Period
to 19 April 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 19 April 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
South East > Oxfordshire
6 months to
19 Apr 2018
Same period 2017 Same period 2016
Rank 30 78 99
Rank change year-on-year +48 +21 +56
Permanent jobs citing Machine Learning 250 96 92
As % of all permanent IT jobs advertised in Oxfordshire 7.95% 3.56% 2.86%
As % of the Processes & Methodologies category 8.74% 4.00% 3.19%
Number of salaries quoted 242 96 97
Oxfordshire median annual salary £60,000 £50,000 £55,000
Median salary % change year-on-year +20.00% -9.09% +57.14%
10th Percentile £38,750 £37,500 £37,500
90th Percentile £81,925 £77,500 £63,750
South East median annual salary £55,000 £50,000 £55,000
% change year-on-year +10.00% -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 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 2,862 2,402 2,880
As % of all permanent IT jobs advertised in Oxfordshire 90.97% 89.13% 89.47%
Number of salaries quoted 2,431 1,964 2,324
Oxfordshire median annual salary £47,500 £42,500 £45,000
Median salary % change year-on-year +11.76% -5.56% +5.88%
10th Percentile £30,000 £27,500 £27,500
90th Percentile £72,500 £67,500 £68,750
South East median annual salary £45,000 £45,000 £45,000

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 19 April 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 19 April 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 +12 149 £60,000 +20.00% 18
Kidlington +19 25 £67,000 -20.24% 3
Abingdon +1 15 £40,000 -20.00% 2
Machine Learning
South East

For the 6 months to 19 April 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.

1 152 (60.80%) Java
2 134 (53.60%) Python
3 109 (43.60%) Software Engineering
4 106 (42.40%) Natural Language Processing
5 100 (40.00%) Agile Software Development
6 93 (37.20%) C++
6 93 (37.20%) Computer Science
7 84 (33.60%) PhD
8 81 (32.40%) Data Science
9 74 (29.60%) Artificial Intelligence
10 73 (29.20%) Degree
10 73 (29.20%) Big Data
11 72 (28.80%) Amazon AWS
12 60 (24.00%) Deep Learning
13 56 (22.40%) Analytics
13 56 (22.40%) TDD
14 55 (22.00%) Web Services
14 55 (22.00%) Algorithms
15 53 (21.20%) Continuous Integration
16 52 (20.80%) Neural Network
17 46 (18.40%) R
17 46 (18.40%) Computer Vision
18 44 (17.60%) Mathematics
19 42 (16.80%) SQL
19 42 (16.80%) Data Modelling
19 42 (16.80%) Bayesian Methods
20 39 (15.60%) MATLAB
21 38 (15.20%) Scrum
22 36 (14.40%) Selenium
23 35 (14.00%) Unit Testing

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 23 (9.20%) JBoss
2 21 (8.40%) Elasticsearch
3 20 (8.00%) Apache Spark
4 19 (7.60%) Apache Solr
5 13 (5.20%) Tomcat
6 5 (2.00%) Apache
7 3 (1.20%) SAS
8 2 (0.80%) Apache Airflow
9 1 (0.40%) DNN
9 1 (0.40%) GeoServer
9 1 (0.40%) Jetty
9 1 (0.40%) nginx
Applications
1 6 (2.40%) GNU Octave
2 4 (1.60%) Microsoft Excel
3 2 (0.80%) MS Visio
4 1 (0.40%) Mathematica
Cloud Services
1 72 (28.80%) Amazon AWS
2 33 (13.20%) GitHub
3 5 (2.00%) SaaS
4 2 (0.80%) Microsoft Azure
5 1 (0.40%) Amazon EMR
5 1 (0.40%) Azure Data Factory
5 1 (0.40%) Google Cloud Platform
Communications & Networking
1 3 (1.20%) Bluetooth
1 3 (1.20%) Wi-Fi
1 3 (1.20%) WPA2
2 1 (0.40%) WPA
Database & Business Intelligence
1 73 (29.20%) Big Data
2 18 (7.20%) Hadoop
3 13 (5.20%) NoSQL
4 12 (4.80%) Blockchain
5 11 (4.40%) Apache Cassandra
6 9 (3.60%) Apache Hive
7 8 (3.20%) Data Mining
8 5 (2.00%) MongoDB
8 5 (2.00%) PostgreSQL
9 4 (1.60%) Data Warehouse
9 4 (1.60%) Relational Database
9 4 (1.60%) SQL Server
10 2 (0.80%) BigQuery
10 2 (0.80%) GIS
10 2 (0.80%) RDBMS
10 2 (0.80%) Spark SQL
11 1 (0.40%) Amazon Redshift
11 1 (0.40%) CockroachDB
11 1 (0.40%) HDInsight
11 1 (0.40%) Power BI
Development Applications
1 36 (14.40%) Selenium
2 34 (13.60%) Jenkins
3 8 (3.20%) Git (software)
4 6 (2.40%) Subversion
5 4 (1.60%) webpack
6 2 (0.80%) ERwin
6 2 (0.80%) Gradle
6 2 (0.80%) Maven
7 1 (0.40%) Bitbucket
7 1 (0.40%) Eclipse
7 1 (0.40%) JIRA
7 1 (0.40%) JUnit
7 1 (0.40%) Mockito
7 1 (0.40%) NUnit
General
1 7 (2.80%) Games
1 7 (2.80%) Law
2 6 (2.40%) Finance
3 2 (0.80%) Banking
3 2 (0.80%) Pharmaceutical
3 2 (0.80%) Retail
4 1 (0.40%) Telecoms
Job Titles
1 87 (34.80%) Developer
2 67 (26.80%) Software Engineer
3 50 (20.00%) Java Developer
4 28 (11.20%) Senior Developer
5 27 (10.80%) Java Engineer
6 25 (10.00%) Data Scientist
7 24 (9.60%) Senior Java Developer
8 23 (9.20%) Java Software Engineer
9 20 (8.00%) Machine Learning Researcher
10 17 (6.80%) Machine Learning Engineer
10 17 (6.80%) Python Engineer
11 16 (6.40%) Machine Learning Scientist
11 16 (6.40%) Software Developer
12 15 (6.00%) Computer Engineer
12 15 (6.00%) Lead Developer
13 14 (5.60%) Computer Vision Engineer
14 13 (5.20%) Senior Software Engineer
15 12 (4.80%) Cloud Engineer
16 11 (4.40%) Analyst
16 11 (4.40%) Data Engineer
Libraries, Frameworks & Software Standards
1 106 (42.40%) Natural Language Processing
2 55 (22.00%) Web Services
3 32 (12.80%) Spring
4 31 (12.40%) TensorFlow
5 26 (10.40%) RESTful
6 20 (8.00%) J2EE
7 19 (7.60%) Lucene
8 17 (6.80%) J2SE
9 15 (6.00%) AngularJS
9 15 (6.00%) XML
10 13 (5.20%) React
11 9 (3.60%) CSS
11 9 (3.60%) HTML
11 9 (3.60%) Theano
12 8 (3.20%) CSS3
12 8 (3.20%) Flask
12 8 (3.20%) HTML5
12 8 (3.20%) Node.js
12 8 (3.20%) Redux
12 8 (3.20%) Sass
Miscellaneous
1 93 (37.20%) Computer Science
2 55 (22.00%) Algorithms
3 16 (6.40%) Robotics
4 10 (4.00%) Fintech
4 10 (4.00%) Greenfield Project
5 7 (2.80%) Data Structures
5 7 (2.80%) Enterprise Software
6 6 (2.40%) Reference Data
7 5 (2.00%) Analytical Skills
7 5 (2.00%) NHS
7 5 (2.00%) User Experience
8 4 (1.60%) 3D Graphics
9 3 (1.20%) iPhone
10 2 (0.80%) iPad
10 2 (0.80%) Semantic Web
11 1 (0.40%) Analytical Mindset
11 1 (0.40%) Client/Server
11 1 (0.40%) Linked Data
Operating Systems
1 11 (4.40%) Linux
2 4 (1.60%) Android
3 2 (0.80%) Unix
4 1 (0.40%) Apple iOS
4 1 (0.40%) Windows
Processes & Methodologies
1 109 (43.60%) Software Engineering
2 100 (40.00%) Agile Software Development
3 81 (32.40%) Data Science
4 74 (29.60%) Artificial Intelligence
5 60 (24.00%) Deep Learning
6 56 (22.40%) Analytics
6 56 (22.40%) TDD
7 53 (21.20%) Continuous Integration
8 52 (20.80%) Neural Network
9 46 (18.40%) Computer Vision
10 44 (17.60%) Mathematics
11 42 (16.80%) Bayesian Methods
11 42 (16.80%) Data Modelling
12 38 (15.20%) Scrum
13 35 (14.00%) Data Analysis
13 35 (14.00%) Unit Testing
14 33 (13.20%) Visualisation
15 31 (12.40%) Data Visualisation
16 29 (11.60%) Kalman Filter
17 28 (11.20%) Content Enrichment
Programming Languages
1 152 (60.80%) Java
2 134 (53.60%) Python
3 93 (37.20%) C++
4 46 (18.40%) R
5 42 (16.80%) SQL
6 39 (15.60%) MATLAB
7 26 (10.40%) C
7 26 (10.40%) JavaScript
8 17 (6.80%) Scala
9 15 (6.00%) Julia
10 12 (4.80%) C#
10 12 (4.80%) Java 8
11 7 (2.80%) Fortran
12 3 (1.20%) Bash Shell
12 3 (1.20%) Kotlin
13 2 (0.80%) PL/SQL
14 1 (0.40%) Perl
14 1 (0.40%) Ruby
Qualifications
1 84 (33.60%) PhD
2 73 (29.20%) Degree
3 3 (1.20%) Computer Science Degree
4 1 (0.40%) Master's Degree
Quality Assurance & Compliance
1 6 (2.40%) Data Quality
System Software
1 7 (2.80%) Docker
2 1 (0.40%) Apache ZooKeeper
2 1 (0.40%) HDFS
Systems Management
1 6 (2.40%) Kubernetes
2 3 (1.20%) Ansible
2 3 (1.20%) Opscode Chef
2 3 (1.20%) Puppet
3 1 (0.40%) Apache Shiro
Vendors
1 12 (4.80%) Oracle
2 10 (4.00%) Google
3 6 (2.40%) Talend
4 5 (2.00%) Capita
4 5 (2.00%) Microsoft
5 1 (0.40%) Tableau