MLflow Contract Job Trends in Edinburgh

MLflow
Scotland > Edinburgh

The table below provides summary statistics and contractor rates for jobs advertised in Edinburgh requiring MLflow skills. It covers vacancies from the 6 months leading up to 14 September 2025, with comparisons to the same periods in the previous two years.

6 months to
14 Sep 2025
Same period 2024 Same period 2023
Rank 65 - -
Rank change year-on-year - - -
Contract jobs citing MLflow 2 0 0
As % of all contract jobs advertised in Edinburgh 0.32% - -
As % of the Development Applications category 1.44% - -
Number of daily rates quoted 2 0 0
10th Percentile £496 - -
25th Percentile £505 - -
Median daily rate (50th Percentile) £525 - -
75th Percentile £540 - -
90th Percentile £546 - -
Scotland median daily rate £525 - -

All Development Application Skills
Edinburgh

MLflow falls under the Development Applications category. For comparison with the information above, the following table provides summary statistics for all contract job vacancies requiring development application skills in Edinburgh.

Contract vacancies with a requirement for development application skills 139 87 222
As % of all contract IT jobs advertised in Edinburgh 21.92% 10.65% 20.57%
Number of daily rates quoted 64 54 149
10th Percentile £400 £363 £387
25th Percentile £450 £413 £415
Median daily rate (50th Percentile) £491 £478 £475
Median % change year-on-year +2.83% +0.53% -
75th Percentile £538 £534 £511
90th Percentile £563 £600 £570
Scotland median daily rate £488 £480 £475
% change year-on-year +1.67% +1.05% -
Number of hourly rates quoted 3 0 1
10th Percentile £55.00 - -
25th Percentile £56.88 - £57.50
Median hourly rate £60.00 - £60.00
Median % change year-on-year - - +20.00%
75th Percentile £66.88 - £62.50
90th Percentile £70.25 - -
Scotland median hourly rate £17.45 - £59.52
% change year-on-year - - +9.20%

MLflow
Job Vacancy Trend in Edinburgh

Job postings citing MLflow as a proportion of all IT jobs advertised in Edinburgh.

Job vacancy trend for MLflow in Edinburgh

MLflow
Daily Rate Trend in Edinburgh

Contractor daily rate distribution trend for jobs in Edinburgh citing MLflow.

Contractor daily rate distribution trend for jobs in Edinburgh citing MLflow

MLflow
Co-occurring Skills and Capabilities in Edinburgh by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 2 (100.00%) Apache Airflow
2 1 (50.00%) Apache
Cloud Services
1 2 (100.00%) Amazon ECS
1 2 (100.00%) Amazon EKS
1 2 (100.00%) Amazon S3
1 2 (100.00%) AWS
1 2 (100.00%) AWS Lambda
1 2 (100.00%) Serverless
2 1 (50.00%) Amazon CloudWatch
2 1 (50.00%) Amazon SQS
2 1 (50.00%) Dagster
Communications & Networking
1 1 (50.00%) HTTP
Job Titles
1 2 (100.00%) Python Engineer
Libraries, Frameworks & Software Standards
1 2 (100.00%) AWS CDK
1 2 (100.00%) FastAPI
1 2 (100.00%) Hugging Face
1 2 (100.00%) NumPy
1 2 (100.00%) OpenCV
1 2 (100.00%) Pandas
1 2 (100.00%) PyTorch
1 2 (100.00%) SQLAlchemy
2 1 (50.00%) boto
2 1 (50.00%) JWT
2 1 (50.00%) OAuth
2 1 (50.00%) REST
Miscellaneous
1 1 (50.00%) Algorithms
1 1 (50.00%) Data Structures
1 1 (50.00%) Legacy Systems
1 1 (50.00%) Product Ownership
Processes & Methodologies
1 2 (100.00%) A/B Testing
1 2 (100.00%) Agile
1 2 (100.00%) API Integration
1 2 (100.00%) Artificial Intelligence
1 2 (100.00%) Async-Await
1 2 (100.00%) Infrastructure as Code
1 2 (100.00%) LLM
1 2 (100.00%) Machine Learning
1 2 (100.00%) OOP
1 2 (100.00%) Pair Programming
1 2 (100.00%) TDD
2 1 (50.00%) CI/CD
2 1 (50.00%) Code Quality
2 1 (50.00%) Community of Practice
2 1 (50.00%) Computer Vision
2 1 (50.00%) Containerisation
2 1 (50.00%) Data Pipeline
2 1 (50.00%) OCR
2 1 (50.00%) Roadmaps
2 1 (50.00%) Technical Leadership
Programming Languages
1 2 (100.00%) Python
Quality Assurance & Compliance
1 1 (50.00%) Accessibility
1 1 (50.00%) Disclosure Scotland
Systems Management
1 1 (50.00%) Grafana
1 1 (50.00%) Kubernetes