Period
to 21 November 2017

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 November 2017 with a comparison to the same period in the previous 2 years.

Machine Learning
Oxfordshire > Oxford
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 30 50 92
Rank change year-on-year +20 +42 +19
Permanent jobs citing Machine Learning 126 74 36
As % of all permanent IT jobs advertised in Oxford 7.90% 5.05% 2.18%
As % of the Processes & Methodologies category 8.65% 5.75% 2.56%
Number of salaries quoted 108 74 24
Oxford median annual salary £70,000 £50,000 £50,500
Median salary % change year-on-year +40.00% -0.99% +13.48%
10th Percentile £42,500 £37,875 £38,555
90th Percentile £84,000 £63,750 £79,875
Oxfordshire median annual salary £62,500 £50,000 £58,750
% change year-on-year +25.00% -14.89% +32.02%

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 1456 1287 1404
As % of all permanent IT jobs advertised in Oxford 91.29% 87.91% 84.89%
Number of salaries quoted 1265 1122 1123
Oxford median annual salary £47,500 £45,000 £42,500
Median salary % change year-on-year +5.56% +5.88% -
10th Percentile £30,750 £27,500 £27,500
90th Percentile £72,500 £63,750 £63,750
Oxfordshire median annual salary £45,000 £45,000 £43,500
% change year-on-year - +3.45% +8.75%

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 November 2017.

Salary histogram for Machine Learning in Oxford

For the 6 months to 21 November 2017, IT jobs citing Machine Learning also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the Oxford region with a requirement for Machine Learning.

1 94 (74.60%) Python
2 77 (61.11%) C++
3 67 (53.17%) Algorithms
4 65 (51.59%) Java
5 57 (45.24%) PhD
6 53 (42.06%) Natural Language Processing
7 50 (39.68%) Big Data
8 47 (37.30%) R
8 47 (37.30%) Software Engineering
9 45 (35.71%) Artificial Intelligence
10 44 (34.92%) Amazon AWS
11 40 (31.75%) Agile Software Development
12 37 (29.37%) MATLAB
13 30 (23.81%) C
13 30 (23.81%) Bayesian Methods
13 30 (23.81%) TensorFlow
14 29 (23.02%) Mathematics
14 29 (23.02%) Physics
14 29 (23.02%) Computer Science
15 24 (19.05%) Neural Network
15 24 (19.05%) SQL
16 23 (18.25%) Julia
17 22 (17.46%) Statistics
18 20 (15.87%) Apache Spark
19 19 (15.08%) Deep Learning
19 19 (15.08%) TDD
20 18 (14.29%) JavaScript
20 18 (14.29%) Degree
20 18 (14.29%) Economics
21 17 (13.49%) Probabilistic Modelling

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 20 (15.87%) Apache Spark
2 15 (11.90%) Apache Solr
2 15 (11.90%) Elasticsearch
3 14 (11.11%) Apache
4 5 (3.97%) Jetty
4 5 (3.97%) nginx
4 5 (3.97%) Tomcat
5 2 (1.59%) DNN
6 1 (0.79%) GeoServer
6 1 (0.79%) Jupyter
Applications
1 4 (3.17%) Microsoft Excel
2 1 (0.79%) GNU Octave
2 1 (0.79%) Mathematica
Cloud Services
1 44 (34.92%) Amazon AWS
2 5 (3.97%) Amazon EMR
2 5 (3.97%) Microsoft Azure
3 3 (2.38%) Google Cloud Platform
4 2 (1.59%) SaaS
5 1 (0.79%) Azure Data Factory
5 1 (0.79%) GitHub
Database & Business Intelligence
1 50 (39.68%) Big Data
2 12 (9.52%) Text Mining
3 7 (5.56%) Data Mining
4 6 (4.76%) Apache Cassandra
5 5 (3.97%) Hadoop
6 4 (3.17%) MongoDB
7 3 (2.38%) Apache Hive
7 3 (2.38%) NoSQL
7 3 (2.38%) Spark SQL
8 1 (0.79%) Apache Accumulo
8 1 (0.79%) GIS
8 1 (0.79%) HBase
8 1 (0.79%) HDInsight
8 1 (0.79%) SQL Server
Development Applications
1 11 (8.73%) Git (software)
2 9 (7.14%) Selenium
3 7 (5.56%) Subversion
4 5 (3.97%) Gradle
5 2 (1.59%) Jenkins
6 1 (0.79%) Visual Studio
General
1 10 (7.94%) Finance
2 9 (7.14%) Automotive
3 4 (3.17%) Publishing
4 2 (1.59%) Banking
5 1 (0.79%) Games
5 1 (0.79%) Telecoms
Job Titles
1 23 (18.25%) Developer
2 18 (14.29%) Machine Learning Researcher
3 15 (11.90%) Development Manager
4 14 (11.11%) Data Scientist
4 14 (11.11%) Research Engineer
4 14 (11.11%) Software Developer
4 14 (11.11%) Software Engineer
5 10 (7.94%) Machine Learning Engineer
5 10 (7.94%) Machine Learning Scientist
5 10 (7.94%) Software Development Manager
5 10 (7.94%) Software Manager
6 9 (7.14%) Computer Engineer
6 9 (7.14%) Computer Vision Engineer
7 8 (6.35%) Lead Software Engineer
8 7 (5.56%) Algorithm Engineer
8 7 (5.56%) Cloud Engineer
8 7 (5.56%) Java Developer
8 7 (5.56%) Java Engineer
8 7 (5.56%) Java Software Engineer
9 5 (3.97%) Cloud Software Engineer
Libraries, Frameworks & Software Standards
1 53 (42.06%) Natural Language Processing
2 30 (23.81%) TensorFlow
3 17 (13.49%) RESTful
4 15 (11.90%) AngularJS
4 15 (11.90%) Lucene
5 13 (10.32%) .NET
5 13 (10.32%) Theano
5 13 (10.32%) Web Services
6 12 (9.52%) J2EE
6 12 (9.52%) J2SE
6 12 (9.52%) Kafka
7 6 (4.76%) CSS
7 6 (4.76%) HTML
7 6 (4.76%) Node.js
8 5 (3.97%) Elastic Stack
8 5 (3.97%) jQuery
9 4 (3.17%) Django
10 2 (1.59%) Flask
10 2 (1.59%) Pandas
11 1 (0.79%) Spring Boot
Miscellaneous
1 67 (53.17%) Algorithms
2 29 (23.02%) Computer Science
3 5 (3.97%) Linked Data
3 5 (3.97%) Robotics
4 4 (3.17%) Embedded Systems
5 3 (2.38%) Fintech
5 3 (2.38%) Semantic Web
5 3 (2.38%) User Experience
6 2 (1.59%) NHS
7 1 (0.79%) Client/Server
7 1 (0.79%) CUDA
7 1 (0.79%) Life Science
Operating Systems
1 5 (3.97%) Linux
Processes & Methodologies
1 47 (37.30%) Software Engineering
2 45 (35.71%) Artificial Intelligence
3 40 (31.75%) Agile Software Development
4 30 (23.81%) Bayesian Methods
5 29 (23.02%) Mathematics
5 29 (23.02%) Physics
6 24 (19.05%) Neural Network
7 22 (17.46%) Statistics
8 19 (15.08%) Deep Learning
8 19 (15.08%) TDD
9 18 (14.29%) Economics
10 17 (13.49%) Computer Vision
10 17 (13.49%) Continuous Integration
10 17 (13.49%) Probabilistic Modelling
11 16 (12.70%) Multithreading
12 15 (11.90%) Continuous Deployment
13 12 (9.52%) Information Retrieval
14 11 (8.73%) Video Processing
14 11 (8.73%) Visualisation
15 10 (7.94%) Image Processing
Programming Languages
1 94 (74.60%) Python
2 77 (61.11%) C++
3 65 (51.59%) Java
4 47 (37.30%) R
5 37 (29.37%) MATLAB
6 30 (23.81%) C
7 24 (19.05%) SQL
8 23 (18.25%) Julia
9 18 (14.29%) JavaScript
10 14 (11.11%) Scala
11 13 (10.32%) Ruby
12 9 (7.14%) C#
13 5 (3.97%) Bash Shell
14 1 (0.79%) Perl
Qualifications
1 57 (45.24%) PhD
2 18 (14.29%) Degree
3 1 (0.79%) AWS Certification
3 1 (0.79%) Computer Science Degree
3 1 (0.79%) Master's Degree
3 1 (0.79%) Numerate Degree
Quality Assurance & Compliance
1 1 (0.79%) QA
System Software
1 5 (3.97%) Apache ZooKeeper
2 3 (2.38%) Docker
3 1 (0.79%) Virtual Machines
Systems Management
1 2 (1.59%) Kubernetes
Vendors
1 5 (3.97%) Microsoft
2 4 (3.17%) Capita
3 3 (2.38%) Google