Period
to 16 August 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 16 August 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
Oxfordshire > Oxford
6 months to
16 Aug 2018
Same period 2017 Same period 2016
Rank 15 43 51
Rank change year-on-year +28 +8 +66
Permanent jobs citing Machine Learning 226 87 83
As % of all permanent IT jobs advertised in Oxford 13.55% 5.84% 5.80%
As % of the Processes & Methodologies category 14.74% 6.32% 6.41%
Number of salaries quoted 221 83 103
Oxford median annual salary £52,500 £68,500 £45,000
Median salary % change year-on-year -23.36% +52.22% +38.46%
10th Percentile £38,750 £38,750 £37,500
90th Percentile £72,500 £84,000 £67,500
Oxfordshire median annual salary £55,000 £62,500 £46,250
% change year-on-year -12.00% +35.14% +42.31%

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 1,533 1,376 1,294
As % of all permanent IT jobs advertised in Oxford 91.91% 92.35% 90.36%
Number of salaries quoted 1,421 1,154 1,159
Oxford median annual salary £50,000 £45,000 £47,500
Median salary % change year-on-year +11.11% -5.26% +5.56%
10th Percentile £31,250 £29,113 £28,750
90th Percentile £70,000 £70,000 £67,500
Oxfordshire median annual salary £50,000 £45,000 £47,500
% change year-on-year +11.11% -5.26% +11.76%

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 16 August 2018.

Salary histogram for Machine Learning in Oxford

For the 6 months to 16 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 Oxford region with a requirement for Machine Learning.

1 150 (66.37%) Python
2 147 (65.04%) C++
3 125 (55.31%) Computer Vision
4 121 (53.54%) PhD
5 111 (49.12%) Artificial Intelligence
6 102 (45.13%) Java
7 101 (44.69%) Deep Learning
8 89 (39.38%) Algorithms
9 88 (38.94%) Software Engineering
10 75 (33.19%) Neural Network
11 72 (31.86%) Natural Language Processing
12 61 (26.99%) C#
13 58 (25.66%) Bayesian Methods
14 57 (25.22%) Data Science
15 55 (24.34%) Mathematics
16 52 (23.01%) C
17 51 (22.57%) TensorFlow
18 50 (22.12%) Big Data
19 46 (20.35%) Reinforcement Learning
20 45 (19.91%) Computer Science
21 41 (18.14%) MATLAB
22 38 (16.81%) Linux
23 37 (16.37%) Robotics
23 37 (16.37%) Analytics
23 37 (16.37%) Computational Linguistics
24 36 (15.93%) Probabilistic Modelling
25 35 (15.49%) Multithreading
26 34 (15.04%) Biology
26 34 (15.04%) Distributed Algorithms
26 34 (15.04%) Computational Biology

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 10 (4.42%) Apache Spark
2 6 (2.65%) Apache
3 3 (1.33%) Elasticsearch
4 2 (0.88%) Apache Airflow
4 2 (0.88%) Apache Solr
5 1 (0.44%) Jetty
5 1 (0.44%) Tomcat
Applications
1 24 (10.62%) GNU Octave
2 2 (0.88%) Microsoft Excel
Cloud Services
1 13 (5.75%) Amazon AWS
2 1 (0.44%) Amazon EC2
2 1 (0.44%) Amazon EMR
2 1 (0.44%) Amazon S3
2 1 (0.44%) AWS Lambda
2 1 (0.44%) Cloud Computing
2 1 (0.44%) Google Cloud Platform
2 1 (0.44%) npm
2 1 (0.44%) SaaS
2 1 (0.44%) Serverless
2 1 (0.44%) Yarn
Communications & Networking
1 2 (0.88%) Bluetooth
1 2 (0.88%) Wi-Fi
1 2 (0.88%) WPA2
Database & Business Intelligence
1 50 (22.12%) Big Data
2 8 (3.54%) NoSQL
3 7 (3.10%) Hadoop
4 3 (1.33%) Data Warehouse
4 3 (1.33%) MongoDB
4 3 (1.33%) SQL Server
5 2 (0.88%) Amazon Redshift
5 2 (0.88%) Apache Cassandra
5 2 (0.88%) Apache Hive
5 2 (0.88%) BigQuery
5 2 (0.88%) MySQL
5 2 (0.88%) PostgreSQL
5 2 (0.88%) Power BI
5 2 (0.88%) Spark SQL
6 1 (0.44%) Amazon DynamoDB
6 1 (0.44%) Amazon RDS
6 1 (0.44%) CockroachDB
6 1 (0.44%) PowerPivot
6 1 (0.44%) Relational Database
6 1 (0.44%) Yellowfin
Development Applications
1 30 (13.27%) Git (software)
2 28 (12.39%) Subversion
3 2 (0.88%) JUnit
3 2 (0.88%) Selenium
4 1 (0.44%) CMake
4 1 (0.44%) GDB
4 1 (0.44%) Gradle
4 1 (0.44%) Maven
4 1 (0.44%) Mockito
4 1 (0.44%) NUnit
4 1 (0.44%) Valgrind
General
1 9 (3.98%) Automotive
2 6 (2.65%) Aerospace
2 6 (2.65%) Finance
2 6 (2.65%) Games
3 4 (1.77%) Law
4 3 (1.33%) Publishing
4 3 (1.33%) Retail
5 1 (0.44%) Electronics
Job Titles
1 79 (34.96%) Developer
2 58 (25.66%) Software Engineer
3 51 (22.57%) Computer Engineer
4 50 (22.12%) Computer Vision Engineer
5 28 (12.39%) Java Developer
6 27 (11.95%) C++ Software Engineer
7 26 (11.50%) Software Developer
8 25 (11.06%) Developer/Software Engineer
9 24 (10.62%) Data Scientist
10 19 (8.41%) C++ Developer
11 17 (7.52%) Machine Learning Engineer
11 17 (7.52%) Python Engineer
12 14 (6.19%) Python Developer
13 13 (5.75%) Graduate
14 12 (5.31%) C++ Software Developer
15 11 (4.87%) Administrator
15 11 (4.87%) Java Engineer
15 11 (4.87%) Linux Administrator
15 11 (4.87%) Linux Systems Administrator
15 11 (4.87%) Systems Administrator
Libraries, Frameworks & Software Standards
1 72 (31.86%) Natural Language Processing
2 51 (22.57%) TensorFlow
3 23 (10.18%) Boost C++ Libraries
4 20 (8.85%) STL
5 19 (8.41%) OpenCV
6 11 (4.87%) AngularJS
7 9 (3.98%) React
7 9 (3.98%) Spring
8 8 (3.54%) CSS
8 8 (3.54%) HTML
8 8 (3.54%) Redux
9 7 (3.10%) Angular 2
9 7 (3.10%) CSS3
9 7 (3.10%) Ember.js
9 7 (3.10%) HTML5
9 7 (3.10%) LESS
9 7 (3.10%) Meteor
9 7 (3.10%) RESTEasy
9 7 (3.10%) Sass
9 7 (3.10%) Twitter Bootstrap
Miscellaneous
1 89 (39.38%) Algorithms
2 45 (19.91%) Computer Science
3 37 (16.37%) Robotics
4 14 (6.19%) Fintech
5 8 (3.54%) Greenfield Project
6 3 (1.33%) 3D Graphics
6 3 (1.33%) Smart City
7 2 (0.88%) iPad
7 2 (0.88%) iPhone
7 2 (0.88%) Semantic Web
7 2 (0.88%) User Experience
8 1 (0.44%) Analytical Skills
8 1 (0.44%) CUDA
8 1 (0.44%) Data Structures
8 1 (0.44%) Embedded Systems
8 1 (0.44%) GPGPU
8 1 (0.44%) Hedge funds
8 1 (0.44%) NHS
8 1 (0.44%) Smart Meter
Operating Systems
1 38 (16.81%) Linux
2 9 (3.98%) Android
3 7 (3.10%) Apple iOS
4 2 (0.88%) Mac OS
5 1 (0.44%) Robot Operating System
Processes & Methodologies
1 125 (55.31%) Computer Vision
2 111 (49.12%) Artificial Intelligence
3 101 (44.69%) Deep Learning
4 88 (38.94%) Software Engineering
5 75 (33.19%) Neural Network
6 58 (25.66%) Bayesian Methods
7 57 (25.22%) Data Science
8 55 (24.34%) Mathematics
9 46 (20.35%) Reinforcement Learning
10 37 (16.37%) Analytics
10 37 (16.37%) Computational Linguistics
11 36 (15.93%) Probabilistic Modelling
12 35 (15.49%) Multithreading
13 34 (15.04%) Biology
13 34 (15.04%) Computational Biology
13 34 (15.04%) Distributed Algorithms
14 33 (14.60%) Image Processing
15 30 (13.27%) Physics
16 29 (12.83%) Data Analysis
17 27 (11.95%) Agile Software Development
Programming Languages
1 150 (66.37%) Python
2 147 (65.04%) C++
3 102 (45.13%) Java
4 61 (26.99%) C#
5 52 (23.01%) C
6 41 (18.14%) MATLAB
7 32 (14.16%) R
8 21 (9.29%) JavaScript
9 11 (4.87%) Java 8
10 10 (4.42%) SQL
11 8 (3.54%) Bash Shell
11 8 (3.54%) Scala
12 7 (3.10%) Fortran
12 7 (3.10%) Perl
13 3 (1.33%) Kotlin
14 1 (0.44%) Java 9
14 1 (0.44%) PHP
14 1 (0.44%) PowerShell
14 1 (0.44%) T-SQL
14 1 (0.44%) VB
Qualifications
1 121 (53.54%) PhD
2 20 (8.85%) Degree
3 6 (2.65%) Computer Science Degree
4 2 (0.88%) Master's Degree
5 1 (0.44%) AWS Certification
System Software
1 6 (2.65%) Docker
2 1 (0.44%) HDFS
2 1 (0.44%) Virtual Machines
Systems Management
1 8 (3.54%) Ansible
1 8 (3.54%) Puppet
2 7 (3.10%) Salt
3 3 (1.33%) Kubernetes
4 1 (0.44%) Opscode Chef
4 1 (0.44%) Terraform
Vendors
1 16 (7.08%) Google
2 3 (1.33%) Capita
2 3 (1.33%) Microsoft
3 2 (0.88%) Tableau
4 1 (0.44%) Cognos
4 1 (0.44%) Oracle