Period
to

The following table provides summary statistics for permanent job vacancies advertised in the North East 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 18 August 2022 with a comparison to the same period in the previous 2 years.

Machine Learning
England > North East
6 months to
18 Aug 2022
Same period 2021 Same period 2020
Rank 68 86 58
Rank change year-on-year +18 -28 +29
Permanent jobs citing Machine Learning 40 21 16
As % of all permanent jobs advertised in the North East 2.87% 1.77% 2.13%
As % of the Processes & Methodologies category 3.09% 1.87% 2.30%
Number of salaries quoted 20 15 16
10th Percentile £25,000 £38,900 -
25th Percentile £37,938 £42,250 £31,411
Median annual salary (50th Percentile) £48,872 £57,500 £41,250
Median % change year-on-year -15.01% +39.39% -5.71%
75th Percentile £71,250 £67,500 £50,625
90th Percentile £85,000 £74,750 £57,500
England median annual salary £75,000 £65,000 £65,000
% change year-on-year +15.38% - -

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 the North East with a requirement for process or methodology skills.

All Process and Methodology Skills
North East
Permanent vacancies with a requirement for process or methodology skills 1,293 1,121 696
As % of all permanent IT jobs advertised in the North East 92.69% 94.28% 92.80%
Number of salaries quoted 934 823 588
10th Percentile £28,825 £26,250 £25,350
25th Percentile £37,125 £32,500 £32,000
Median annual salary (50th Percentile) £47,500 £45,000 £41,250
Median % change year-on-year +5.56% +9.09% +1.85%
75th Percentile £63,750 £56,500 £52,250
90th Percentile £82,500 £65,000 £62,150
England median annual salary £60,000 £57,500 £55,000
% change year-on-year +4.35% +4.55% +4.76%

Machine Learning
Job Vacancy Trend in the North East

Job postings citing Machine Learning as a proportion of all IT jobs advertised in the North East.

Job vacancy trend for Machine Learning in the North East

Machine Learning
Salary Trend in the North East

3-month moving average salary quoted in jobs citing Machine Learning in the North East.

Salary trend for Machine Learning in the North East

Machine Learning
Salary Histogram in the North East

Salary distribution for jobs citing Machine Learning in the North East over the 6 months to 18 August 2022.

Salary histogram for Machine Learning in the North East

Machine Learning
Job Locations in the North East

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the North East region over the 6 months to 18 August 2022. 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
Jobs
Tyne and Wear +17 32 £48,872 -15.01% 3
Durham 0 6 £38,250 -32.60%
Machine Learning
England

For the 6 months to 18 August 2022, 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 North East region with a requirement for Machine Learning.

1 24 (60.00%) Artificial Intelligence
2 19 (47.50%) Social Skills
3 18 (45.00%) .NET
3 18 (45.00%) Azure
3 18 (45.00%) AWS
4 17 (42.50%) Data Science
5 16 (40.00%) Problem-Solving
5 16 (40.00%) Analytical Skills
6 15 (37.50%) Microservices
7 13 (32.50%) React
7 13 (32.50%) HTML
7 13 (32.50%) Software Engineering
8 12 (30.00%) CSS
8 12 (30.00%) Python
8 12 (30.00%) Sass
8 12 (30.00%) AngularJS
8 12 (30.00%) Semantic HTML
8 12 (30.00%) Umbraco
9 10 (25.00%) Computer Science
9 10 (25.00%) Mathematics
10 9 (22.50%) Java
11 8 (20.00%) Sage
11 8 (20.00%) SaaS
11 8 (20.00%) R
12 7 (17.50%) Mentoring
12 7 (17.50%) Docker
12 7 (17.50%) SQL
13 6 (15.00%) Degree
13 6 (15.00%) Statistics
13 6 (15.00%) Kubernetes

Machine Learning
Co-occurring IT Skills in the North East 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 12 (30.00%) Umbraco
2 3 (7.50%) Apache Spark
3 2 (5.00%) Apache
Cloud Services
1 18 (45.00%) AWS
1 18 (45.00%) Azure
2 8 (20.00%) SaaS
3 4 (10.00%) GCP
4 2 (5.00%) Amazon Kinesis
4 2 (5.00%) Azure Cosmos DB
4 2 (5.00%) Azure Data Factory
4 2 (5.00%) Azure DevOps
4 2 (5.00%) Azure Service Bus
4 2 (5.00%) Azure Synapse Analytics
4 2 (5.00%) Power Platform
Database & Business Intelligence
1 4 (10.00%) Big Data
2 2 (5.00%) Apache Hive
2 2 (5.00%) Azure SQL Data Warehouse
2 2 (5.00%) Data Hub
2 2 (5.00%) Data Lake
2 2 (5.00%) Data Warehouse
2 2 (5.00%) Hadoop
2 2 (5.00%) KNIME
2 2 (5.00%) Metadata
2 2 (5.00%) NoSQL
2 2 (5.00%) Power BI
2 2 (5.00%) Presto
2 2 (5.00%) Relational Database
2 2 (5.00%) Semantic Layer
2 2 (5.00%) Tableau
3 1 (2.50%) Data Mining
3 1 (2.50%) Redis
Development Applications
1 2 (5.00%) Git (software)
1 2 (5.00%) Jenkins
General
1 19 (47.50%) Social Skills
2 16 (40.00%) Analytical Skills
3 5 (12.50%) Finance
4 3 (7.50%) Games
5 1 (2.50%) Law
5 1 (2.50%) Manufacturing
5 1 (2.50%) Marketing
Job Titles
1 13 (32.50%) Software Engineer
2 8 (20.00%) Developer
3 6 (15.00%) Data Scientist
4 4 (10.00%) Cloud Engineer
4 4 (10.00%) Cloud Infrastructure Engineer
4 4 (10.00%) Infrastructure Engineer
4 4 (10.00%) Senior Cloud Engineer
4 4 (10.00%) Senior Data Scientist
4 4 (10.00%) Senior Infrastructure Engineer
4 4 (10.00%) Software Developer
5 3 (7.50%) .NET Developer
5 3 (7.50%) Graduate
5 3 (7.50%) Graduate Developer
5 3 (7.50%) Graduate Software Developer
6 2 (5.00%) Analyst
6 2 (5.00%) C# Developer
6 2 (5.00%) Data Analyst
6 2 (5.00%) Data Engineer
7 1 (2.50%) Senior .NET Software Developer
7 1 (2.50%) Senior C# Software Developer
Libraries, Frameworks & Software Standards
1 18 (45.00%) .NET
2 13 (32.50%) HTML
2 13 (32.50%) React
3 12 (30.00%) AngularJS
3 12 (30.00%) CSS
3 12 (30.00%) Sass
3 12 (30.00%) Semantic HTML
4 2 (5.00%) .NET Core
4 2 (5.00%) Apache Beam
4 2 (5.00%) Apache NiFi
4 2 (5.00%) JMS
4 2 (5.00%) Kafka
4 2 (5.00%) Samza
4 2 (5.00%) Spark Streaming
5 1 (2.50%) PyTorch
5 1 (2.50%) RabbitMQ
5 1 (2.50%) scikit-learn
5 1 (2.50%) TensorFlow
5 1 (2.50%) Unity (Game Engine)
5 1 (2.50%) Unreal Engine
Miscellaneous
1 5 (12.50%) Algorithms
2 4 (10.00%) Cloud Native
3 3 (7.50%) Blockchain
3 3 (7.50%) Data Structures
4 2 (5.00%) Robotics
5 1 (2.50%) Analytical Mindset
5 1 (2.50%) Data Protection Act
Operating Systems
1 4 (10.00%) Linux
Processes & Methodologies
1 24 (60.00%) Artificial Intelligence
2 17 (42.50%) Data Science
3 16 (40.00%) Problem-Solving
4 15 (37.50%) Microservices
5 13 (32.50%) Software Engineering
6 10 (25.00%) Computer Science
6 10 (25.00%) Mathematics
7 7 (17.50%) Mentoring
8 6 (15.00%) Data Engineering
8 6 (15.00%) Statistics
9 5 (12.50%) Infrastructure Engineering
9 5 (12.50%) Physics
9 5 (12.50%) Statistical Modelling
10 4 (10.00%) Continuous Improvement
10 4 (10.00%) Creative Problem-Solving
10 4 (10.00%) Data Collection
10 4 (10.00%) Infrastructure Automation
11 3 (7.50%) Analytics
11 3 (7.50%) Fintech
11 3 (7.50%) Test Automation
Programming Languages
1 12 (30.00%) Python
2 9 (22.50%) Java
3 8 (20.00%) R
4 7 (17.50%) SQL
5 5 (12.50%) C#
6 4 (10.00%) C++
7 2 (5.00%) Scala
7 2 (5.00%) T-SQL
8 1 (2.50%) JavaScript
8 1 (2.50%) PowerShell
Qualifications
1 6 (15.00%) Degree
2 5 (12.50%) PhD
3 4 (10.00%) Numerate Degree
4 1 (2.50%) Computer Science Degree
4 1 (2.50%) Master's Degree
Quality Assurance & Compliance
1 2 (5.00%) Data Quality
System Software
1 7 (17.50%) Docker
Systems Management
1 6 (15.00%) Kubernetes
2 4 (10.00%) Terraform
3 2 (5.00%) Ansible
3 2 (5.00%) Puppet
Vendors
1 8 (20.00%) Sage
2 3 (7.50%) Databricks
3 2 (5.00%) Alteryx
4 1 (2.50%) Microsoft