Period
to 20 January 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 20 January 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
South East > Oxfordshire
6 months to
20 Jan 2018
Same period 2017 Same period 2016
Rank 40 75 121
Rank change year-on-year +35 +46 +38
Permanent jobs citing Machine Learning 188 94 69
As % of all permanent IT jobs advertised in Oxfordshire 6.16% 3.53% 2.06%
As % of the Processes & Methodologies category 6.93% 3.99% 2.34%
Number of salaries quoted 164 91 56
Oxfordshire median annual salary £61,500 £50,000 £56,250
Median salary % change year-on-year +23.00% -11.11% -6.25%
10th Percentile £42,500 £38,750 £39,325
90th Percentile £80,175 £66,250 £73,750
South East median annual salary £55,000 £50,000 £55,000
% change year-on-year +10.00% -9.09% +22.22%

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 2,714 2,356 2,952
As % of all permanent IT jobs advertised in Oxfordshire 88.98% 88.57% 88.01%
Number of salaries quoted 2,215 1,849 2,378
Oxfordshire median annual salary £47,500 £45,000 £45,000
Median salary % change year-on-year +5.56% - +5.88%
10th Percentile £29,425 £27,500 £27,500
90th Percentile £72,500 £67,500 £65,000
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 20 January 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 20 January 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 +14 127 £70,000 +55.56% 28
Kidlington +2 7 £59,000 -9.23% 2
Abingdon -9 7 £43,750 +45.83% 5
Henley-on-Thames - 4 - -
Machine Learning
South East

For the 6 months to 20 January 2018, 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 Oxfordshire region with a requirement for Machine Learning.

1 133 (70.74%) Python
2 98 (52.13%) Java
3 81 (43.09%) Algorithms
4 80 (42.55%) R
5 71 (37.77%) Big Data
5 71 (37.77%) C++
5 71 (37.77%) Software Engineering
6 70 (37.23%) PhD
7 65 (34.57%) Agile Software Development
8 61 (32.45%) Natural Language Processing
8 61 (32.45%) Amazon AWS
9 51 (27.13%) Computer Science
10 50 (26.60%) Bayesian Methods
11 48 (25.53%) Artificial Intelligence
12 45 (23.94%) SQL
13 44 (23.40%) MATLAB
14 43 (22.87%) Degree
15 41 (21.81%) Mathematics
16 40 (21.28%) Statistics
17 36 (19.15%) Deep Learning
17 36 (19.15%) Visualisation
17 36 (19.15%) TensorFlow
18 35 (18.62%) Neural Network
19 30 (15.96%) JavaScript
19 30 (15.96%) Analytics
20 29 (15.43%) Julia
21 28 (14.89%) Data Modelling
21 28 (14.89%) Physics
22 25 (13.30%) Data Analysis
22 25 (13.30%) Data Visualisation

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 18 (9.57%) Apache Spark
2 5 (2.66%) JBoss
2 5 (2.66%) Tomcat
3 3 (1.60%) Apache
3 3 (1.60%) DNN
3 3 (1.60%) IIS
3 3 (1.60%) SAS
3 3 (1.60%) SharePoint
4 2 (1.06%) Apache Pig
4 2 (1.06%) Apache Solr
4 2 (1.06%) Elasticsearch
4 2 (1.06%) Jetty
4 2 (1.06%) nginx
5 1 (0.53%) GeoServer
5 1 (0.53%) Jupyter
Applications
1 4 (2.13%) Microsoft Excel
2 1 (0.53%) GNU Octave
2 1 (0.53%) Mathematica
Cloud Services
1 61 (32.45%) Amazon AWS
2 15 (7.98%) GitHub
3 12 (6.38%) Microsoft Azure
4 6 (3.19%) Azure Data Factory
5 5 (2.66%) Google Cloud Platform
5 5 (2.66%) SaaS
6 3 (1.60%) Office 365
7 2 (1.06%) Amazon EMR
8 1 (0.53%) Cloud Computing
Communications & Networking
1 1 (0.53%) Bluetooth
1 1 (0.53%) Wi-Fi
1 1 (0.53%) WPA
1 1 (0.53%) WPA2
Database & Business Intelligence
1 71 (37.77%) Big Data
2 20 (10.64%) Hadoop
3 18 (9.57%) Data Mining
4 16 (8.51%) NoSQL
5 11 (5.85%) Apache Cassandra
6 9 (4.79%) Apache Hive
7 8 (4.26%) Power BI
8 7 (3.72%) MongoDB
9 6 (3.19%) HDInsight
10 5 (2.66%) Azure SQL Data Warehouse
10 5 (2.66%) Data Warehouse
10 5 (2.66%) HBase
10 5 (2.66%) SQL Server Analysis Services
10 5 (2.66%) SQL Server Integration Services
10 5 (2.66%) SQL Server Reporting Services
11 4 (2.13%) Amazon DynamoDB
11 4 (2.13%) SQL Server
12 3 (1.60%) Blockchain
12 3 (1.60%) Relational Database
13 2 (1.06%) PostgreSQL
Development Applications
1 18 (9.57%) Jenkins
2 16 (8.51%) Selenium
3 9 (4.79%) Git (software)
4 4 (2.13%) Subversion
5 3 (1.60%) Hudson
5 3 (1.60%) Travis CI
5 3 (1.60%) webpack
6 2 (1.06%) Gradle
7 1 (0.53%) Bitbucket
General
1 18 (9.57%) Finance
2 4 (2.13%) Law
3 2 (1.06%) Automotive
3 2 (1.06%) Banking
4 1 (0.53%) Telecoms
Job Titles
1 49 (26.06%) Developer
2 38 (20.21%) Data Scientist
3 35 (18.62%) Software Engineer
4 27 (14.36%) Machine Learning Researcher
5 21 (11.17%) Java Developer
6 20 (10.64%) Java Engineer
7 18 (9.57%) Machine Learning Engineer
8 16 (8.51%) Machine Learning Scientist
9 15 (7.98%) Java Software Engineer
10 14 (7.45%) Senior Developer
11 13 (6.91%) Senior Java Developer
12 11 (5.85%) Cloud Engineer
12 11 (5.85%) Data Engineer
12 11 (5.85%) Research Engineer
12 11 (5.85%) Software Developer
13 10 (5.32%) Analyst
14 9 (4.79%) Big Data Engineer
14 9 (4.79%) Lead Software Engineer
15 8 (4.26%) Python Developer
15 8 (4.26%) Senior Software Engineer
Libraries, Frameworks & Software Standards
1 61 (32.45%) Natural Language Processing
2 36 (19.15%) TensorFlow
3 24 (12.77%) Web Services
4 19 (10.11%) J2EE
5 18 (9.57%) CSS
5 18 (9.57%) HTML
5 18 (9.57%) J2SE
6 17 (9.04%) RESTful
7 13 (6.91%) AngularJS
7 13 (6.91%) Theano
8 10 (5.32%) Pandas
9 9 (4.79%) jQuery
9 9 (4.79%) scikit-learn
9 9 (4.79%) Seaborn
10 8 (4.26%) Node.js
10 8 (4.26%) Spring
11 7 (3.72%) CSS3
11 7 (3.72%) Flask
11 7 (3.72%) HTML5
11 7 (3.72%) React
Miscellaneous
1 81 (43.09%) Algorithms
2 51 (27.13%) Computer Science
3 14 (7.45%) Analytical Skills
4 10 (5.32%) Fintech
4 10 (5.32%) User Experience
5 7 (3.72%) Data Structures
6 4 (2.13%) Life Science
7 3 (1.60%) NHS
8 2 (1.06%) Linked Data
9 1 (0.53%) Analytical Mindset
9 1 (0.53%) Client/Server
9 1 (0.53%) CUDA
9 1 (0.53%) Enterprise Software
9 1 (0.53%) Greenfield Project
9 1 (0.53%) iPhone
9 1 (0.53%) Robotics
Operating Systems
1 5 (2.66%) Linux
2 3 (1.60%) Windows
3 1 (0.53%) Android
3 1 (0.53%) Apple iOS
Processes & Methodologies
1 71 (37.77%) Software Engineering
2 65 (34.57%) Agile Software Development
3 50 (26.60%) Bayesian Methods
4 48 (25.53%) Artificial Intelligence
5 41 (21.81%) Mathematics
6 40 (21.28%) Statistics
7 36 (19.15%) Deep Learning
7 36 (19.15%) Visualisation
8 35 (18.62%) Neural Network
9 30 (15.96%) Analytics
10 28 (14.89%) Data Modelling
10 28 (14.89%) Physics
11 25 (13.30%) Data Analysis
11 25 (13.30%) Data Visualisation
12 24 (12.77%) Economics
12 24 (12.77%) Scrum
13 23 (12.23%) Probabilistic Modelling
14 20 (10.64%) Continuous Integration
15 19 (10.11%) TDD
16 15 (7.98%) OO
Programming Languages
1 133 (70.74%) Python
2 98 (52.13%) Java
3 80 (42.55%) R
4 71 (37.77%) C++
5 45 (23.94%) SQL
6 44 (23.40%) MATLAB
7 30 (15.96%) JavaScript
8 29 (15.43%) Julia
9 21 (11.17%) C
10 9 (4.79%) C#
11 7 (3.72%) Ruby
12 6 (3.19%) Scala
13 3 (1.60%) PowerShell
14 2 (1.06%) Bash Shell
15 1 (0.53%) Perl
Qualifications
1 70 (37.23%) PhD
2 43 (22.87%) Degree
3 1 (0.53%) AWS Certification
3 1 (0.53%) Computer Science Degree
3 1 (0.53%) Master's Degree
3 1 (0.53%) Numerate Degree
System Software
1 8 (4.26%) Docker
2 3 (1.60%) Active Directory
3 2 (1.06%) Apache ZooKeeper
4 1 (0.53%) Virtual Machines
Systems Management
1 5 (2.66%) Kubernetes
Vendors
1 13 (6.91%) Microsoft
2 8 (4.26%) Tableau
3 7 (3.72%) Oracle
4 5 (2.66%) Cognos
4 5 (2.66%) Google
5 4 (2.13%) Capita