Period
to 15 November 2018

The following table provides summary statistics for permanent job vacancies advertised in Oxford 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 15 November 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
Oxfordshire > Oxford
6 months to
15 Nov 2018
Same period 2017 Same period 2016
Rank 13 28 52
Rank change year-on-year +15 +24 +41
Permanent jobs citing Machine Learning 239 123 78
As % of all permanent IT jobs advertised in Oxford 16.07% 7.74% 5.28%
As % of the Processes & Methodologies category 17.65% 8.37% 5.94%
Number of salaries quoted 232 107 77
Oxford median annual salary £55,000 £70,000 £50,000
Median salary % change year-on-year -21.43% +40.00% -0.99%
10th Percentile £42,000 £41,250 £37,500
90th Percentile £72,500 £84,000 £64,250
Oxfordshire median annual salary £55,000 £62,500 £50,000
% change year-on-year -12.00% +25.00% -20.00%

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 Oxford with a requirement for process or methodology skills.

All Process and Methodology Skills
Oxford
Permanent vacancies with a requirement for process or methodology skills 1,354 1,470 1,314
As % of all permanent IT jobs advertised in Oxford 91.06% 92.51% 88.90%
Number of salaries quoted 1,234 1,274 1,149
Oxford median annual salary £50,000 £46,250 £45,000
Median salary % change year-on-year +8.11% +2.78% +5.88%
10th Percentile £31,250 £30,000 £27,500
90th Percentile £77,500 £72,500 £65,000
Oxfordshire median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - +4.65%

Machine Learning
Job Vacancy Trend in Oxford

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

Job vacancy trend for Machine Learning in Oxford

Machine Learning
Salary Trend in Oxford

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

Salary trend for Machine Learning in Oxford

Machine Learning
Salary Histogram in Oxford

The salary distribution of IT jobs citing Machine Learning in Oxford over the 6 months to 15 November 2018.

Salary histogram for Machine Learning in Oxford

For the 6 months to 15 November 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 Oxford region with a requirement for Machine Learning.

1 164 (68.62%) C++
2 161 (67.36%) Python
3 155 (64.85%) Computer Vision
4 143 (59.83%) Artificial Intelligence
5 114 (47.70%) PhD
6 112 (46.86%) Algorithms
7 106 (44.35%) Deep Learning
8 103 (43.10%) Neural Network
9 98 (41.00%) Java
10 93 (38.91%) Data Science
11 85 (35.56%) Software Engineering
12 78 (32.64%) C#
13 73 (30.54%) Mathematics
14 61 (25.52%) Linux
15 59 (24.69%) R
16 58 (24.27%) Bayesian Methods
17 57 (23.85%) Git (software)
18 56 (23.43%) Natural Language Processing
18 56 (23.43%) Big Data
19 53 (22.18%) Robotics
20 51 (21.34%) Reinforcement Learning
21 47 (19.67%) Image Processing
22 46 (19.25%) Computational Linguistics
23 44 (18.41%) Data Analysis
23 44 (18.41%) TensorFlow
24 43 (17.99%) Subversion
25 42 (17.57%) Physics
26 41 (17.15%) MATLAB
26 41 (17.15%) Probabilistic Modelling
27 40 (16.74%) C

Machine Learning
Co-occurring IT Skills in Oxford 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 8 (3.35%) Apache Spark
2 6 (2.51%) Apache
3 1 (0.42%) Jetty
3 1 (0.42%) Tomcat
Applications
1 32 (13.39%) GNU Octave
2 4 (1.67%) Microsoft Excel
Cloud Services
1 10 (4.18%) Google Analytics
2 9 (3.77%) Amazon AWS
3 3 (1.26%) Google Cloud Platform
3 3 (1.26%) Microsoft Azure
4 2 (0.84%) Amazon EC2
4 2 (0.84%) Amazon EMR
4 2 (0.84%) Amazon S3
5 1 (0.42%) AWS Lambda
5 1 (0.42%) Cloud Computing
5 1 (0.42%) npm
5 1 (0.42%) SaaS
5 1 (0.42%) Serverless
5 1 (0.42%) Yarn
Communications & Networking
1 1 (0.42%) DNS
1 1 (0.42%) Firewall
1 1 (0.42%) FTP
1 1 (0.42%) HTTP
1 1 (0.42%) IPsec
1 1 (0.42%) SMTP
1 1 (0.42%) VLAN
Database & Business Intelligence
1 56 (23.43%) Big Data
2 18 (7.53%) Hadoop
3 11 (4.60%) Data Mining
4 10 (4.18%) Apache Hive
4 10 (4.18%) NoSQL
4 10 (4.18%) Spotfire
5 6 (2.51%) SQL Server
6 3 (1.26%) MySQL
6 3 (1.26%) Power BI
6 3 (1.26%) Redis
7 2 (0.84%) Amazon Redshift
7 2 (0.84%) MongoDB
7 2 (0.84%) PostgreSQL
8 1 (0.42%) Amazon DynamoDB
8 1 (0.42%) Data Warehouse
8 1 (0.42%) PowerPivot
8 1 (0.42%) QlikView
8 1 (0.42%) SQL Server Analysis Services
8 1 (0.42%) SQL Server Integration Services
8 1 (0.42%) SQL Server Reporting Services
Development Applications
1 57 (23.85%) Git (software)
2 43 (17.99%) Subversion
3 3 (1.26%) IntelliJ
4 1 (0.42%) CMake
4 1 (0.42%) GDB
4 1 (0.42%) JUnit
4 1 (0.42%) Mockito
4 1 (0.42%) Valgrind
General
1 8 (3.35%) Automotive
2 5 (2.09%) Aerospace
2 5 (2.09%) Games
2 5 (2.09%) Publishing
3 4 (1.67%) Finance
4 1 (0.42%) Marketing
4 1 (0.42%) Retail
Job Titles
1 74 (30.96%) Developer
2 63 (26.36%) Computer Engineer
2 63 (26.36%) Computer Vision Engineer
3 45 (18.83%) Software Engineer
4 38 (15.90%) Data Scientist
5 30 (12.55%) Developer/Software Engineer
5 30 (12.55%) Software Developer
6 28 (11.72%) C++ Software Engineer
7 24 (10.04%) C++ Developer
7 24 (10.04%) Java Developer
8 21 (8.79%) Machine Learning Engineer
9 20 (8.37%) C++ Software Developer
10 15 (6.28%) Python Engineer
11 13 (5.44%) Graduate
12 12 (5.02%) Python Developer
13 11 (4.60%) Computer Vision Developer
14 9 (3.77%) Administrator
14 9 (3.77%) Linux Administrator
14 9 (3.77%) Linux Systems Administrator
14 9 (3.77%) Systems Administrator
Libraries, Frameworks & Software Standards
1 56 (23.43%) Natural Language Processing
2 44 (18.41%) TensorFlow
3 39 (16.32%) Boost C++ Libraries
3 39 (16.32%) OpenCV
4 38 (15.90%) STL
5 8 (3.35%) Spring
6 7 (2.93%) RESTEasy
7 5 (2.09%) UIMA
8 3 (1.26%) Caffe
8 3 (1.26%) JMS
9 2 (0.84%) .NET
9 2 (0.84%) EJB
9 2 (0.84%) J2EE
9 2 (0.84%) JDBC
9 2 (0.84%) JMX
9 2 (0.84%) JNDI
9 2 (0.84%) JSP
9 2 (0.84%) JTA
9 2 (0.84%) Servlets
9 2 (0.84%) Struts
Miscellaneous
1 112 (46.86%) Algorithms
2 53 (22.18%) Robotics
3 40 (16.74%) Computer Science
4 18 (7.53%) Fintech
5 8 (3.35%) Greenfield Project
6 3 (1.26%) Smart City
7 2 (0.84%) User Experience
8 1 (0.42%) Analytical Skills
8 1 (0.42%) CUDA
8 1 (0.42%) Data Structures
8 1 (0.42%) Embedded Systems
8 1 (0.42%) GPGPU
8 1 (0.42%) Hedge funds
8 1 (0.42%) NHS
8 1 (0.42%) Public Cloud
8 1 (0.42%) Smart Meter
Operating Systems
1 61 (25.52%) Linux
2 7 (2.93%) Android
2 7 (2.93%) Apple iOS
3 4 (1.67%) Robot Operating System
4 2 (0.84%) Mac OS
4 2 (0.84%) Unix
5 1 (0.42%) Windows
Processes & Methodologies
1 155 (64.85%) Computer Vision
2 143 (59.83%) Artificial Intelligence
3 106 (44.35%) Deep Learning
4 103 (43.10%) Neural Network
5 93 (38.91%) Data Science
6 85 (35.56%) Software Engineering
7 73 (30.54%) Mathematics
8 58 (24.27%) Bayesian Methods
9 51 (21.34%) Reinforcement Learning
10 47 (19.67%) Image Processing
11 46 (19.25%) Computational Linguistics
12 44 (18.41%) Data Analysis
13 42 (17.57%) Physics
14 41 (17.15%) Probabilistic Modelling
15 40 (16.74%) Multithreading
16 39 (16.32%) Biology
16 39 (16.32%) Computational Biology
16 39 (16.32%) Distributed Algorithms
17 37 (15.48%) Agile Software Development
18 31 (12.97%) Mathematical Modelling
Programming Languages
1 164 (68.62%) C++
2 161 (67.36%) Python
3 98 (41.00%) Java
4 78 (32.64%) C#
5 59 (24.69%) R
6 41 (17.15%) MATLAB
7 40 (16.74%) C
8 15 (6.28%) JavaScript
8 15 (6.28%) SQL
9 12 (5.02%) Java 8
10 10 (4.18%) Delphi
11 6 (2.51%) Bash Shell
12 5 (2.09%) Perl
13 2 (0.84%) PowerShell
14 1 (0.42%) Java 9
14 1 (0.42%) PHP
14 1 (0.42%) T-SQL
14 1 (0.42%) TypeScript
14 1 (0.42%) VB
14 1 (0.42%) VBScript
Qualifications
1 114 (47.70%) PhD
2 39 (16.32%) MPhil
3 12 (5.02%) Degree
4 6 (2.51%) Computer Science Degree
5 2 (0.84%) Master's Degree
6 1 (0.42%) Numerate Degree
System Software
1 10 (4.18%) Docker
2 1 (0.42%) Virtual Machines
Systems Management
1 6 (2.51%) Ansible
1 6 (2.51%) Puppet
2 5 (2.09%) Salt
3 1 (0.42%) Kubernetes
3 1 (0.42%) Opscode Chef
3 1 (0.42%) Terraform
Vendors
1 16 (6.69%) Google
2 13 (5.44%) Tableau
3 5 (2.09%) Microsoft
4 2 (0.84%) Cognos
5 1 (0.42%) CheckPoint
5 1 (0.42%) Cisco
5 1 (0.42%) Citrix
5 1 (0.42%) Oracle
5 1 (0.42%) Sophos