Hybrid/Remote MLflow Contract Job Trends

MLflow
UK > Work from Home

The table below provides summary statistics and contractor rates for remote or hybrid contract work requiring MLflow skills. It covers vacancies from the 6 months leading up to 15 September 2025, with comparisons to the same periods in the previous two years.

6 months to
15 Sep 2025
Same period 2024 Same period 2023
Rank 285 330 407
Rank change year-on-year +45 +77 +175
Contract jobs citing MLflow 22 5 10
As % of all contract jobs with a WFH option 0.23% 0.040% 0.049%
As % of the Development Applications category 1.38% 0.31% 0.35%
Number of daily rates quoted 15 5 6
10th Percentile £389 £545 £625
25th Percentile £438 £613 £763
Median daily rate (50th Percentile) £550 £625 £1,100
Median % change year-on-year -12.00% -43.18% +76.00%
75th Percentile £588 £800 -
90th Percentile £633 - -
UK median daily rate £550 £613 £650
% change year-on-year -10.20% -5.77% +4.00%

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 1,590 1,634 2,852
As % of all contract jobs with a WFH option 16.39% 12.93% 13.90%
Number of daily rates quoted 1,094 1,085 2,075
10th Percentile £325 £350 £363
25th Percentile £405 £413 £450
Median daily rate (50th Percentile) £500 £510 £525
Median % change year-on-year -1.96% -2.86% -4.55%
75th Percentile £582 £609 £638
90th Percentile £663 £700 £738
UK median daily rate £500 £525 £550
% change year-on-year -4.76% -4.55% -
Number of hourly rates quoted 40 19 92
10th Percentile £50.20 £24.24 £48.20
25th Percentile - £55.48 £56.25
Median hourly rate £65.00 £65.00 £70.00
Median % change year-on-year - -7.14% +7.69%
75th Percentile £67.00 £66.51 £84.36
90th Percentile £77.63 £72.00 £90.00
UK median hourly rate £65.00 £65.00 £65.00
% change year-on-year - - +8.33%

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 Hybrid Work Options

Contractor daily rate distribution trend for jobs with remote work options citing MLflow.

Contractor daily rate distribution trend for jobs with remote work options citing MLflow

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 15 September 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 10 (45.45%) Apache Airflow
2 5 (22.73%) Apache Spark
3 2 (9.09%) Jupyter
4 1 (4.55%) Apache
Cloud Services
1 12 (54.55%) GCP
2 8 (36.36%) AWS
2 8 (36.36%) Azure
3 7 (31.82%) dbt
4 6 (27.27%) Vertex AI
5 4 (18.18%) Amazon S3
5 4 (18.18%) Amazon SageMaker
5 4 (18.18%) GitHub
6 3 (13.64%) AWS Lambda
6 3 (13.64%) GitHub Actions
6 3 (13.64%) Serverless
7 1 (4.55%) Alation
7 1 (4.55%) Amazon Bedrock
7 1 (4.55%) Amazon ECS
7 1 (4.55%) Amazon EKS
7 1 (4.55%) Azure Cosmos DB
7 1 (4.55%) Azure Machine Learning
7 1 (4.55%) Cloud Computing
7 1 (4.55%) Collibra
Communications & Networking
1 2 (9.09%) DNS
1 2 (9.09%) SSH
1 2 (9.09%) SSL
1 2 (9.09%) TCP/IP
Database & Business Intelligence
1 5 (22.73%) BigQuery
1 5 (22.73%) Data Warehouse
1 5 (22.73%) PostgreSQL
2 3 (13.64%) Big Data
2 3 (13.64%) NoSQL
3 2 (9.09%) Delta Lake
3 2 (9.09%) Hadoop
3 2 (9.09%) Parquet
4 1 (4.55%) Data Lake
4 1 (4.55%) Flink
4 1 (4.55%) Metadata
4 1 (4.55%) MongoDB
4 1 (4.55%) MySQL
Development Applications
1 4 (18.18%) Git
2 3 (13.64%) Jenkins
3 2 (9.09%) Poetry
3 2 (9.09%) PyCharm
3 2 (9.09%) SonarQube
3 2 (9.09%) Visual Studio Code
4 1 (4.55%) GitLab
4 1 (4.55%) Sonatype Nexus
General
1 5 (22.73%) Advertising
1 5 (22.73%) Marketing
1 5 (22.73%) Social Skills
2 4 (18.18%) Finance
3 3 (13.64%) Documentation Skills
4 2 (9.09%) Banking
5 1 (4.55%) Inclusion and Diversity
Job Titles
1 8 (36.36%) Machine Learning Engineer
2 5 (22.73%) Product Manager
3 4 (18.18%) Python Engineer
4 3 (13.64%) Artificial Intelligence Engineer
4 3 (13.64%) Data Engineer
4 3 (13.64%) Senior
5 2 (9.09%) Architect
6 1 (4.55%) Artificial Intelligence Architect
6 1 (4.55%) Artificial Intelligence Specialist
6 1 (4.55%) Cloud Engineer
6 1 (4.55%) Data Architect
6 1 (4.55%) DevOps Engineer
6 1 (4.55%) Python Data Engineer
6 1 (4.55%) Senior Cloud Engineer
6 1 (4.55%) Solutions Architect
Libraries, Frameworks & Software Standards
1 9 (40.91%) Pandas
2 8 (36.36%) PyTorch
3 7 (31.82%) TensorFlow
4 6 (27.27%) scikit-learn
5 5 (22.73%) NumPy
6 4 (18.18%) Hugging Face
7 2 (9.09%) Apache Avro
7 2 (9.09%) Elastic Stack
7 2 (9.09%) FastAPI
7 2 (9.09%) Flask
7 2 (9.09%) LangChain
7 2 (9.09%) REST
7 2 (9.09%) SQLAlchemy
8 1 (4.55%) Kafka
8 1 (4.55%) Node.js
8 1 (4.55%) OAuth
8 1 (4.55%) OpenCV
8 1 (4.55%) PySpark
8 1 (4.55%) pytest
8 1 (4.55%) React
Miscellaneous
1 7 (31.82%) Cloud Native
2 5 (22.73%) Digital Media
2 5 (22.73%) Marketing Technology
3 2 (9.09%) Algorithms
3 2 (9.09%) Data Structures
3 2 (9.09%) Virtual Team
4 1 (4.55%) IoT
Operating Systems
1 2 (9.09%) Linux
Processes & Methodologies
1 20 (90.91%) Machine Learning
2 15 (68.18%) MLOps
3 14 (63.64%) CI/CD
4 13 (59.09%) Data Science
5 12 (54.55%) Artificial Intelligence
6 9 (40.91%) Agile
7 6 (27.27%) Analytics
7 6 (27.27%) Personalization
7 6 (27.27%) Predictive Analytics
7 6 (27.27%) Roadmaps
7 6 (27.27%) Use Case
8 5 (22.73%) Ad Operations
8 5 (22.73%) Marketing Mix
8 5 (22.73%) Order Management
8 5 (22.73%) Platform Engineering
8 5 (22.73%) Product Requirements
8 5 (22.73%) Product Roadmap
8 5 (22.73%) Product Vision
8 5 (22.73%) Programmatic Advertising
8 5 (22.73%) User Stories
Programming Languages
1 15 (68.18%) Python
2 6 (27.27%) SQL
3 4 (18.18%) MATLAB
3 4 (18.18%) R
4 2 (9.09%) Bash
4 2 (9.09%) Groovy
Qualifications
1 4 (18.18%) Degree
2 2 (9.09%) Computer Science Degree
2 2 (9.09%) PhD
2 2 (9.09%) SC Cleared
2 2 (9.09%) Security Cleared
3 1 (4.55%) AWS Certification
3 1 (4.55%) BPSS Clearance
3 1 (4.55%) Master's Degree
Quality Assurance & Compliance
1 1 (4.55%) California Consumer Privacy Act
1 1 (4.55%) GDPR
System Software
1 9 (40.91%) Docker
Systems Management
1 8 (36.36%) Kubeflow
2 6 (27.27%) Kubernetes
3 2 (9.09%) Argo
3 2 (9.09%) Istio
4 1 (4.55%) Terraform
Vendors
1 7 (31.82%) Databricks
2 2 (9.09%) Cloudera
2 2 (9.09%) Red Hat
3 1 (4.55%) Informatica
3 1 (4.55%) Microsoft