Period
to 19 November 2017

The following table provides summary statistics for permanent job vacancies advertised in Hertfordshire 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
East of England > Hertfordshire
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 168 205 234
Rank change year-on-year +37 +29 -23
Permanent jobs citing Machine Learning 42 13 14
As % of all permanent IT jobs advertised in Hertfordshire 0.97% 0.29% 0.26%
As % of the Processes & Methodologies category 1.14% 0.33% 0.30%
Number of salaries quoted 57 13 14
Hertfordshire median annual salary £35,000 £67,500 £67,500
Median salary % change year-on-year -48.15% - +35.00%
10th Percentile £31,250 £49,500 £42,750
90th Percentile £66,500 £72,500 £68,750
East of England median annual salary £50,000 £60,000 £50,000
% change year-on-year -16.67% +20.00% +33.33%

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 Hertfordshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Hertfordshire
Permanent vacancies with a requirement for process or methodology skills 3677 3918 4717
As % of all permanent IT jobs advertised in Hertfordshire 84.65% 87.85% 87.51%
Number of salaries quoted 3103 3237 3833
Hertfordshire median annual salary £47,500 £50,000 £47,500
Median salary % change year-on-year -5.00% +5.26% +2.15%
10th Percentile £28,500 £27,500 £26,750
90th Percentile £71,250 £72,500 £71,250
East of England median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +3.45%

Machine Learning
Job Vacancy Trend in Hertfordshire

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

Job vacancy trend for Machine Learning in Hertfordshire

Machine Learning
Salary Trend in Hertfordshire

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

Salary trend for Machine Learning in Hertfordshire

Machine Learning
Salary Histogram in Hertfordshire

The salary distribution of IT jobs citing Machine Learning in Hertfordshire over the 6 months to 19 November 2017.

Salary histogram for Machine Learning in Hertfordshire

Machine Learning
Job Locations in Hertfordshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the Hertfordshire 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
Borehamwood - 17 £32,500 - 1
Watford - 14 £32,500 -
Kings Langley - 7 £37,500 -
Potters Bar +3 4 £70,000 -
St Albans -2 3 £67,500 +12.50%
Hatfield - 2 £61,250 - 1
Welwyn - 1 £50,000 -
Tring - 1 £27,500 -
Machine Learning
East of England

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 Hertfordshire region with a requirement for Machine Learning.

1 23 (54.76%) Algorithms
2 19 (45.24%) Computer Science
3 17 (40.48%) Signal Processing
3 17 (40.48%) Python
3 17 (40.48%) MATLAB
3 17 (40.48%) Telecoms
4 16 (38.10%) PhD
4 16 (38.10%) C++
4 16 (38.10%) Mathematics
5 15 (35.71%) Physics
5 15 (35.71%) LabVIEW
6 14 (33.33%) Data Analysis
6 14 (33.33%) Data Acquisition
7 12 (28.57%) Finite Element Analysis
8 11 (26.19%) AngularJS
8 11 (26.19%) Java
9 8 (19.05%) Scala
10 7 (16.67%) Microsoft Azure
10 7 (16.67%) Flask
10 7 (16.67%) C#
10 7 (16.67%) React
10 7 (16.67%) Azure Machine Learning
11 6 (14.29%) Agile Software Development
11 6 (14.29%) Akka
11 6 (14.29%) Apache Cassandra
11 6 (14.29%) NoSQL
11 6 (14.29%) Robotics
11 6 (14.29%) Degree
12 5 (11.90%) Renewable Energy
13 4 (9.52%) Greenfield Project

Machine Learning
Co-occurring IT Skills in Hertfordshire 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 2 (4.76%) Tomcat
Cloud Services
1 7 (16.67%) Azure Machine Learning
1 7 (16.67%) Microsoft Azure
2 4 (9.52%) Amazon AWS
3 2 (4.76%) Google Cloud Platform
Database & Business Intelligence
1 6 (14.29%) Apache Cassandra
1 6 (14.29%) NoSQL
2 2 (4.76%) PostgreSQL
3 1 (2.38%) Big Data
3 1 (2.38%) Data Mining
3 1 (2.38%) GIS
Development Applications
1 15 (35.71%) LabVIEW
General
1 17 (40.48%) Telecoms
2 3 (7.14%) Electronics
Job Titles
1 17 (40.48%) MATLAB Engineer
1 17 (40.48%) Process Engineer
2 8 (19.05%) Developer
3 4 (9.52%) Development Team Leader
3 4 (9.52%) Java Development Team Leader
3 4 (9.52%) Java Team Leader
3 4 (9.52%) Software Engineer
3 4 (9.52%) Team Leader
4 3 (7.14%) Java Developer
5 2 (4.76%) E-Commerce Developer
5 2 (4.76%) Java E-Commerce Developer
5 2 (4.76%) Machine Learning Developer
5 2 (4.76%) Python Developer
5 2 (4.76%) Software Developer
6 1 (2.38%) Automation Engineer
6 1 (2.38%) C# .NET Developer
6 1 (2.38%) Cloud Developer
6 1 (2.38%) Data Engineer
6 1 (2.38%) Graduate
6 1 (2.38%) Graduate Java Developer
Libraries, Frameworks & Software Standards
1 11 (26.19%) AngularJS
2 7 (16.67%) Flask
2 7 (16.67%) React
3 6 (14.29%) Akka
4 4 (9.52%) RESTful
4 4 (9.52%) Web Services
5 3 (7.14%) Pandas
6 2 (4.76%) Hibernate
6 2 (4.76%) J2EE
6 2 (4.76%) Spring
7 1 (2.38%) .NET
7 1 (2.38%) Django
Miscellaneous
1 23 (54.76%) Algorithms
2 19 (45.24%) Computer Science
3 6 (14.29%) Robotics
4 5 (11.90%) Renewable Energy
5 4 (9.52%) Greenfield Project
6 1 (2.38%) Optoelectronics
Operating Systems
1 2 (4.76%) CoreOS
Processes & Methodologies
1 17 (40.48%) Signal Processing
2 16 (38.10%) Mathematics
3 15 (35.71%) Physics
4 14 (33.33%) Data Acquisition
4 14 (33.33%) Data Analysis
5 12 (28.57%) Finite Element Analysis
6 6 (14.29%) Agile Software Development
7 4 (9.52%) Coaching
7 4 (9.52%) High Availability
7 4 (9.52%) Mentoring
7 4 (9.52%) Microservices
7 4 (9.52%) Software Engineering
8 3 (7.14%) Data Engineering
9 2 (4.76%) DevOps
9 2 (4.76%) E-Commerce
9 2 (4.76%) Kalman Filter
9 2 (4.76%) Kanban
9 2 (4.76%) Multithreading
9 2 (4.76%) Scrum
10 1 (2.38%) Data Cleansing
Programming Languages
1 17 (40.48%) MATLAB
1 17 (40.48%) Python
2 16 (38.10%) C++
3 11 (26.19%) Java
4 8 (19.05%) Scala
5 7 (16.67%) C#
6 3 (7.14%) R
7 2 (4.76%) Go
8 1 (2.38%) JavaScript
8 1 (2.38%) SQL
Qualifications
1 16 (38.10%) PhD
2 6 (14.29%) Degree
3 3 (7.14%) Computer Science Degree
System Software
1 2 (4.76%) Docker
Systems Management
1 2 (4.76%) Kubernetes
Vendors
1 2 (4.76%) Google