Period
to 25 April 2019

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 25 April 2019 with a comparison to the same period in the previous 2 years.

Machine Learning
Northamptonshire > Northampton
6 months to
25 Apr 2019
Same period 2018 Same period 2017
Rank 43 65 82
Rank change year-on-year +22 +17 -
Permanent jobs citing Machine Learning 25 16 8
As % of all permanent IT jobs advertised in Northampton 3.71% 1.95% 0.94%
As % of the Processes & Methodologies category 4.14% 2.08% 1.02%
Number of salaries quoted 3 12 22
Northampton median annual salary £47,500 £50,000 £40,000
Median salary % change year-on-year -5.00% +25.00% -
10th Percentile £42,250 £31,250 £37,500
90th Percentile £69,750 £57,500 £42,500
Northamptonshire median annual salary £51,250 £50,000 £40,000
% change year-on-year +2.50% +25.00% -

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 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 604 769 781
As % of all permanent IT jobs advertised in Northampton 89.75% 93.67% 92.10%
Number of salaries quoted 365 618 616
Northampton median annual salary £45,000 £42,500 £42,500
Median salary % change year-on-year +5.88% - +6.25%
10th Percentile £27,500 £26,250 £26,000
90th Percentile £72,500 £62,500 £57,500
Northamptonshire median annual salary £43,500 £43,500 £42,500
% change year-on-year - +2.35% +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 25 April 2019.

Salary histogram for Machine Learning in Northampton

For the 6 months to 25 April 2019, 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 18 (72.00%) Python
2 16 (64.00%) Software Engineering
2 16 (64.00%) Analytics
3 15 (60.00%) SAS
3 15 (60.00%) Business Intelligence
4 14 (56.00%) Google
4 14 (56.00%) Agile Software Development
4 14 (56.00%) Google Cloud Platform
5 11 (44.00%) Data Warehouse
5 11 (44.00%) Retail
5 11 (44.00%) Scrum
5 11 (44.00%) Artificial Intelligence
5 11 (44.00%) Tableau
5 11 (44.00%) Test Automation
5 11 (44.00%) Data Lake
5 11 (44.00%) Multichannel Retail
6 10 (40.00%) BigQuery
6 10 (40.00%) SPSS
7 9 (36.00%) Finance
8 8 (32.00%) SQL
9 6 (24.00%) Analytical Skills
9 6 (24.00%) Computer Science
9 6 (24.00%) Degree
9 6 (24.00%) Data Analysis
9 6 (24.00%) Java
9 6 (24.00%) Data Science
9 6 (24.00%) Decision-Making
10 5 (20.00%) Risk Management
11 4 (16.00%) Retail Banking
11 4 (16.00%) OLTP

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 15 (60.00%) SAS
2 3 (12.00%) Apache Spark
2 3 (12.00%) Elasticsearch
3 1 (4.00%) Apache
Applications
1 10 (40.00%) SPSS
2 1 (4.00%) GNU Octave
Cloud Services
1 14 (56.00%) Google Cloud Platform
Database & Business Intelligence
1 11 (44.00%) Data Lake
1 11 (44.00%) Data Warehouse
2 10 (40.00%) BigQuery
3 4 (16.00%) MongoDB
3 4 (16.00%) NoSQL
3 4 (16.00%) OLTP
4 3 (12.00%) Big Data
4 3 (12.00%) Hadoop
5 2 (8.00%) Apache Cassandra
6 1 (4.00%) Apache Hive
6 1 (4.00%) HBase
6 1 (4.00%) Impala
6 1 (4.00%) Power BI
6 1 (4.00%) QlikView
6 1 (4.00%) SAP BW
6 1 (4.00%) SAS Enterprise Guide
6 1 (4.00%) SAS Enterprise Miner
6 1 (4.00%) SQL Server
Development Applications
1 2 (8.00%) Cucumber
1 2 (8.00%) Git (software)
1 2 (8.00%) Gradle
1 2 (8.00%) Jenkins
General
1 11 (44.00%) Retail
2 9 (36.00%) Finance
3 4 (16.00%) Retail Banking
4 2 (8.00%) Banking
5 1 (4.00%) Legal
5 1 (4.00%) Marketing
Job Titles
1 13 (52.00%) Developer
2 8 (32.00%) Business Developer
2 8 (32.00%) Business Intelligence Developer
2 8 (32.00%) Senior Business Intelligence Developer
2 8 (32.00%) Senior Developer
3 4 (16.00%) Analyst
3 4 (16.00%) Data Analyst
4 2 (8.00%) Backend Developer
4 2 (8.00%) Engineering Manager
4 2 (8.00%) Java Developer
4 2 (8.00%) Senior Backend Developer
5 1 (4.00%) .NET Developer
5 1 (4.00%) Data Engineer
5 1 (4.00%) Excel Analyst
5 1 (4.00%) Machine Learning Developer
5 1 (4.00%) SAS Analyst
5 1 (4.00%) Senior Programme Manager
5 1 (4.00%) SQL Analyst
5 1 (4.00%) SQL Data Analyst
5 1 (4.00%) Technical Leader
Libraries, Frameworks & Software Standards
1 3 (12.00%) .NET
2 2 (8.00%) NumPy
2 2 (8.00%) Pandas
2 2 (8.00%) REST
2 2 (8.00%) RESTful
2 2 (8.00%) Spring Boot
3 1 (4.00%) .NET Core
3 1 (4.00%) AngularJS
3 1 (4.00%) ASP.NET Core
3 1 (4.00%) ASP.NET MVC
3 1 (4.00%) ASP.NET Web API
3 1 (4.00%) Elastic Stack
3 1 (4.00%) HTML5 Canvas
3 1 (4.00%) Kafka
3 1 (4.00%) Natural Language Processing
3 1 (4.00%) PySpark
3 1 (4.00%) Redux
3 1 (4.00%) scikit-learn
3 1 (4.00%) SciPy
3 1 (4.00%) Twitter Bootstrap
Miscellaneous
1 6 (24.00%) Analytical Skills
2 4 (16.00%) Data Structures
3 1 (4.00%) Algorithms
3 1 (4.00%) Fintech
3 1 (4.00%) Greenfield Project
3 1 (4.00%) User Experience
Operating Systems
1 1 (4.00%) Unix
Processes & Methodologies
1 16 (64.00%) Analytics
1 16 (64.00%) Software Engineering
2 15 (60.00%) Business Intelligence
3 14 (56.00%) Agile Software Development
4 11 (44.00%) Artificial Intelligence
4 11 (44.00%) Multichannel Retail
4 11 (44.00%) Scrum
4 11 (44.00%) Test Automation
5 6 (24.00%) Computer Science
5 6 (24.00%) Data Analysis
5 6 (24.00%) Data Science
5 6 (24.00%) Decision-Making
6 5 (20.00%) Risk Management
7 4 (16.00%) Business Analytics
7 4 (16.00%) Customer Engagement
7 4 (16.00%) Predictive Analysis
7 4 (16.00%) Predictive Modelling
7 4 (16.00%) Process Improvement
8 3 (12.00%) Fraud Detection
8 3 (12.00%) SDLC
Programming Languages
1 18 (72.00%) Python
2 8 (32.00%) SQL
3 6 (24.00%) Java
4 4 (16.00%) Shell Script
5 3 (12.00%) Scala
6 2 (8.00%) JavaScript
6 2 (8.00%) R
7 1 (4.00%) C#
7 1 (4.00%) C++
7 1 (4.00%) Java 8
7 1 (4.00%) MATLAB
7 1 (4.00%) Ruby
Qualifications
1 6 (24.00%) Degree
2 2 (8.00%) Computer Science Degree
Quality Assurance & Compliance
1 1 (4.00%) GDPR
System Software
1 3 (12.00%) Docker
2 1 (4.00%) Apache Flume
Systems Management
1 1 (4.00%) Hadoop YARN
1 1 (4.00%) Kibana
1 1 (4.00%) logstash
1 1 (4.00%) Opscode Chef
Vendors
1 14 (56.00%) Google
2 11 (44.00%) Tableau
3 1 (4.00%) Cadence
3 1 (4.00%) Oracle
3 1 (4.00%) SAP