Period
to

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 30 June 2022 with a comparison to the same period in the previous 2 years.

Machine Learning
England > Yorkshire
6 months to
30 Jun 2022
Same period 2021 Same period 2020
Rank 123 178 149
Rank change year-on-year +55 -29 +68
Permanent jobs citing Machine Learning 193 62 40
As % of all permanent jobs advertised in Yorkshire 2.52% 1.08% 0.99%
As % of the Processes & Methodologies category 2.69% 1.14% 1.07%
Number of salaries quoted 33 53 37
10th Percentile £41,326 £41,500 £37,500
25th Percentile £47,500 £47,500 £45,000
Median annual salary (50th Percentile) £62,500 £75,000 £55,000
Median % change year-on-year -16.67% +36.36% -8.33%
75th Percentile £73,346 £82,500 £68,750
90th Percentile £77,500 - £107,500
England median annual salary £75,000 £65,000 £67,500
% change year-on-year +15.38% -3.70% +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 7,165 5,418 3,753
As % of all permanent IT jobs advertised in Yorkshire 93.39% 94.03% 92.62%
Number of salaries quoted 4,378 4,272 3,217
10th Percentile £30,000 £29,900 £28,750
25th Percentile £40,000 £37,500 £35,428
Median annual salary (50th Percentile) £52,500 £47,500 £46,500
Median % change year-on-year +10.53% +2.15% +9.41%
75th Percentile £67,500 £62,500 £57,500
90th Percentile £81,250 £71,250 £68,750
England median annual salary £60,000 £56,500 £55,000
% change year-on-year +6.19% +2.73% +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 30 June 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 30 June 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 +20 111 £65,000 -18.75% 20
South Yorkshire +43 53 £50,037 -9.02% 1
North Yorkshire -13 25 £60,000 -11.11% 1
East Yorkshire - 4 - -
Machine Learning
England

For the 6 months to 30 June 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.

1 130 (67.36%) Python
2 128 (66.32%) Agile
3 123 (63.73%) Data Science
4 120 (62.18%) Analytics
5 113 (58.55%) Azure
6 112 (58.03%) AWS
7 101 (52.33%) Algorithms
8 97 (50.26%) Data Analytics
9 96 (49.74%) Java
10 94 (48.70%) Big Data
10 94 (48.70%) DevOps
11 83 (43.01%) Microsoft
12 81 (41.97%) GCP
12 81 (41.97%) Data Engineering
13 78 (40.41%) Mentoring
14 77 (39.90%) QA
15 75 (38.86%) Games
16 74 (38.34%) Information Security
16 74 (38.34%) Spring
16 74 (38.34%) Security Management
16 74 (38.34%) Data Architecture
16 74 (38.34%) Threat Analysis
16 74 (38.34%) Cybersecurity
16 74 (38.34%) SFIA
17 60 (31.09%) Artificial Intelligence
18 48 (24.87%) Problem-Solving
19 35 (18.13%) Mathematics
20 34 (17.62%) SQL
21 33 (17.10%) Software Engineering
21 33 (17.10%) Finance

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 24 (12.44%) Umbraco
2 15 (7.77%) SAS
3 8 (4.15%) Apache Spark
4 4 (2.07%) CMS
4 4 (2.07%) WordPress
5 2 (1.04%) Apache
5 2 (1.04%) Apache Airflow
5 2 (1.04%) Confluence
6 1 (0.52%) Jupyter
6 1 (0.52%) Luigi
Applications
1 1 (0.52%) Microsoft Excel
Cloud Services
1 113 (58.55%) Azure
2 112 (58.03%) AWS
3 81 (41.97%) GCP
4 5 (2.59%) PaaS
4 5 (2.59%) Serverless
5 4 (2.07%) IaaS
5 4 (2.07%) Matillion
5 4 (2.07%) OpenShift
5 4 (2.07%) Power Platform
5 4 (2.07%) Snowflake
6 3 (1.55%) Azure Cosmos DB
7 2 (1.04%) Amazon SageMaker
8 1 (0.52%) Amazon Kinesis
8 1 (0.52%) AWS Lambda
8 1 (0.52%) Azure Data Factory
8 1 (0.52%) Azure DevOps
8 1 (0.52%) Azure ExpressRoute
8 1 (0.52%) Azure Machine Learning
8 1 (0.52%) Azure Pipelines
8 1 (0.52%) Azure Stack
Communications & Networking
1 3 (1.55%) Firewall
2 2 (1.04%) HTTP
2 2 (1.04%) LAN
2 2 (1.04%) SMS
2 2 (1.04%) TCP/IP
2 2 (1.04%) VPN
2 2 (1.04%) WAN
3 1 (0.52%) Broadband
3 1 (0.52%) Wireless
Database & Business Intelligence
1 94 (48.70%) Big Data
2 21 (10.88%) SQL Server
3 12 (6.22%) SQL Server Integration Services
4 9 (4.66%) Data Lake
4 9 (4.66%) PostgreSQL
5 6 (3.11%) Data Warehouse
6 5 (2.59%) Tableau
7 4 (2.07%) Apache Cassandra
7 4 (2.07%) Data Mining
7 4 (2.07%) Power BI
7 4 (2.07%) Relational Database
8 3 (1.55%) Elasticsearch
8 3 (1.55%) Star Schema
9 1 (0.52%) Amazon Athena
9 1 (0.52%) Amazon Aurora
9 1 (0.52%) Amazon Redshift
9 1 (0.52%) MySQL
9 1 (0.52%) NoSQL
9 1 (0.52%) RDBMS
9 1 (0.52%) Spatial Data
Development Applications
1 9 (4.66%) Git (software)
2 4 (2.07%) PostCSS
2 4 (2.07%) Visual Studio
2 4 (2.07%) Visual Studio Code
2 4 (2.07%) Visual Studio Team System
3 3 (1.55%) GitLab
3 3 (1.55%) Jenkins
4 2 (1.04%) Bitbucket
4 2 (1.04%) JIRA
5 1 (0.52%) Spinnaker
5 1 (0.52%) TeamCity
General
1 75 (38.86%) Games
2 33 (17.10%) Analytical Skills
2 33 (17.10%) Finance
2 33 (17.10%) Social Skills
3 19 (9.84%) Banking
4 16 (8.29%) Retail
5 11 (5.70%) Telecoms
6 6 (3.11%) Retail Banking
7 3 (1.55%) Law
8 2 (1.04%) Automotive
8 2 (1.04%) Inclusion and Diversity
8 2 (1.04%) Marketing
8 2 (1.04%) Social Science
9 1 (0.52%) Billing
9 1 (0.52%) Fire and Rescue
9 1 (0.52%) Police
9 1 (0.52%) Public Sector
Job Titles
1 74 (38.34%) Trainee
2 29 (15.03%) Software Engineer
3 25 (12.95%) Data Scientist
4 22 (11.40%) Developer
4 22 (11.40%) Senior Data Scientist
5 17 (8.81%) Software Developer
6 11 (5.70%) Graduate
7 9 (4.66%) Data Modeller
7 9 (4.66%) Senior Data Modeller
7 9 (4.66%) Statistical Modeller
8 6 (3.11%) Analytics Manager
9 5 (2.59%) Android Developer
9 5 (2.59%) Architect
9 5 (2.59%) Data Engineer
9 5 (2.59%) iOS Developer
9 5 (2.59%) Senior Software Engineer
10 4 (2.07%) Cloud Engineer
10 4 (2.07%) DevOps Engineer
10 4 (2.07%) Java Engineer
10 4 (2.07%) Java Software Engineer
Libraries, Frameworks & Software Standards
1 74 (38.34%) Spring
2 30 (15.54%) .NET
3 26 (13.47%) HTML
4 25 (12.95%) CSS
5 24 (12.44%) Sass
6 22 (11.40%) React
7 21 (10.88%) AngularJS
8 20 (10.36%) Semantic HTML
9 9 (4.66%) PySpark
10 5 (2.59%) .NET Core
10 5 (2.59%) Matplotlib
10 5 (2.59%) NumPy
10 5 (2.59%) Pandas
10 5 (2.59%) scikit-learn
11 4 (2.07%) .NET Framework
11 4 (2.07%) Entity Framework
11 4 (2.07%) HTML5
12 3 (1.55%) TensorFlow
13 2 (1.04%) ASP.NET Web API
13 2 (1.04%) Kafka
Miscellaneous
1 101 (52.33%) Algorithms
2 17 (8.81%) Smartphone
3 11 (5.70%) Life Science
4 9 (4.66%) Data Structures
5 5 (2.59%) IoT
6 4 (2.07%) Self-Motivation
7 3 (1.55%) Robotics
8 2 (1.04%) Cloud Native
8 2 (1.04%) Linux Command Line
8 2 (1.04%) Management Information System
9 1 (0.52%) Enterprise Software
9 1 (0.52%) Hybrid Cloud
9 1 (0.52%) Industrial Internet of Things
9 1 (0.52%) Mobile App
9 1 (0.52%) NHS
9 1 (0.52%) Private Cloud
9 1 (0.52%) Renewable Energy
9 1 (0.52%) User Experience
Operating Systems
1 11 (5.70%) Linux
2 10 (5.18%) Android
2 10 (5.18%) Apple iOS
3 6 (3.11%) Unix
4 2 (1.04%) AIX
4 2 (1.04%) Windows
Processes & Methodologies
1 128 (66.32%) Agile
2 123 (63.73%) Data Science
3 120 (62.18%) Analytics
4 97 (50.26%) Data Analytics
5 94 (48.70%) DevOps
6 81 (41.97%) Data Engineering
7 78 (40.41%) Mentoring
8 74 (38.34%) Cybersecurity
8 74 (38.34%) Data Architecture
8 74 (38.34%) Information Security
8 74 (38.34%) Security Management
8 74 (38.34%) SFIA
8 74 (38.34%) Threat Analysis
9 60 (31.09%) Artificial Intelligence
10 48 (24.87%) Problem-Solving
11 35 (18.13%) Mathematics
12 33 (17.10%) Software Engineering
13 30 (15.54%) Microservices
14 27 (13.99%) Scrum
15 24 (12.44%) Data Analysis
Programming Languages
1 130 (67.36%) Python
2 96 (49.74%) Java
3 34 (17.62%) SQL
4 22 (11.40%) R
5 15 (7.77%) JavaScript
6 13 (6.74%) C
7 10 (5.18%) Apple Swift
7 10 (5.18%) C#
8 7 (3.63%) C++
9 5 (2.59%) Objective-C
10 4 (2.07%) T-SQL
11 2 (1.04%) Bash
11 2 (1.04%) Jython
11 2 (1.04%) MATLAB
11 2 (1.04%) Perl
11 2 (1.04%) VB
12 1 (0.52%) Scala
12 1 (0.52%) TypeScript
Qualifications
1 32 (16.58%) Degree
2 8 (4.15%) SC Cleared
2 8 (4.15%) Security Cleared
3 4 (2.07%) ITIL Foundation Certificate
4 2 (1.04%) Master's Degree
5 1 (0.52%) PhD
Quality Assurance & Compliance
1 77 (39.90%) QA
2 5 (2.59%) Data Quality
3 4 (2.07%) WAI
3 4 (2.07%) WCAG
4 2 (1.04%) Sarbanes-Oxley
5 1 (0.52%) Accessibility
System Software
1 6 (3.11%) VMware Infrastructure
2 2 (1.04%) Docker
3 1 (0.52%) Virtual Desktop
Systems Management
1 7 (3.63%) Kubernetes
2 5 (2.59%) Ansible
3 4 (2.07%) FreeIPA
4 1 (0.52%) Puppet
4 1 (0.52%) Terraform
Vendors
1 83 (43.01%) Microsoft
2 12 (6.22%) Alteryx
3 11 (5.70%) Informatica
4 6 (3.11%) VMware
5 5 (2.59%) Twitter
6 4 (2.07%) Red Hat
7 3 (1.55%) Google
8 2 (1.04%) Databricks
8 2 (1.04%) Micro Focus
9 1 (0.52%) Cadence
9 1 (0.52%) Dataiku
9 1 (0.52%) SAP
9 1 (0.52%) SnapLogic