MLflow Contracts with Hybrid/Remote/WFH Options

MLflow
UK > Work from Home

The table below provides summary statistics for remote or hybrid contract work requiring MLflow skills. It includes a benchmarking guide to the contractor rates offered in vacancies that cited MLflow over the 6 months leading up to 1 May 2025, comparing them to the same period in the previous two years.

6 months to
1 May 2025
Same period 2024 Same period 2023
Rank 292 338 474
Rank change year-on-year +46 +136 +135
Contract jobs citing MLflow 12 7 3
As % of all contract jobs with a WFH option 0.12% 0.046% 0.012%
As % of the Development Applications category 0.81% 0.38% 0.076%
Number of daily rates quoted 10 7 0
10th Percentile £461 £620 -
25th Percentile £525 £700 -
Median daily rate (50th Percentile) £575 £750 -
Median % change year-on-year -23.33% - -
75th Percentile £678 £800 -
90th Percentile £804 - -
UK median daily rate £600 £700 £730
% change year-on-year -14.29% -4.11% +21.67%

All Development Application Skills
Work from Home

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

Contract vacancies with a requirement for development application skills 1,482 1,853 3,954
As % of all contract jobs with a WFH option 14.96% 12.08% 15.29%
Number of daily rates quoted 1,067 1,324 2,836
10th Percentile £340 £360 £395
25th Percentile £413 £425 £450
Median daily rate (50th Percentile) £500 £513 £540
Median % change year-on-year -2.44% -5.09% +2.86%
75th Percentile £615 £600 £650
90th Percentile £750 £700 £750
UK median daily rate £500 £525 £550
% change year-on-year -4.76% -4.55% -
Number of hourly rates quoted 20 43 114
10th Percentile £27.28 £28.99 £45.00
25th Percentile £58.81 £47.38 £54.06
Median hourly rate £65.00 £65.00 £65.00
Median % change year-on-year - - +30.00%
75th Percentile £80.38 £90.00 £70.00
90th Percentile £90.25 - £81.75
UK median hourly rate £62.50 £65.00 £61.50
% change year-on-year -3.85% +5.69% +21.78%

MLflow
Trend for Jobs with a WFH Option

Job vacancies with remote working options citing MLflow as a proportion of all IT jobs advertised.

MLflow trend for jobs with Hybrid/Remote/WFH options

MLflow
Daily Rate Trend for Jobs with a WFH Option

3-month moving average daily rate quoted in job vacancies with remote working options citing MLflow.

MLflow daily rate for jobs with a WFH option

MLflow
Daily Rate Histogram for Jobs with a WFH Option

Daily rate distribution for jobs with remote working options citing MLflow over the 6 months to 1 May 2025.

MLflow daily rate histogram for jobs with a WFH option

MLflow
Co-occurring Skills and Capabilities with WFH Options 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 5 (41.67%) Apache
1 5 (41.67%) Apache Spark
2 2 (16.67%) Confluence
2 2 (16.67%) Jupyter
Cloud Services
1 11 (91.67%) AWS
2 10 (83.33%) GCP
3 9 (75.00%) Azure
4 5 (41.67%) Amazon SageMaker
5 2 (16.67%) GitHub
5 2 (16.67%) GitHub Actions
6 1 (8.33%) Amazon Bedrock
6 1 (8.33%) AWS Lambda
6 1 (8.33%) Azure Machine Learning
6 1 (8.33%) Cloud Computing
6 1 (8.33%) IBM Watson
6 1 (8.33%) Power Platform
6 1 (8.33%) SaaS
6 1 (8.33%) Serverless
6 1 (8.33%) Snowflake
Database & Business Intelligence
1 4 (33.33%) Big Data
2 2 (16.67%) Data Lake
2 2 (16.67%) Data Warehouse
2 2 (16.67%) Hadoop
2 2 (16.67%) PostgreSQL
3 1 (8.33%) Delta Lake
3 1 (8.33%) MongoDB
3 1 (8.33%) Power BI
3 1 (8.33%) Tableau
Development Applications
1 2 (16.67%) JIRA
2 1 (8.33%) Git
2 1 (8.33%) GitLab
General
1 7 (58.33%) Social Skills
2 2 (16.67%) Analytical Skills
2 2 (16.67%) Finance
3 1 (8.33%) Financial Institution
3 1 (8.33%) Marketing
3 1 (8.33%) Presentation Skills
Job Titles
1 3 (25.00%) Machine Learning Engineer
1 3 (25.00%) Senior
2 2 (16.67%) Data Engineer
2 2 (16.67%) Delivery Manager
2 2 (16.67%) Platform Engineer
2 2 (16.67%) Senior Data Engineer
3 1 (8.33%) Analyst
3 1 (8.33%) Architect
3 1 (8.33%) Artificial Intelligence Engineer
3 1 (8.33%) Business Analyst
3 1 (8.33%) Cloud Engineer
3 1 (8.33%) Data Scientist
3 1 (8.33%) Python Engineer
3 1 (8.33%) Senior Cloud Engineer
3 1 (8.33%) Solutions Architect
3 1 (8.33%) Technical Analyst
3 1 (8.33%) Technical Business Analyst
Libraries, Frameworks & Software Standards
1 6 (50.00%) PyTorch
1 6 (50.00%) TensorFlow
2 4 (33.33%) scikit-learn
3 2 (16.67%) Kafka
4 1 (8.33%) FastAPI
4 1 (8.33%) Hugging Face
4 1 (8.33%) JWT
4 1 (8.33%) Keras
4 1 (8.33%) Loki
4 1 (8.33%) Metaflow
4 1 (8.33%) NumPy
4 1 (8.33%) OAuth
4 1 (8.33%) OpenTelemetry
4 1 (8.33%) Pandas
4 1 (8.33%) Plotly
4 1 (8.33%) pydantic
4 1 (8.33%) pytest
4 1 (8.33%) RESTful
4 1 (8.33%) SQLAlchemy
4 1 (8.33%) XGBoost
Miscellaneous
1 3 (25.00%) Distributed Systems
2 2 (16.67%) Distributed Computing
3 1 (8.33%) Algorithms
3 1 (8.33%) Public Cloud
Processes & Methodologies
1 12 (100.00%) Machine Learning
2 8 (66.67%) Analytics
2 8 (66.67%) Artificial Intelligence
3 7 (58.33%) CI/CD
3 7 (58.33%) Data Engineering
3 7 (58.33%) Problem-Solving
4 6 (50.00%) DevOps
5 5 (41.67%) Agile
5 5 (41.67%) Containerisation
5 5 (41.67%) Data Science
6 4 (33.33%) Data Modelling
6 4 (33.33%) Data Pipeline
6 4 (33.33%) Data Strategy
6 4 (33.33%) LLM
6 4 (33.33%) MLOps
7 3 (25.00%) ETL
7 3 (25.00%) Mentoring
7 3 (25.00%) Software Engineering
7 3 (25.00%) Validation
7 3 (25.00%) Workshop Facilitation
Programming Languages
1 7 (58.33%) Python
2 5 (41.67%) SQL
3 2 (16.67%) Rust
4 1 (8.33%) Clojure
4 1 (8.33%) Elixir
4 1 (8.33%) Go
4 1 (8.33%) Haskell
4 1 (8.33%) Java
4 1 (8.33%) R
4 1 (8.33%) Scala
Qualifications
1 1 (8.33%) AWS Certification
Quality Assurance & Compliance
1 2 (16.67%) Data Quality
System Software
1 6 (50.00%) Docker
Systems Management
1 6 (50.00%) Kubernetes
2 4 (33.33%) Kubeflow
3 2 (16.67%) Terraform
4 1 (8.33%) Grafana
Vendors
1 5 (41.67%) Databricks
2 4 (33.33%) Google
3 1 (8.33%) IBM
3 1 (8.33%) ServiceNow