Period
to 23 October 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 23 October 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
South East > Oxfordshire
6 months to
23 Oct 2018
Same period 2017 Same period 2016
Rank 21 48 87
Rank change year-on-year +27 +39 +72
Permanent jobs citing Machine Learning 296 145 95
As % of all permanent IT jobs advertised in Oxfordshire 10.90% 5.22% 3.11%
As % of the Processes & Methodologies category 12.06% 5.80% 3.42%
Number of salaries quoted 270 128 94
Oxfordshire median annual salary £55,000 £62,500 £50,000
Median salary % change year-on-year -12.00% +25.00% -20.00%
10th Percentile £42,000 £38,750 £36,625
90th Percentile £72,500 £84,000 £67,500
South East median annual salary £54,000 £55,000 £50,000
% change year-on-year -1.82% +10.00% -

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 2,455 2,498 2,774
As % of all permanent IT jobs advertised in Oxfordshire 90.39% 89.99% 90.77%
Number of salaries quoted 2,149 2,057 2,209
Oxfordshire median annual salary £50,000 £45,000 £47,000
Median salary % change year-on-year +11.11% -4.26% +10.59%
10th Percentile £30,950 £27,500 £27,000
90th Percentile £72,750 £71,250 £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 23 October 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 23 October 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 +20 242 £55,000 -21.43% 34
Abingdon +23 19 £82,500 +88.57% 2
Kidlington +4 6 £67,500 -19.64%
Thame - 2 £57,500 -
Machine Learning
South East

For the 6 months to 23 October 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.

1 205 (69.26%) Python
2 182 (61.49%) C++
3 156 (52.70%) Computer Vision
4 148 (50.00%) Artificial Intelligence
5 136 (45.95%) Algorithms
6 135 (45.61%) Java
7 127 (42.91%) PhD
8 122 (41.22%) Data Science
9 114 (38.51%) Deep Learning
10 103 (34.80%) Software Engineering
11 97 (32.77%) Neural Network
12 88 (29.73%) Mathematics
13 78 (26.35%) Natural Language Processing
14 77 (26.01%) C#
15 75 (25.34%) R
16 69 (23.31%) Computer Science
17 67 (22.64%) Analytics
18 66 (22.30%) Big Data
19 64 (21.62%) Linux
20 63 (21.28%) Git (software)
21 59 (19.93%) Bayesian Methods
22 58 (19.59%) Agile Software Development
23 53 (17.91%) TensorFlow
24 52 (17.57%) Robotics
25 51 (17.23%) MATLAB
26 50 (16.89%) Reinforcement Learning
27 47 (15.88%) Data Analysis
27 47 (15.88%) Image Processing
28 46 (15.54%) C
29 45 (15.20%) Computational Linguistics

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 14 (4.73%) Apache Spark
2 7 (2.36%) Apache
3 6 (2.03%) JBoss
4 5 (1.69%) Apache Solr
4 5 (1.69%) Elasticsearch
5 1 (0.34%) ArcGIS
5 1 (0.34%) IIS
5 1 (0.34%) Jetty
5 1 (0.34%) Tomcat
Applications
1 30 (10.14%) GNU Octave
2 4 (1.35%) Microsoft Excel
Cloud Services
1 20 (6.76%) Amazon AWS
1 20 (6.76%) Google Analytics
2 7 (2.36%) GitHub
3 6 (2.03%) Microsoft Azure
4 5 (1.69%) Amazon EC2
4 5 (1.69%) Amazon EMR
4 5 (1.69%) Amazon S3
5 4 (1.35%) Google Cloud Platform
6 2 (0.68%) SaaS
7 1 (0.34%) AWS Lambda
7 1 (0.34%) Cloud Computing
7 1 (0.34%) npm
7 1 (0.34%) Serverless
7 1 (0.34%) Yarn
Communications & Networking
1 1 (0.34%) DNS
1 1 (0.34%) Firewall
1 1 (0.34%) FTP
1 1 (0.34%) HTTP
1 1 (0.34%) IPsec
1 1 (0.34%) SMTP
1 1 (0.34%) VLAN
Database & Business Intelligence
1 66 (22.30%) Big Data
2 34 (11.49%) Hadoop
3 25 (8.45%) Apache Hive
4 20 (6.76%) Data Mining
5 19 (6.42%) Spotfire
6 17 (5.74%) NoSQL
7 13 (4.39%) SQL Server
8 10 (3.38%) MongoDB
9 6 (2.03%) Apache Cassandra
9 6 (2.03%) PostgreSQL
9 6 (2.03%) Power BI
10 5 (1.69%) Amazon Redshift
10 5 (1.69%) RDBMS
10 5 (1.69%) Relational Database
11 3 (1.01%) MySQL
11 3 (1.01%) Redis
11 3 (1.01%) Text Mining
12 1 (0.34%) Amazon DynamoDB
12 1 (0.34%) PowerPivot
12 1 (0.34%) QlikView
Development Applications
1 63 (21.28%) Git (software)
2 39 (13.18%) Subversion
3 8 (2.70%) Jenkins
4 7 (2.36%) Selenium
5 3 (1.01%) IntelliJ
5 3 (1.01%) Visual Studio
6 1 (0.34%) CMake
6 1 (0.34%) GDB
6 1 (0.34%) JUnit
6 1 (0.34%) Mockito
6 1 (0.34%) Valgrind
General
1 11 (3.72%) Publishing
2 9 (3.04%) Automotive
3 6 (2.03%) Aerospace
4 5 (1.69%) Games
4 5 (1.69%) Manufacturing
5 4 (1.35%) Finance
6 1 (0.34%) Law
6 1 (0.34%) Marketing
6 1 (0.34%) Retail
Job Titles
1 98 (33.11%) Developer
2 66 (22.30%) Computer Engineer
2 66 (22.30%) Computer Vision Engineer
3 56 (18.92%) Data Scientist
4 52 (17.57%) Software Engineer
5 36 (12.16%) Software Developer
6 30 (10.14%) Developer/Software Engineer
7 28 (9.46%) C++ Software Engineer
7 28 (9.46%) Java Developer
8 24 (8.11%) C++ Developer
8 24 (8.11%) Machine Learning Engineer
9 19 (6.42%) C++ Software Developer
10 15 (5.07%) Graduate
10 15 (5.07%) Python Developer
11 13 (4.39%) Python Engineer
12 12 (4.05%) Computer Vision Developer
12 12 (4.05%) Lead Developer
13 11 (3.72%) Administrator
13 11 (3.72%) Linux Administrator
13 11 (3.72%) Linux Systems Administrator
Libraries, Frameworks & Software Standards
1 78 (26.35%) Natural Language Processing
2 53 (17.91%) TensorFlow
3 37 (12.50%) Boost C++ Libraries
3 37 (12.50%) OpenCV
4 36 (12.16%) STL
5 14 (4.73%) Spring
6 13 (4.39%) Web Services
7 8 (2.70%) RESTful
8 7 (2.36%) RESTEasy
9 6 (2.03%) AngularJS
9 6 (2.03%) Keras
9 6 (2.03%) React
9 6 (2.03%) Torch
10 5 (1.69%) Kafka
10 5 (1.69%) Lucene
10 5 (1.69%) UIMA
11 4 (1.35%) CSS
11 4 (1.35%) Django
11 4 (1.35%) Redux
11 4 (1.35%) scikit-learn
Miscellaneous
1 136 (45.95%) Algorithms
2 69 (23.31%) Computer Science
3 52 (17.57%) Robotics
4 16 (5.41%) Fintech
5 9 (3.04%) Greenfield Project
6 6 (2.03%) Data Structures
6 6 (2.03%) Life Science
7 3 (1.01%) Smart City
8 2 (0.68%) Analytical Skills
8 2 (0.68%) Embedded Systems
8 2 (0.68%) Self-Motivation
8 2 (0.68%) User Experience
9 1 (0.34%) CUDA
9 1 (0.34%) GPGPU
9 1 (0.34%) Hedge funds
9 1 (0.34%) NHS
9 1 (0.34%) Public Cloud
9 1 (0.34%) Smart Meter
9 1 (0.34%) Virtual Team
Operating Systems
1 64 (21.62%) Linux
2 7 (2.36%) Android
2 7 (2.36%) Apple iOS
3 5 (1.69%) Robot Operating System
4 3 (1.01%) Unix
5 2 (0.68%) Mac OS
6 1 (0.34%) Ubuntu
6 1 (0.34%) Windows
Processes & Methodologies
1 156 (52.70%) Computer Vision
2 148 (50.00%) Artificial Intelligence
3 122 (41.22%) Data Science
4 114 (38.51%) Deep Learning
5 103 (34.80%) Software Engineering
6 97 (32.77%) Neural Network
7 88 (29.73%) Mathematics
8 67 (22.64%) Analytics
9 59 (19.93%) Bayesian Methods
10 58 (19.59%) Agile Software Development
11 50 (16.89%) Reinforcement Learning
12 47 (15.88%) Data Analysis
12 47 (15.88%) Image Processing
13 45 (15.20%) Computational Linguistics
14 42 (14.19%) Physics
14 42 (14.19%) Probabilistic Modelling
15 41 (13.85%) Multithreading
16 40 (13.51%) Biology
16 40 (13.51%) Computational Biology
16 40 (13.51%) Visualisation
Programming Languages
1 205 (69.26%) Python
2 182 (61.49%) C++
3 135 (45.61%) Java
4 77 (26.01%) C#
5 75 (25.34%) R
6 51 (17.23%) MATLAB
7 46 (15.54%) C
8 40 (13.51%) SQL
9 21 (7.09%) JavaScript
10 20 (6.76%) Delphi
11 10 (3.38%) Java 8
12 9 (3.04%) Bash Shell
13 7 (2.36%) Perl
14 6 (2.03%) Julia
15 5 (1.69%) PL/SQL
16 2 (0.68%) PowerShell
17 1 (0.34%) PHP
17 1 (0.34%) Scala
17 1 (0.34%) T-SQL
17 1 (0.34%) TypeScript
Qualifications
1 127 (42.91%) PhD
2 40 (13.51%) MPhil
3 35 (11.82%) Degree
4 11 (3.72%) Master's Degree
5 8 (2.70%) Computer Science Degree
6 1 (0.34%) AWS Certification
6 1 (0.34%) Numerate Degree
Quality Assurance & Compliance
1 1 (0.34%) QA
System Software
1 11 (3.72%) Docker
2 2 (0.68%) Virtual Machines
Systems Management
1 9 (3.04%) Ansible
1 9 (3.04%) Puppet
2 7 (2.36%) Salt
3 2 (0.68%) Kubernetes
3 2 (0.68%) Opscode Chef
4 1 (0.34%) Docker Swarm
4 1 (0.34%) Terraform
Vendors
1 40 (13.51%) Google
2 26 (8.78%) Tableau
3 7 (2.36%) Microsoft
3 7 (2.36%) Oracle
4 5 (1.69%) Cognos
5 1 (0.34%) CheckPoint
5 1 (0.34%) Cisco
5 1 (0.34%) Citrix
5 1 (0.34%) ESRI
5 1 (0.34%) RapidMiner
5 1 (0.34%) Sophos
5 1 (0.34%) Twitter