0.61%) Mockito
6 1 (0.61%) NUnit
General
1 7 (4.27%) Law
2 5 (3.05%) Games
3 4 (2.44%) Finance
4 2 (1.22%) Aerospace
4 2 (1.22%) Automotive
4 2 (1.22%) Retail
5 1 (0.61%) Electronics
Job Titles
1 58 (35.37%) Developer
2 47 (28.66%) Software Engineer
3 23 (14.02%) Java Developer
4 21 (12.80%) Computer Engineer
5 20 (12.20%) Computer Vision Engineer
6 16 (9.76%) Java Engineer
6 16 (9.76%) Machine Learning Researcher
7 15 (9.15%) Java Software Engineer
8 14 (8.54%) C++ Software Engineer
8 14 (8.54%) Developer/Software Engineer
9 13 (7.93%) Machine Learning Engineer
10 12 (7.32%) Data Scientist
10 12 (7.32%) Software Developer
11 11 (6.71%) Front End Developer (Client-Side Developer)
12 10 (6.10%) Python Engineer
13 9 (5.49%) Java Software Developer
13 9 (5.49%) Python Developer
14 8 (4.88%) Cloud Engineer
14 8 (4.88%) Graduate
14 8 (4.88%) Systems Engineer
Libraries, Frameworks & Software Standards
1 55 (33.54%) Natural Language Processing
2 33 (20.12%) TensorFlow
3 15 (9.15%) AngularJS
3 15 (9.15%) J2EE
3 15 (9.15%) React
4 13 (7.93%) J2SE
5 11 (6.71%) CSS
5 11 (6.71%) CSS3
5 11 (6.71%) HTML
5 11 (6.71%) HTML5
5 11 (6.71%) Redux
5 11 (6.71%) Sass
6 9 (5.49%) RESTful
7 7 (4.27%) Ember.js
7 7 (4.27%) LESS
7 7 (4.27%) Meteor
7 7 (4.27%) Node.js
7 7 (4.27%) Spring
7 7 (4.27%) Twitter Bootstrap
7 7 (4.27%) Web Services
Miscellaneous
1 49 (29.88%) Algorithms
2 37 (22.56%) Computer Science
3 21 (12.80%) Robotics
4 5 (3.05%) User Experience
5 4 (2.44%) Greenfield Project
6 3 (1.83%) 3D Graphics
6 3 (1.83%) Fintech
7 2 (1.22%) iPad
7 2 (1.22%) iPhone
7 2 (1.22%) Semantic Web
8 1 (0.61%) Analytical Skills
8 1 (0.61%) Hedge funds
8 1 (0.61%) Linked Data
8 1 (0.61%) NHS
Operating Systems
1 16 (9.76%) Linux
2 3 (1.83%) Android
3 1 (0.61%) Apple iOS
3 1 (0.61%) Robot Operating System
Processes & Methodologies
1 66 (40.24%) Artificial Intelligence
1 66 (40.24%) Deep Learning
2 65 (39.63%) Computer Vision
3 62 (37.80%) Software Engineering
4 52 (31.71%) Neural Network
5 41 (25.00%) Bayesian Methods
5 41 (25.00%) Mathematics
6 30 (18.29%) Analytics
7 28 (17.07%) Data Science
8 27 (16.46%) Agile Software Development
9 26 (15.85%) Reinforcement Learning
10 21 (12.80%) Signal Processing
11 20 (12.20%) Probabilistic Modelling
12 17 (10.37%) Data Analysis
12 17 (10.37%) Physics
13 14 (8.54%) Statistics
14 13 (7.93%) Distributed Algorithms
14 13 (7.93%) Image Processing
14 13 (7.93%) Multithreading
15 12 (7.32%) Visualisation
Programming Languages
1 118 (71.95%) Python
2 92 (56.10%) C++
3 74 (45.12%) Java
4 31 (18.90%) C
5 29 (17.68%) MATLAB
6 25 (15.24%) JavaScript
7 23 (14.02%) C#
8 19 (11.59%) R
9 18 (10.98%) SQL
10 11 (6.71%) Java 8
11 10 (6.10%) Scala
12 7 (4.27%) Fortran
12 7 (4.27%) Julia
13 4 (2.44%) Bash Shell
14 3 (1.83%) Kotlin
14 3 (1.83%) Perl
15 1 (0.61%) Ruby
Qualifications
1 77 (46.95%) PhD
2 13 (7.93%) Degree
3 2 (1.22%) Computer Science Degree
4 1 (0.61%) AWS Certification
System Software
1 7 (4.27%) Docker
2 1 (0.61%) Apache ZooKeeper
2 1 (0.61%) HDFS
2 1 (0.61%) Virtual Machines
Systems Management
1 6 (3.66%) Ansible
1 6 (3.66%) Kubernetes
1 6 (3.66%) Puppet
2 3 (1.83%) Opscode Chef
2 3 (1.83%) Salt
3 1 (0.61%) Apache Shiro
Vendors
1 14 (8.54%) Google
2 3 (1.83%) Capita
3 2 (1.22%) Microsoft
4 1 (0.61%) Oracle