Period
to 22 July 2018

The following table provides summary statistics for permanent job vacancies advertised in Oxfordshire 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 22 July 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
South East > Oxfordshire
6 months to
22 Jul 2018
Same period 2017 Same period 2016
Rank 24 83 99
Rank change year-on-year +59 +16 +74
Permanent jobs citing Machine Learning 312 87 94
As % of all permanent IT jobs advertised in Oxfordshire 10.27% 3.10% 2.97%
As % of the Processes & Methodologies category 11.30% 3.45% 3.33%
Number of salaries quoted 306 87 111
Oxfordshire median annual salary £56,250 £55,000 £47,500
Median salary % change year-on-year +2.27% +15.79% +46.15%
10th Percentile £38,750 £38,250 £37,500
90th Percentile £76,875 £84,000 £67,500
South East median annual salary £53,500 £55,000 £52,500
% change year-on-year -2.73% +4.76% +15.38%

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 Oxfordshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Oxfordshire
Permanent vacancies with a requirement for process or methodology skills 2,761 2,520 2,822
As % of all permanent IT jobs advertised in Oxfordshire 90.88% 89.74% 89.11%
Number of salaries quoted 2,468 2,127 2,297
Oxfordshire median annual salary £50,000 £45,000 £47,500
Median salary % change year-on-year +11.11% -5.26% +11.76%
10th Percentile £31,000 £27,500 £27,000
90th Percentile £71,250 £67,500 £67,500
South East median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - -

Machine Learning
Job Vacancy Trend in Oxfordshire

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

Job vacancy trend for Machine Learning in Oxfordshire

Machine Learning
Salary Trend in Oxfordshire

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

Salary trend for Machine Learning in Oxfordshire

Machine Learning
Salary Histogram in Oxfordshire

The salary distribution of IT jobs citing Machine Learning in Oxfordshire over the 6 months to 22 July 2018.

Salary histogram for Machine Learning in Oxfordshire

Machine Learning
Job Locations in Oxfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the Oxfordshire region over the 6 months to 22 July 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
Oxford +33 209 £52,500 -12.50% 23
Kidlington +13 25 £67,000 -20.24% 1
Abingdon +6 16 £42,500 -2.86% 1
Machine Learning
South East

For the 6 months to 22 July 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 Oxfordshire region with a requirement for Machine Learning.

1 174 (55.77%) Java
2 171 (54.81%) Python
3 146 (46.79%) C++
4 130 (41.67%) Software Engineering
5 123 (39.42%) Natural Language Processing
6 121 (38.78%) PhD
7 109 (34.94%) Computer Vision
8 104 (33.33%) Artificial Intelligence
9 99 (31.73%) Data Science
10 96 (30.77%) Computer Science
11 95 (30.45%) Deep Learning
12 89 (28.53%) Agile Software Development
13 88 (28.21%) Algorithms
14 81 (25.96%) Analytics
15 76 (24.36%) Big Data
16 73 (23.40%) Degree
17 65 (20.83%) Neural Network
18 64 (20.51%) TDD
19 54 (17.31%) Continuous Integration
20 53 (16.99%) Web Services
21 52 (16.67%) Mathematics
21 52 (16.67%) Bayesian Methods
22 51 (16.35%) C
22 51 (16.35%) MATLAB
23 49 (15.71%) C#
23 49 (15.71%) Amazon AWS
24 47 (15.06%) TensorFlow
25 43 (13.78%) Data Analysis
26 41 (13.14%) Linux
26 41 (13.14%) Reinforcement Learning

Machine Learning
Co-occurring IT Skills in Oxfordshire 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 26 (8.33%) Elasticsearch
2 25 (8.01%) JBoss
3 24 (7.69%) Apache Solr
4 19 (6.09%) Apache Spark
5 10 (3.21%) Tomcat
6 4 (1.28%) Apache
7 2 (0.64%) Apache Airflow
7 2 (0.64%) SAS
8 1 (0.32%) ArcGIS
8 1 (0.32%) IIS
8 1 (0.32%) Jetty
Applications
1 18 (5.77%) GNU Octave
2 4 (1.28%) Microsoft Excel
3 2 (0.64%) MS Visio
Cloud Services
1 49 (15.71%) Amazon AWS
2 27 (8.65%) GitHub
3 3 (0.96%) Google Cloud Platform
4 2 (0.64%) Amazon EC2
4 2 (0.64%) Amazon EMR
4 2 (0.64%) Amazon S3
4 2 (0.64%) Microsoft Azure
5 1 (0.32%) AWS Lambda
5 1 (0.32%) Cloud Computing
5 1 (0.32%) npm
5 1 (0.32%) SaaS
5 1 (0.32%) Serverless
5 1 (0.32%) Yarn
Communications & Networking
1 2 (0.64%) Bluetooth
1 2 (0.64%) Wi-Fi
1 2 (0.64%) WPA2
Database & Business Intelligence
1 76 (24.36%) Big Data
2 15 (4.81%) Hadoop
2 15 (4.81%) NoSQL
3 12 (3.85%) Apache Cassandra
4 11 (3.53%) MongoDB
5 9 (2.88%) Apache Hive
5 9 (2.88%) Blockchain
5 9 (2.88%) Relational Database
6 8 (2.56%) SQL Server
7 7 (2.24%) PostgreSQL
7 7 (2.24%) RDBMS
8 5 (1.60%) Data Warehouse
9 3 (0.96%) Amazon Redshift
9 3 (0.96%) GIS
9 3 (0.96%) Power BI
10 2 (0.64%) BigQuery
10 2 (0.64%) MySQL
10 2 (0.64%) Spark SQL
11 1 (0.32%) Data Mining
11 1 (0.32%) SQL Server Reporting Services
Development Applications
1 30 (9.62%) Jenkins
2 29 (9.29%) Selenium
3 22 (7.05%) Git (software)
4 19 (6.09%) Subversion
5 2 (0.64%) ERwin
5 2 (0.64%) JUnit
5 2 (0.64%) Maven
5 2 (0.64%) Mockito
6 1 (0.32%) Eclipse
6 1 (0.32%) GDB
6 1 (0.32%) Gradle
6 1 (0.32%) JIRA
6 1 (0.32%) NUnit
6 1 (0.32%) Valgrind
6 1 (0.32%) Visual Studio
6 1 (0.32%) webpack
General
1 7 (2.24%) Games
2 6 (1.92%) Aerospace
2 6 (1.92%) Automotive
2 6 (1.92%) Finance
3 4 (1.28%) Law
4 3 (0.96%) Retail
5 2 (0.64%) Pharmaceutical
5 2 (0.64%) Publishing
6 1 (0.32%) Electronics
Job Titles
1 114 (36.54%) Developer
2 78 (25.00%) Software Engineer
3 52 (16.67%) Java Developer
4 39 (12.50%) Computer Engineer
5 38 (12.18%) Computer Vision Engineer
6 37 (11.86%) Software Developer
7 31 (9.94%) Data Scientist
8 23 (7.37%) Developer/Software Engineer
9 22 (7.05%) C++ Software Engineer
9 22 (7.05%) Java Engineer
10 21 (6.73%) Senior Developer
11 20 (6.41%) Java Software Engineer
11 20 (6.41%) Lead Developer
12 18 (5.77%) Python Engineer
13 17 (5.45%) Machine Learning Engineer
13 17 (5.45%) Senior Java Developer
14 14 (4.49%) Python Developer
15 13 (4.17%) C++ Developer
15 13 (4.17%) Research Engineer
16 12 (3.85%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 123 (39.42%) Natural Language Processing
2 53 (16.99%) Web Services
3 47 (15.06%) TensorFlow
4 34 (10.90%) Spring
5 29 (9.29%) RESTful
6 24 (7.69%) Lucene
7 13 (4.17%) Boost C++ Libraries
8 11 (3.53%) AngularJS
8 11 (3.53%) XML
9 10 (3.21%) OpenCV
9 10 (3.21%) React
9 10 (3.21%) STL
10 9 (2.88%) CSS
10 9 (2.88%) HTML
10 9 (2.88%) J2EE
10 9 (2.88%) Kafka
10 9 (2.88%) Redux
11 8 (2.56%) CSS3
11 8 (2.56%) Sass
11 8 (2.56%) Torch
Miscellaneous
1 96 (30.77%) Computer Science
2 88 (28.21%) Algorithms
3 31 (9.94%) Robotics
4 16 (5.13%) Fintech
5 14 (4.49%) Greenfield Project
6 8 (2.56%) Data Structures
7 6 (1.92%) Enterprise Software
7 6 (1.92%) Reference Data
8 4 (1.28%) 3D Graphics
8 4 (1.28%) Self-Motivation
9 3 (0.96%) Analytical Skills
9 3 (0.96%) NHS
9 3 (0.96%) Smart City
10 2 (0.64%) iPad
10 2 (0.64%) iPhone
10 2 (0.64%) Semantic Web
10 2 (0.64%) User Experience
11 1 (0.32%) Embedded Systems
11 1 (0.32%) Hedge funds
11 1 (0.32%) Virtual Team
Operating Systems
1 41 (13.14%) Linux
2 10 (3.21%) Android
3 7 (2.24%) Apple iOS
4 3 (0.96%) Unix
5 2 (0.64%) Robot Operating System
5 2 (0.64%) Ubuntu
6 1 (0.32%) Mac OS
6 1 (0.32%) Windows
Processes & Methodologies
1 130 (41.67%) Software Engineering
2 109 (34.94%) Computer Vision
3 104 (33.33%) Artificial Intelligence
4 99 (31.73%) Data Science
5 95 (30.45%) Deep Learning
6 89 (28.53%) Agile Software Development
7 81 (25.96%) Analytics
8 65 (20.83%) Neural Network
9 64 (20.51%) TDD
10 54 (17.31%) Continuous Integration
11 52 (16.67%) Bayesian Methods
11 52 (16.67%) Mathematics
12 43 (13.78%) Data Analysis
13 41 (13.14%) Reinforcement Learning
14 36 (11.54%) Visualisation
15 34 (10.90%) Unit Testing
16 33 (10.58%) Data Modelling
17 31 (9.94%) Data Visualisation
17 31 (9.94%) Kalman Filter
17 31 (9.94%) Scrum
Programming Languages
1 174 (55.77%) Java
2 171 (54.81%) Python
3 146 (46.79%) C++
4 51 (16.35%) C
4 51 (16.35%) MATLAB
5 49 (15.71%) C#
6 39 (12.50%) R
7 36 (11.54%) SQL
8 26 (8.33%) JavaScript
9 12 (3.85%) Bash Shell
9 12 (3.85%) Scala
10 11 (3.53%) Java 8
11 7 (2.24%) Fortran
11 7 (2.24%) Julia
11 7 (2.24%) Perl
11 7 (2.24%) PL/SQL
12 3 (0.96%) Kotlin
13 1 (0.32%) Java 9
13 1 (0.32%) T-SQL
13 1 (0.32%) TypeScript
Qualifications
1 121 (38.78%) PhD
2 73 (23.40%) Degree
3 5 (1.60%) Computer Science Degree
4 1 (0.32%) AWS Certification
Quality Assurance & Compliance
1 6 (1.92%) Data Quality
2 2 (0.64%) GCP
3 1 (0.32%) QA
System Software
1 9 (2.88%) Docker
2 2 (0.64%) Virtual Machines
3 1 (0.32%) HDFS
Systems Management
1 12 (3.85%) Ansible
1 12 (3.85%) Puppet
2 7 (2.24%) Salt
3 5 (1.60%) Kubernetes
3 5 (1.60%) Opscode Chef
4 2 (0.64%) Docker Swarm
5 1 (0.32%) Apache Shiro
5 1 (0.32%) Terraform
Vendors
1 27 (8.65%) Google
2 15 (4.81%) Oracle
3 7 (2.24%) Microsoft
4 6 (1.92%) Talend
5 5 (1.60%) Capita
6 3 (0.96%) Tableau
7 2 (0.64%) Cognos
8 1 (0.32%) ESRI
8 1 (0.32%) Twitter