Period
to 28 January 2022

The following table provides summary statistics for permanent job vacancies advertised in Yorkshire 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 28 January 2022 with a comparison to the same period in the previous 2 years.

Machine Learning
England > Yorkshire
6 months to
28 Jan 2022
Same period 2021 Same period 2020
Rank 180 145 160
Rank change year-on-year -35 +15 +38
Permanent jobs citing Machine Learning 93 49 83
As % of all permanent jobs advertised in Yorkshire 1.30% 1.26% 1.36%
As % of the Processes & Methodologies category 1.41% 1.35% 1.48%
Number of salaries quoted 48 42 65
10th Percentile £32,125 £38,000 £36,250
25th Percentile £42,500 £46,250 £42,500
Median annual salary (50th Percentile) £57,500 £51,000 £55,000
Median % change year-on-year +12.75% -7.27% -
75th Percentile £72,500 £75,000 £75,000
90th Percentile £82,500 £82,500 £111,250
England median annual salary £68,500 £62,500 £67,500
% change year-on-year +9.60% -7.41% +3.85%

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 Yorkshire with a requirement for process or methodology skills.

All Process and Methodology Skills
Yorkshire
Permanent vacancies with a requirement for process or methodology skills 6,578 3,625 5,594
As % of all permanent IT jobs advertised in Yorkshire 92.18% 93.36% 91.38%
Number of salaries quoted 4,659 3,052 4,670
10th Percentile £31,250 £30,750 £27,000
25th Percentile £39,000 £37,500 £34,750
Median annual salary (50th Percentile) £50,000 £47,500 £45,000
Median % change year-on-year +5.26% +5.56% +3.45%
75th Percentile £65,000 £58,750 £57,500
90th Percentile £78,750 £67,500 £68,180
England median annual salary £60,000 £55,000 £55,000
% change year-on-year +9.09% - +4.76%

Machine Learning
Job Vacancy Trend in Yorkshire

Job postings citing Machine Learning as a proportion of all IT jobs advertised in Yorkshire.

Job vacancy trend for Machine Learning in Yorkshire

Machine Learning
Salary Trend in Yorkshire

3-month moving average salary quoted in jobs citing Machine Learning in Yorkshire.

Salary trend for Machine Learning in Yorkshire

Machine Learning
Salary Histogram in Yorkshire

Salary distribution for jobs citing Machine Learning in Yorkshire over the 6 months to 28 January 2022.

Salary histogram for Machine Learning in Yorkshire

Machine Learning
Job Locations in Yorkshire

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Machine Learning within the Yorkshire region over the 6 months to 28 January 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
West Yorkshire -33 58 £60,000 -11.11% 8
North Yorkshire -8 29 £55,000 +15.79%
South Yorkshire -32 5 £70,000 -6.67% 5
East Yorkshire -14 1 £40,000 +33.33%
Machine Learning
England

For the 6 months to 28 January 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 Yorkshire region with a requirement for Machine Learning.

1 48 (51.61%) Agile Software Development
2 44 (47.31%) Python
3 36 (38.71%) Artificial Intelligence
4 29 (31.18%) Analytics
5 27 (29.03%) Degree
5 27 (29.03%) Mathematics
6 26 (27.96%) Data Science
7 24 (25.81%) Problem-Solving
8 23 (24.73%) Software Engineering
8 23 (24.73%) SQL
8 23 (24.73%) Algorithms
9 22 (23.66%) DevOps
10 21 (22.58%) Azure
10 21 (22.58%) AWS
10 21 (22.58%) Java
11 19 (20.43%) Scrum
12 18 (19.35%) Smartphone
13 16 (17.20%) Continuous Integration
13 16 (17.20%) .NET
14 14 (15.05%) JavaScript
15 13 (13.98%) Apple iOS
15 13 (13.98%) Android
15 13 (13.98%) Apache Spark
15 13 (13.98%) Social Skills
16 12 (12.90%) Apple Swift
16 12 (12.90%) Retail
16 12 (12.90%) PostgreSQL
17 11 (11.83%) Physics
17 11 (11.83%) Microsoft
17 11 (11.83%) Analytical Skills

Machine Learning
Co-occurring IT Skills in Yorkshire 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 13 (13.98%) Apache Spark
2 4 (4.30%) Apache
2 4 (4.30%) Apache Solr
3 3 (3.23%) SAS
4 2 (2.15%) Elasticsearch
Applications
1 3 (3.23%) Microsoft Excel
2 1 (1.08%) 3ds Max
2 1 (1.08%) Blender
2 1 (1.08%) Maya
Cloud Services
1 21 (22.58%) AWS
1 21 (22.58%) Azure
2 11 (11.83%) Serverless
3 9 (9.68%) Amazon S3
4 7 (7.53%) Amazon Kinesis
5 6 (6.45%) Amazon SQS
5 6 (6.45%) AWS Fargate
5 6 (6.45%) AWS Lambda
6 5 (5.38%) OpenShift
6 5 (5.38%) PaaS
6 5 (5.38%) Power Platform
7 4 (4.30%) Azure App Service
7 4 (4.30%) Azure Cosmos DB
7 4 (4.30%) Azure Functions
7 4 (4.30%) Azure Logic Apps
7 4 (4.30%) Azure Machine Learning
7 4 (4.30%) Azure Service Bus
7 4 (4.30%) Azure Service Fabric
7 4 (4.30%) Azure Storage
7 4 (4.30%) Cortana Intelligence Suite
Communications & Networking
1 3 (3.23%) DNS
1 3 (3.23%) TCP/IP
1 3 (3.23%) Unified Communications
1 3 (3.23%) VLAN
1 3 (3.23%) VPN
2 2 (2.15%) Firewall
3 1 (1.08%) Kerberos
3 1 (1.08%) Network Security
3 1 (1.08%) Wireless
Database & Business Intelligence
1 12 (12.90%) PostgreSQL
2 10 (10.75%) Big Data
2 10 (10.75%) MySQL
3 8 (8.60%) Apache Cassandra
3 8 (8.60%) Data Warehouse
4 7 (7.53%) Data Lake
5 6 (6.45%) Amazon DynamoDB
5 6 (6.45%) Amazon RDS
6 5 (5.38%) NoSQL
6 5 (5.38%) Power BI
7 4 (4.30%) Azure SQL Data Warehouse
7 4 (4.30%) Azure SQL Database
7 4 (4.30%) Geospatial Data
7 4 (4.30%) Hadoop
7 4 (4.30%) MongoDB
7 4 (4.30%) Relational Database
8 3 (3.23%) SQL Server
8 3 (3.23%) SQLite
8 3 (3.23%) Tableau
9 2 (2.15%) Data Mining
Development Applications
1 4 (4.30%) Visual Studio
1 4 (4.30%) Visual Studio Team System
2 3 (3.23%) Git (software)
3 1 (1.08%) Jenkins
3 1 (1.08%) Maven
General
1 13 (13.98%) Social Skills
2 12 (12.90%) Retail
3 11 (11.83%) Analytical Skills
4 8 (8.60%) Legal
5 7 (7.53%) Finance
6 6 (6.45%) Banking
6 6 (6.45%) Inclusion and Diversity
7 5 (5.38%) Public Sector
8 3 (3.23%) Documentation Skills
8 3 (3.23%) Influencing Skills
9 2 (2.15%) Marketing
10 1 (1.08%) Billing
10 1 (1.08%) Fire and Rescue
10 1 (1.08%) Police
10 1 (1.08%) Presentation Skills
Job Titles
1 28 (30.11%) Developer
2 20 (21.51%) Software Developer
3 16 (17.20%) Software Engineer
4 15 (16.13%) Data Scientist
5 12 (12.90%) Senior Data Scientist
6 8 (8.60%) Senior Software Engineer
7 7 (7.53%) Architect
8 6 (6.45%) Android Developer
8 6 (6.45%) iOS Developer
8 6 (6.45%) Senior Developer
9 4 (4.30%) Azure Developer
9 4 (4.30%) Cloud Engineer
9 4 (4.30%) Data Architect
9 4 (4.30%) DevOps Engineer
9 4 (4.30%) Integration Developer
9 4 (4.30%) Java Engineer
9 4 (4.30%) Java Software Engineer
9 4 (4.30%) Lead Developer
9 4 (4.30%) Senior Integration Developer
10 3 (3.23%) Data Manager
Libraries, Frameworks & Software Standards
1 16 (17.20%) .NET
2 11 (11.83%) React
2 11 (11.83%) RESTful
3 8 (8.60%) .NET Core
3 8 (8.60%) CSS
3 8 (8.60%) HTML
4 7 (7.53%) Node.js
5 6 (6.45%) Elastic Stack
6 5 (5.38%) Kafka
6 5 (5.38%) Web Services
7 4 (4.30%) GeoJSON
7 4 (4.30%) JSON
7 4 (4.30%) REST
7 4 (4.30%) SAML
7 4 (4.30%) SOAP
8 2 (2.15%) CSS3
8 2 (2.15%) PySpark
8 2 (2.15%) PyTorch
8 2 (2.15%) TensorFlow
8 2 (2.15%) Vue.js
Miscellaneous
1 23 (24.73%) Algorithms
2 18 (19.35%) Smartphone
3 5 (5.38%) Enterprise Software
4 4 (4.30%) Hybrid Cloud
4 4 (4.30%) Self-Motivation
4 4 (4.30%) Social Network
5 3 (3.23%) Data Centre
5 3 (3.23%) Data Protection Act
5 3 (3.23%) Linux Command Line
5 3 (3.23%) NHS
6 2 (2.15%) Cloud Native
6 2 (2.15%) Data Structures
6 2 (2.15%) Hedge funds
7 1 (1.08%) 3D Graphics
7 1 (1.08%) Animation
7 1 (1.08%) Greenfield Project
7 1 (1.08%) Industrial Internet of Things
7 1 (1.08%) Robotics
Operating Systems
1 13 (13.98%) Android
1 13 (13.98%) Apple iOS
2 7 (7.53%) Linux
3 3 (3.23%) Ubuntu
Processes & Methodologies
1 48 (51.61%) Agile Software Development
2 36 (38.71%) Artificial Intelligence
3 29 (31.18%) Analytics
4 27 (29.03%) Mathematics
5 26 (27.96%) Data Science
6 24 (25.81%) Problem-Solving
7 23 (24.73%) Software Engineering
8 22 (23.66%) DevOps
9 19 (20.43%) Scrum
10 16 (17.20%) Continuous Integration
11 11 (11.83%) Physics
12 10 (10.75%) Business Intelligence
12 10 (10.75%) Collaborative Working
13 9 (9.68%) Requirements Gathering
13 9 (9.68%) Visualisation
14 8 (8.60%) Biology
14 8 (8.60%) Chemistry
14 8 (8.60%) Full Stack Development
14 8 (8.60%) Scaled Agile Framework
14 8 (8.60%) TDD
Programming Languages
1 44 (47.31%) Python
2 23 (24.73%) SQL
3 21 (22.58%) Java
4 14 (15.05%) JavaScript
5 12 (12.90%) Apple Swift
6 10 (10.75%) C++
7 9 (9.68%) C#
8 8 (8.60%) Go
9 6 (6.45%) Objective-C
9 6 (6.45%) R
10 3 (3.23%) Shell Script
10 3 (3.23%) T-SQL
11 2 (2.15%) PHP
11 2 (2.15%) VBA
12 1 (1.08%) F#
12 1 (1.08%) Haskell
12 1 (1.08%) Java 8
12 1 (1.08%) Ruby
12 1 (1.08%) Scala
Qualifications
1 27 (29.03%) Degree
2 8 (8.60%) SC Cleared
2 8 (8.60%) Security Cleared
3 5 (5.38%) PhD
4 4 (4.30%) Master's Degree
Quality Assurance & Compliance
1 1 (1.08%) Accessibility
1 1 (1.08%) Data Quality
System Software
1 11 (11.83%) Docker
2 4 (4.30%) VMware Infrastructure
Systems Management
1 8 (8.60%) Ansible
2 5 (5.38%) Kubernetes
3 4 (4.30%) FreeIPA
4 1 (1.08%) Puppet
4 1 (1.08%) Terraform
Vendors
1 11 (11.83%) Microsoft
2 8 (8.60%) Twitter
3 7 (7.53%) Databricks
4 4 (4.30%) Red Hat
4 4 (4.30%) VMware
5 3 (3.23%) Google
6 2 (2.15%) Cadence
6 2 (2.15%) Teradata
7 1 (1.08%) Alteryx
7 1 (1.08%) Dataiku
7 1 (1.08%) SnapLogic