Period
to 20 April 2018

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

Machine Learning
South East > Buckinghamshire
6 months to
20 Apr 2018
Same period 2017 Same period 2016
Rank 143 142 190
Rank change year-on-year -1 +48 -
Permanent jobs citing Machine Learning 20 18 2
As % of all permanent IT jobs advertised in Buckinghamshire 0.68% 0.64% 0.056%
As % of the Processes & Methodologies category 0.77% 0.73% 0.064%
Number of salaries quoted 19 29 1
Buckinghamshire median annual salary £35,000 £40,000 £75,000
Median salary % change year-on-year -12.50% -46.67% -
10th Percentile £31,146 £37,500 £72,500
90th Percentile £59,000 £66,500 £77,500
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 Buckinghamshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Buckinghamshire
Permanent vacancies with a requirement for process or methodology skills 2,581 2,479 3,137
As % of all permanent IT jobs advertised in Buckinghamshire 87.76% 88.63% 87.80%
Number of salaries quoted 2,069 2,027 2,549
Buckinghamshire median annual salary £45,000 £43,500 £42,500
Median salary % change year-on-year +3.45% +2.35% -
10th Percentile £25,500 £26,250 £26,250
90th Percentile £62,500 £65,000 £65,000
South East median annual salary £45,000 £45,000 £45,000

Machine Learning
Job Vacancy Trend in Buckinghamshire

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

Job vacancy trend for Machine Learning in Buckinghamshire

Machine Learning
Salary Trend in Buckinghamshire

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

Salary trend for Machine Learning in Buckinghamshire

Machine Learning
Salary Histogram in Buckinghamshire

The salary distribution of IT jobs citing Machine Learning in Buckinghamshire over the 6 months to 20 April 2018.

Salary histogram for Machine Learning in Buckinghamshire

Machine Learning
Job Locations in Buckinghamshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the Buckinghamshire region over the 6 months to 20 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
Milton Keynes -2 15 £57,500 +43.75% 1
Aylesbury - 4 £32,500 -
Machine Learning
South East

For the 6 months to 20 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 Buckinghamshire region with a requirement for Machine Learning.

1 12 (60.00%) Analytics
2 11 (55.00%) Mathematics
2 11 (55.00%) Computer Science
2 11 (55.00%) Data Science
3 9 (45.00%) SQL
4 8 (40.00%) Python
5 7 (35.00%) Amazon AWS
5 7 (35.00%) Cybersecurity
6 6 (30.00%) Apache Spark
6 6 (30.00%) Algorithms
6 6 (30.00%) Scala
6 6 (30.00%) Hadoop
6 6 (30.00%) Amazon S3
6 6 (30.00%) Big Data
6 6 (30.00%) Data Analytics
6 6 (30.00%) MongoDB
6 6 (30.00%) R
6 6 (30.00%) SAS
6 6 (30.00%) Artificial Intelligence
6 6 (30.00%) Predictive Analytics
7 5 (25.00%) Digital Economy
7 5 (25.00%) Distributed Ledger
7 5 (25.00%) Degree
7 5 (25.00%) VLE
7 5 (25.00%) JavaScript
7 5 (25.00%) SQL Server
7 5 (25.00%) Internet
7 5 (25.00%) Predictive Modelling
7 5 (25.00%) Inversion of Control
8 4 (20.00%) Visual Studio Team System

Machine Learning
Co-occurring IT Skills in Buckinghamshire 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 6 (30.00%) Apache Spark
1 6 (30.00%) SAS
2 4 (20.00%) DNN
Applications
1 4 (20.00%) Chatbot
Business Applications
1 5 (25.00%) Distributed Ledger
Cloud Services
1 7 (35.00%) Amazon AWS
2 6 (30.00%) Amazon S3
3 1 (5.00%) Azure Data Factory
3 1 (5.00%) Cloud Computing
3 1 (5.00%) Microsoft Azure
Communications & Networking
1 5 (25.00%) Internet
2 2 (10.00%) Firewall
2 2 (10.00%) Network Security
3 1 (5.00%) Intrusion Detection
3 1 (5.00%) Sourcefire
Database & Business Intelligence
1 6 (30.00%) Big Data
1 6 (30.00%) Hadoop
1 6 (30.00%) MongoDB
2 5 (25.00%) SQL Server
3 1 (5.00%) Azure SQL Data Warehouse
3 1 (5.00%) Data Warehouse
3 1 (5.00%) NoSQL
3 1 (5.00%) PostgreSQL
3 1 (5.00%) Power BI
3 1 (5.00%) Redis
3 1 (5.00%) SQL Server Analysis Services
3 1 (5.00%) SQL Server Integration Services
3 1 (5.00%) SQL Server Reporting Services
Development Applications
1 4 (20.00%) Visual Studio
1 4 (20.00%) Visual Studio Team System
2 1 (5.00%) Babel
2 1 (5.00%) Cucumber
2 1 (5.00%) Git (software)
2 1 (5.00%) gulp
2 1 (5.00%) Jenkins
2 1 (5.00%) Selenium
2 1 (5.00%) Sinon.JS
2 1 (5.00%) webpack
General
1 5 (25.00%) Digital Economy
2 2 (10.00%) Law
3 1 (5.00%) Advertising
3 1 (5.00%) Finance
3 1 (5.00%) Retail
Job Titles
1 6 (30.00%) Data Scientist
2 5 (25.00%) Developer
3 3 (15.00%) .NET Developer
3 3 (15.00%) Junior
3 3 (15.00%) Junior Developer
4 2 (10.00%) .NET Applications Developer
4 2 (10.00%) .NET Web Applications Developer
4 2 (10.00%) .NET Web Developer
4 2 (10.00%) Analyst
4 2 (10.00%) Applications Developer
4 2 (10.00%) Junior .NET Applications Developer
4 2 (10.00%) Junior .NET Developer
4 2 (10.00%) Junior .NET Web Developer
4 2 (10.00%) Junior Applications Developer
4 2 (10.00%) Junior Web Applications Developer
4 2 (10.00%) Junior Web Developer
4 2 (10.00%) Web Applications Developer
4 2 (10.00%) Web Developer
5 1 (5.00%) Business Intelligence Consultant
5 1 (5.00%) Consultant
Libraries, Frameworks & Software Standards
1 4 (20.00%) .NET
1 4 (20.00%) .NET Framework
1 4 (20.00%) Angular 2
1 4 (20.00%) AngularJS
1 4 (20.00%) ASP.NET Web API
1 4 (20.00%) ASP.NET Web Forms
1 4 (20.00%) CSS
1 4 (20.00%) Entity Framework
1 4 (20.00%) HTML
1 4 (20.00%) jQuery
2 1 (5.00%) Enzyme
2 1 (5.00%) React
2 1 (5.00%) Spring
2 1 (5.00%) Web Services
Miscellaneous
1 11 (55.00%) Computer Science
2 6 (30.00%) Algorithms
3 5 (25.00%) VLE
4 4 (20.00%) Mobile App
5 2 (10.00%) Cyberthreat
6 1 (5.00%) Cyber Defence
6 1 (5.00%) Greenfield Project
6 1 (5.00%) Management Information System
Operating Systems
1 1 (5.00%) Linux
1 1 (5.00%) Windows
Processes & Methodologies
1 12 (60.00%) Analytics
2 11 (55.00%) Data Science
2 11 (55.00%) Mathematics
3 7 (35.00%) Cybersecurity
4 6 (30.00%) Artificial Intelligence
4 6 (30.00%) Data Analytics
4 6 (30.00%) Predictive Analytics
5 5 (25.00%) Inversion of Control
5 5 (25.00%) Predictive Modelling
6 4 (20.00%) Mobile Application Development
6 4 (20.00%) TDD
7 2 (10.00%) Computer Forensics
7 2 (10.00%) Cyber Intelligence
7 2 (10.00%) Cyber Threat Intelligence
7 2 (10.00%) Forensic Analysis
7 2 (10.00%) Incident Management
7 2 (10.00%) Malware Analysis
7 2 (10.00%) Risk Management
7 2 (10.00%) Threat Intelligence
7 2 (10.00%) Vulnerability Scanning
Programming Languages
1 9 (45.00%) SQL
2 8 (40.00%) Python
3 6 (30.00%) R
3 6 (30.00%) Scala
4 5 (25.00%) JavaScript
5 4 (20.00%) C#
6 2 (10.00%) Ruby
7 1 (5.00%) Bash Shell
7 1 (5.00%) ES6
7 1 (5.00%) Java
7 1 (5.00%) Java 8
7 1 (5.00%) T-SQL
Qualifications
1 5 (25.00%) Degree
2 2 (10.00%) CEH
2 2 (10.00%) GCIH
2 2 (10.00%) GIAC
2 2 (10.00%) OSCP
2 2 (10.00%) SANS
3 1 (5.00%) CISSP
System Software
1 1 (5.00%) Docker
1 1 (5.00%) Snort
Systems Management
1 1 (5.00%) Mesos
1 1 (5.00%) Suricata
Vendors
1 1 (5.00%) FireEye
1 1 (5.00%) Fortinet
1 1 (5.00%) Intel
1 1 (5.00%) Microsoft
1 1 (5.00%) Palo Alto
1 1 (5.00%) Sophos
1 1 (5.00%) Tableau
1 1 (5.00%) TippingPoint