Period
to 14 December 2018

The following table provides summary statistics for permanent job vacancies advertised in Northampton 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 14 December 2018 with a comparison to the same period in the previous 2 years.

Machine Learning
Northamptonshire > Northampton
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 62 45 93
Rank change year-on-year -17 +48 -
Permanent jobs citing Machine Learning 26 32 6
As % of all permanent IT jobs advertised in Northampton 3.25% 4.58% 0.61%
As % of the Processes & Methodologies category 3.49% 4.86% 0.66%
Number of salaries quoted 22 28 18
Northampton median annual salary £53,750 £29,000 £22,500
Median salary % change year-on-year +85.34% +28.89% -
10th Percentile £33,375 £27,000 £21,250
90th Percentile £80,000 £77,500 £23,750
Northamptonshire median annual salary £55,000 £37,500 £22,500
% change year-on-year +46.67% +66.67% -

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 Northampton with a requirement for process or methodology skills.

All Process and Methodology Skills
Northampton
Permanent vacancies with a requirement for process or methodology skills 745 659 903
As % of all permanent IT jobs advertised in Northampton 93.13% 94.28% 92.43%
Number of salaries quoted 520 490 562
Northampton median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - -
10th Percentile £27,000 £21,250 £25,500
90th Percentile £62,500 £62,750 £59,950
Northamptonshire median annual salary £42,500 £42,500 £40,000
% change year-on-year - +6.25% -

Machine Learning
Job Vacancy Trend in Northampton

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

Job vacancy trend for Machine Learning in Northampton

Machine Learning
Salary Trend in Northampton

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

Salary trend for Machine Learning in Northampton

Machine Learning
Salary Histogram in Northampton

The salary distribution of IT jobs citing Machine Learning in Northampton over the 6 months to 14 December 2018.

Salary histogram for Machine Learning in Northampton

For the 6 months to 14 December 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 Northampton region with a requirement for Machine Learning.

1 23 (88.46%) Finance
2 19 (73.08%) Java
3 15 (57.69%) Software Engineering
3 15 (57.69%) Docker
3 15 (57.69%) Fraud Detection
4 14 (53.85%) Artificial Intelligence
5 12 (46.15%) Python
6 11 (42.31%) Degree
6 11 (42.31%) Computer Science
7 10 (38.46%) Mathematics
7 10 (38.46%) Physics
7 10 (38.46%) MongoDB
7 10 (38.46%) Microservices
7 10 (38.46%) Spring Boot
7 10 (38.46%) OO
7 10 (38.46%) Agile Software Development
7 10 (38.46%) Banking
7 10 (38.46%) Problem-Solving
8 9 (34.62%) Java 8
8 9 (34.62%) Greenfield Project
8 9 (34.62%) Stakeholder Management
8 9 (34.62%) Retail Banking
8 9 (34.62%) Coaching
8 9 (34.62%) Gradle
8 9 (34.62%) Enterprise Software
8 9 (34.62%) Cucumber
8 9 (34.62%) REST
8 9 (34.62%) Open Source
8 9 (34.62%) RESTful
9 8 (30.77%) Scala

Machine Learning
Co-occurring IT Skills in Northampton 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 4 (15.38%) Apache Spark
2 1 (3.85%) Elasticsearch
2 1 (3.85%) SAS
Cloud Services
1 2 (7.69%) Amazon AWS
Database & Business Intelligence
1 10 (38.46%) MongoDB
2 7 (26.92%) OLTP
3 6 (23.08%) Big Data
3 6 (23.08%) Hadoop
4 3 (11.54%) NoSQL
5 2 (7.69%) Apache Hive
5 2 (7.69%) MySQL
6 1 (3.85%) Data Lake
6 1 (3.85%) Data Mining
6 1 (3.85%) HBase
6 1 (3.85%) Impala
6 1 (3.85%) SQL Server
6 1 (3.85%) Text Mining
Development Applications
1 9 (34.62%) Cucumber
1 9 (34.62%) Gradle
2 7 (26.92%) Git (software)
3 6 (23.08%) Jenkins
General
1 23 (88.46%) Finance
2 10 (38.46%) Banking
3 9 (34.62%) Retail Banking
4 1 (3.85%) Games
4 1 (3.85%) Legal
Job Titles
1 12 (46.15%) Software Engineer
2 10 (38.46%) Java Engineer
2 10 (38.46%) Java Software Engineer
3 7 (26.92%) Developer
4 5 (19.23%) Java Developer
4 5 (19.23%) Lead Software Engineer
5 3 (11.54%) Graduate
5 3 (11.54%) Graduate Java Engineer
5 3 (11.54%) Graduate Java Software Engineer
5 3 (11.54%) Graduate Software Engineer
5 3 (11.54%) Senior Developer
5 3 (11.54%) Senior Java Developer
5 3 (11.54%) Senior Java Engineer
5 3 (11.54%) Senior Java Software Engineer
5 3 (11.54%) Senior Software Engineer
6 2 (7.69%) Data Scientist
6 2 (7.69%) Lead Developer
6 2 (7.69%) Lead Java Developer
6 2 (7.69%) Project Manager
7 1 (3.85%) Senior Data Scientist
Libraries, Frameworks & Software Standards
1 10 (38.46%) Spring Boot
2 9 (34.62%) REST
2 9 (34.62%) RESTful
3 8 (30.77%) AngularJS
3 8 (30.77%) Spring
4 6 (23.08%) Hibernate
4 6 (23.08%) Redux
4 6 (23.08%) Twitter Bootstrap
5 3 (11.54%) Natural Language Processing
6 2 (7.69%) J2EE
6 2 (7.69%) Java EE
6 2 (7.69%) Kafka
6 2 (7.69%) Node.js
6 2 (7.69%) NumPy
6 2 (7.69%) Pandas
6 2 (7.69%) PySpark
6 2 (7.69%) React
6 2 (7.69%) Spring MVC
7 1 (3.85%) ASP.NET Web API
7 1 (3.85%) scikit-learn
Miscellaneous
1 9 (34.62%) Enterprise Software
1 9 (34.62%) Greenfield Project
2 6 (23.08%) Fintech
3 3 (11.54%) Algorithms
3 3 (11.54%) Analytical Skills
4 1 (3.85%) User Experience
Operating Systems
1 2 (7.69%) Unix
Processes & Methodologies
1 15 (57.69%) Fraud Detection
1 15 (57.69%) Software Engineering
2 14 (53.85%) Artificial Intelligence
3 11 (42.31%) Computer Science
4 10 (38.46%) Agile Software Development
4 10 (38.46%) Mathematics
4 10 (38.46%) Microservices
4 10 (38.46%) OO
4 10 (38.46%) Physics
4 10 (38.46%) Problem-Solving
5 9 (34.62%) Coaching
5 9 (34.62%) Open Source
5 9 (34.62%) Stakeholder Management
6 8 (30.77%) Continuous Integration
6 8 (30.77%) Scrum
6 8 (30.77%) TDD
7 7 (26.92%) OOD
8 6 (23.08%) Continuous Improvement
8 6 (23.08%) SOA
8 6 (23.08%) Waterfall
Programming Languages
1 19 (73.08%) Java
2 12 (46.15%) Python
3 9 (34.62%) Java 8
4 8 (30.77%) Scala
4 8 (30.77%) SQL
5 6 (23.08%) C++
6 4 (15.38%) JavaScript
7 2 (7.69%) PHP
8 1 (3.85%) C#
8 1 (3.85%) R
8 1 (3.85%) Ruby
Qualifications
1 11 (42.31%) Degree
System Software
1 15 (57.69%) Docker
2 1 (3.85%) Apache Flume
Systems Management
1 1 (3.85%) Hadoop YARN
1 1 (3.85%) Kibana
1 1 (3.85%) logstash
Vendors
1 8 (30.77%) Oracle
2 1 (3.85%) Cadence