Period
to 21 February 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 February 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
Oxfordshire > Oxford
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 30 39 82
Rank change year-on-year +9 +43 +14
Permanent jobs citing Machine Learning 125 78 51
As % of all permanent IT jobs advertised in Oxford 7.97% 5.92% 3.16%
As % of the Processes & Methodologies category 8.70% 6.70% 3.64%
Number of salaries quoted 114 76 36
Oxford median annual salary £70,000 £48,750 £55,000
Median salary % change year-on-year +43.59% -11.36% +15.79%
10th Percentile £40,000 £38,750 £44,375
90th Percentile £80,950 £63,750 £78,125
Oxfordshire median annual salary £61,500 £50,000 £55,000
% change year-on-year +23.00% -9.09% +15.79%

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 1,437 1,165 1,400
As % of all permanent IT jobs advertised in Oxford 91.65% 88.39% 86.85%
Number of salaries quoted 1,318 980 1,168
Oxford median annual salary £47,500 £42,500 £45,000
Median salary % change year-on-year +11.76% -5.56% +4.65%
10th Percentile £30,000 £27,500 £29,525
90th Percentile £72,500 £65,000 £67,500
Oxfordshire median annual salary £47,500 £42,500 £45,000
% change year-on-year +11.76% -5.56% +5.88%

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 February 2018.

Salary histogram for Machine Learning in Oxford

For the 6 months to 21 February 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 99 (79.20%) Python
2 61 (48.80%) C++
3 57 (45.60%) Algorithms
4 56 (44.80%) Java
5 49 (39.20%) PhD
5 49 (39.20%) Software Engineering
6 46 (36.80%) R
7 44 (35.20%) Natural Language Processing
8 41 (32.80%) Amazon AWS
9 36 (28.80%) Artificial Intelligence
9 36 (28.80%) Neural Network
10 35 (28.00%) Mathematics
10 35 (28.00%) Big Data
10 35 (28.00%) Bayesian Methods
11 33 (26.40%) Computer Science
11 33 (26.40%) Agile Software Development
12 31 (24.80%) MATLAB
13 30 (24.00%) Deep Learning
14 29 (23.20%) TensorFlow
14 29 (23.20%) Statistics
15 26 (20.80%) Physics
15 26 (20.80%) SQL
16 22 (17.60%) JavaScript
16 22 (17.60%) Julia
17 21 (16.80%) Economics
18 20 (16.00%) Probabilistic Modelling
19 19 (15.20%) Computer Vision
19 19 (15.20%) Data Science
20 17 (13.60%) J2EE
20 17 (13.60%) J2SE

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 (6.40%) Apache Spark
2 3 (2.40%) Apache
2 3 (2.40%) DNN
3 2 (1.60%) Elasticsearch
4 1 (0.80%) Apache Solr
4 1 (0.80%) GeoServer
4 1 (0.80%) Jetty
4 1 (0.80%) nginx
4 1 (0.80%) Tomcat
Applications
1 6 (4.80%) Microsoft Excel
2 1 (0.80%) GNU Octave
2 1 (0.80%) Mathematica
Cloud Services
1 41 (32.80%) Amazon AWS
2 4 (3.20%) Microsoft Azure
2 4 (3.20%) SaaS
3 3 (2.40%) Google Cloud Platform
4 2 (1.60%) GitHub
5 1 (0.80%) Amazon EMR
5 1 (0.80%) Azure Data Factory
Database & Business Intelligence
1 35 (28.00%) Big Data
2 8 (6.40%) Hadoop
3 7 (5.60%) Apache Cassandra
4 3 (2.40%) MongoDB
5 2 (1.60%) Data Mining
5 2 (1.60%) NoSQL
6 1 (0.80%) Apache Accumulo
6 1 (0.80%) GIS
6 1 (0.80%) HBase
6 1 (0.80%) HDInsight
6 1 (0.80%) PostgreSQL
6 1 (0.80%) Relational Database
6 1 (0.80%) SQL Server
6 1 (0.80%) Text Mining
Development Applications
1 4 (3.20%) Git (software)
1 4 (3.20%) webpack
2 3 (2.40%) Subversion
3 2 (1.60%) Jenkins
3 2 (1.60%) Selenium
4 1 (0.80%) Bitbucket
4 1 (0.80%) Eclipse
4 1 (0.80%) Gradle
4 1 (0.80%) Maven
4 1 (0.80%) Mockito
General
1 5 (4.00%) Finance
2 3 (2.40%) Law
3 2 (1.60%) Banking
4 1 (0.80%) Automotive
4 1 (0.80%) Telecoms
Job Titles
1 31 (24.80%) Developer
2 29 (23.20%) Software Engineer
3 24 (19.20%) Machine Learning Researcher
4 15 (12.00%) Java Engineer
5 14 (11.20%) Java Developer
5 14 (11.20%) Java Software Engineer
6 13 (10.40%) Data Scientist
6 13 (10.40%) Machine Learning Scientist
7 12 (9.60%) Cloud Engineer
8 9 (7.20%) AWS Engineer
9 8 (6.40%) Lead Software Engineer
10 7 (5.60%) Software Developer
11 6 (4.80%) Java Software Developer
11 6 (4.80%) Lead Developer
11 6 (4.80%) Python Developer
12 5 (4.00%) Cloud Software Engineer
12 5 (4.00%) Developer/Software Engineer
12 5 (4.00%) Front End Developer (Client-Side Developer)
12 5 (4.00%) Linux Engineer
12 5 (4.00%) Linux Systems Engineer
Libraries, Frameworks & Software Standards
1 44 (35.20%) Natural Language Processing
2 29 (23.20%) TensorFlow
3 17 (13.60%) J2EE
3 17 (13.60%) J2SE
4 14 (11.20%) RESTful
5 10 (8.00%) CSS
5 10 (8.00%) HTML
6 9 (7.20%) AngularJS
6 9 (7.20%) Theano
7 8 (6.40%) Flask
7 8 (6.40%) React
8 7 (5.60%) Node.js
9 5 (4.00%) jQuery
10 4 (3.20%) CSS3
10 4 (3.20%) D3.js
10 4 (3.20%) HTML5
10 4 (3.20%) Redux
10 4 (3.20%) Sass
10 4 (3.20%) SQLAlchemy
10 4 (3.20%) Web Services
Miscellaneous
1 57 (45.60%) Algorithms
2 33 (26.40%) Computer Science
3 8 (6.40%) User Experience
4 3 (2.40%) Fintech
4 3 (2.40%) NHS
4 3 (2.40%) Robotics
5 1 (0.80%) Analytical Skills
5 1 (0.80%) Client/Server
5 1 (0.80%) CUDA
5 1 (0.80%) Life Science
5 1 (0.80%) Linked Data
Operating Systems
1 8 (6.40%) Linux
Processes & Methodologies
1 49 (39.20%) Software Engineering
2 36 (28.80%) Artificial Intelligence
2 36 (28.80%) Neural Network
3 35 (28.00%) Bayesian Methods
3 35 (28.00%) Mathematics
4 33 (26.40%) Agile Software Development
5 30 (24.00%) Deep Learning
6 29 (23.20%) Statistics
7 26 (20.80%) Physics
8 21 (16.80%) Economics
9 20 (16.00%) Probabilistic Modelling
10 19 (15.20%) Computer Vision
10 19 (15.20%) Data Science
11 16 (12.80%) Data Analysis
12 13 (10.40%) Visualisation
13 12 (9.60%) Data Visualisation
14 10 (8.00%) Analytics
14 10 (8.00%) Image Processing
15 9 (7.20%) DevOps
16 8 (6.40%) Signal Processing
Programming Languages
1 99 (79.20%) Python
2 61 (48.80%) C++
3 56 (44.80%) Java
4 46 (36.80%) R
5 31 (24.80%) MATLAB
6 26 (20.80%) SQL
7 22 (17.60%) JavaScript
7 22 (17.60%) Julia
8 13 (10.40%) C
9 5 (4.00%) C#
9 5 (4.00%) Ruby
10 4 (3.20%) Scala
11 1 (0.80%) Bash Shell
11 1 (0.80%) Perl
Qualifications
1 49 (39.20%) PhD
2 16 (12.80%) Degree
3 1 (0.80%) Computer Science Degree
3 1 (0.80%) Master's Degree
3 1 (0.80%) Numerate Degree
System Software
1 9 (7.20%) Docker
2 1 (0.80%) Apache ZooKeeper
Systems Management
1 5 (4.00%) Kubernetes
2 3 (2.40%) Ansible
2 3 (2.40%) Opscode Chef
2 3 (2.40%) Puppet
3 1 (0.80%) Apache Shiro
Vendors
1 7 (5.60%) Microsoft
2 6 (4.80%) Capita
3 4 (3.20%) Google
4 1 (0.80%) Oracle