Period
to 19 November 2017

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

Machine Learning
South East > Oxfordshire
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 44 87 142
Rank change year-on-year +43 +55 +28
Permanent jobs citing Machine Learning 163 90 44
As % of all permanent IT jobs advertised in Oxfordshire 5.49% 3.09% 1.30%
As % of the Processes & Methodologies category 6.21% 3.49% 1.50%
Number of salaries quoted 141 88 32
Oxfordshire median annual salary £62,500 £50,000 £58,750
Median salary % change year-on-year +25.00% -14.89% +32.02%
10th Percentile £40,000 £36,250 £41,375
90th Percentile £84,000 £67,500 £73,750
South East median annual salary £55,000 £50,000 £50,500
% change year-on-year +10.00% -0.99% +18.82%

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 2625 2582 2942
As % of all permanent IT jobs advertised in Oxfordshire 88.35% 88.58% 87.12%
Number of salaries quoted 2158 2066 2381
Oxfordshire median annual salary £45,000 £45,000 £44,000
Median salary % change year-on-year - +2.27% +9.32%
10th Percentile £29,000 £27,500 £26,250
90th Percentile £72,500 £66,250 £63,750
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 November 2017.

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 November 2017. 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 +17 122 £70,000 +40.00% 6
Abingdon +5 4 £45,000 +50.00% 1
Henley-on-Thames - 4 - -
Kidlington - 4 £84,000 -
Wallingford +7 1 £45,000 +20.00%
Witney - 1 £40,000 -
Machine Learning
South East

For the 6 months to 19 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 Oxfordshire region with a requirement for Machine Learning.

1 120 (73.62%) Python
2 82 (50.31%) Java
3 78 (47.85%) C++
4 77 (47.24%) Algorithms
5 70 (42.94%) Big Data
6 68 (41.72%) R
6 68 (41.72%) PhD
7 56 (34.36%) Agile Software Development
8 55 (33.74%) Software Engineering
8 55 (33.74%) Natural Language Processing
9 50 (30.67%) Amazon AWS
10 44 (26.99%) Artificial Intelligence
11 39 (23.93%) Bayesian Methods
12 38 (23.31%) Computer Science
12 38 (23.31%) SQL
12 38 (23.31%) MATLAB
13 35 (21.47%) Degree
14 34 (20.86%) Visualisation
15 33 (20.25%) Mathematics
16 30 (18.40%) C
17 29 (17.79%) TensorFlow
18 28 (17.18%) JavaScript
18 28 (17.18%) Physics
19 27 (16.56%) Statistics
19 27 (16.56%) Apache Spark
20 25 (15.34%) Analytics
20 25 (15.34%) Deep Learning
21 24 (14.72%) Continuous Integration
21 24 (14.72%) Neural Network
21 24 (14.72%) TDD

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 27 (16.56%) Apache Spark
2 15 (9.20%) Apache Solr
2 15 (9.20%) Elasticsearch
3 14 (8.59%) Apache
4 5 (3.07%) Jetty
4 5 (3.07%) nginx
4 5 (3.07%) Tomcat
5 3 (1.84%) IIS
5 3 (1.84%) SharePoint
6 2 (1.23%) Apache Pig
6 2 (1.23%) DNN
6 2 (1.23%) SAS
7 1 (0.61%) GeoServer
7 1 (0.61%) Jupyter
Applications
1 4 (2.45%) Microsoft Excel
2 1 (0.61%) GNU Octave
2 1 (0.61%) Mathematica
Cloud Services
1 50 (30.67%) Amazon AWS
2 14 (8.59%) Microsoft Azure
3 7 (4.29%) Azure Data Factory
4 5 (3.07%) Amazon EMR
4 5 (3.07%) GitHub
4 5 (3.07%) Google Cloud Platform
5 3 (1.84%) Office 365
5 3 (1.84%) SaaS
6 1 (0.61%) Cloud Computing
Database & Business Intelligence
1 70 (42.94%) Big Data
2 21 (12.88%) Data Mining
3 15 (9.20%) Hadoop
3 15 (9.20%) NoSQL
4 12 (7.36%) Text Mining
5 10 (6.13%) Apache Cassandra
5 10 (6.13%) Apache Hive
6 9 (5.52%) Power BI
7 8 (4.91%) MongoDB
8 7 (4.29%) HDInsight
9 6 (3.68%) Azure SQL Data Warehouse
9 6 (3.68%) Data Warehouse
9 6 (3.68%) SQL Server Analysis Services
9 6 (3.68%) SQL Server Integration Services
9 6 (3.68%) SQL Server Reporting Services
10 5 (3.07%) HBase
11 4 (2.45%) Amazon DynamoDB
11 4 (2.45%) SQL Server
12 3 (1.84%) Relational Database
12 3 (1.84%) Spark SQL
Development Applications
1 14 (8.59%) Git (software)
2 13 (7.98%) Selenium
3 9 (5.52%) Jenkins
4 7 (4.29%) Subversion
5 5 (3.07%) Gradle
6 3 (1.84%) Hudson
6 3 (1.84%) Travis CI
7 1 (0.61%) Visual Studio
General
1 21 (12.88%) Finance
2 9 (5.52%) Automotive
3 4 (2.45%) Publishing
4 2 (1.23%) Banking
5 1 (0.61%) Games
5 1 (0.61%) Telecoms
Job Titles
1 35 (21.47%) Data Scientist
2 31 (19.02%) Developer
3 19 (11.66%) Software Engineer
4 18 (11.04%) Machine Learning Researcher
5 15 (9.20%) Development Manager
6 14 (8.59%) Research Engineer
7 13 (7.98%) Machine Learning Scientist
7 13 (7.98%) Software Developer
8 12 (7.36%) Java Engineer
8 12 (7.36%) Machine Learning Engineer
9 10 (6.13%) Software Development Manager
9 10 (6.13%) Software Manager
10 9 (5.52%) Computer Engineer
10 9 (5.52%) Computer Vision Engineer
10 9 (5.52%) Data Engineer
10 9 (5.52%) Java Developer
11 8 (4.91%) Analyst
11 8 (4.91%) Big Data Engineer
11 8 (4.91%) Java Software Engineer
11 8 (4.91%) Lead Software Engineer
Libraries, Frameworks & Software Standards
1 55 (33.74%) Natural Language Processing
2 29 (17.79%) TensorFlow
3 22 (13.50%) Web Services
4 19 (11.66%) RESTful
5 17 (10.43%) AngularJS
6 16 (9.82%) .NET
6 16 (9.82%) CSS
6 16 (9.82%) HTML
7 15 (9.20%) Lucene
8 13 (7.98%) Theano
9 12 (7.36%) Kafka
10 11 (6.75%) J2EE
10 11 (6.75%) J2SE
11 10 (6.13%) Pandas
12 9 (5.52%) jQuery
12 9 (5.52%) scikit-learn
12 9 (5.52%) Seaborn
13 7 (4.29%) Node.js
14 5 (3.07%) Elastic Stack
15 4 (2.45%) CSS3
Miscellaneous
1 77 (47.24%) Algorithms
2 38 (23.31%) Computer Science
3 11 (6.75%) Analytical Skills
4 8 (4.91%) Fintech
5 6 (3.68%) User Experience
6 5 (3.07%) Data Structures
6 5 (3.07%) Linked Data
6 5 (3.07%) Robotics
7 4 (2.45%) Embedded Systems
7 4 (2.45%) Life Science
8 3 (1.84%) Semantic Web
9 2 (1.23%) NHS
10 1 (0.61%) Client/Server
10 1 (0.61%) CUDA
Operating Systems
1 8 (4.91%) Linux
2 3 (1.84%) Windows
Processes & Methodologies
1 56 (34.36%) Agile Software Development
2 55 (33.74%) Software Engineering
3 44 (26.99%) Artificial Intelligence
4 39 (23.93%) Bayesian Methods
5 34 (20.86%) Visualisation
6 33 (20.25%) Mathematics
7 28 (17.18%) Physics
8 27 (16.56%) Statistics
9 25 (15.34%) Analytics
9 25 (15.34%) Deep Learning
10 24 (14.72%) Continuous Integration
10 24 (14.72%) Neural Network
10 24 (14.72%) TDD
11 22 (13.50%) Data Visualisation
12 19 (11.66%) Data Modelling
13 17 (10.43%) Computer Vision
13 17 (10.43%) Economics
14 16 (9.82%) Data Analysis
14 16 (9.82%) Probabilistic Modelling
15 15 (9.20%) Multithreading
Programming Languages
1 120 (73.62%) Python
2 82 (50.31%) Java
3 78 (47.85%) C++
4 68 (41.72%) R
5 38 (23.31%) MATLAB
5 38 (23.31%) SQL
6 30 (18.40%) C
7 28 (17.18%) JavaScript
8 22 (13.50%) Julia
9 15 (9.20%) Scala
10 13 (7.98%) C#
10 13 (7.98%) Ruby
11 5 (3.07%) Bash Shell
12 3 (1.84%) PowerShell
13 1 (0.61%) Perl
Qualifications
1 68 (41.72%) PhD
2 35 (21.47%) Degree
3 1 (0.61%) AWS Certification
3 1 (0.61%) Computer Science Degree
3 1 (0.61%) Master's Degree
3 1 (0.61%) Numerate Degree
Quality Assurance & Compliance
1 1 (0.61%) QA
System Software
1 5 (3.07%) Apache ZooKeeper
2 3 (1.84%) Active Directory
2 3 (1.84%) Docker
3 1 (0.61%) Virtual Machines
Systems Management
1 2 (1.23%) Kubernetes
Vendors
1 14 (8.59%) Microsoft
2 9 (5.52%) Tableau
3 6 (3.68%) Cognos
4 5 (3.07%) Google
5 4 (2.45%) Capita
6 3 (1.84%) Oracle