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FreeFuse
Woodland Hills, California, United States
Mike Liu
CEO
3
Project
Academic experience
120 hours of work total
Learner
Anywhere
Intermediate level

Project scope

Categories
Data visualization Data analysis Data modelling Machine learning Data science
Skills
data cleansing predictive modeling exploratory data analysis ibm system p data science data analysis forecasting
Details

FreeFuse is seeking to gain insights into the patterns and timing of customer churn within its subscription offerings. The goal of this project is to analyze existing subscription data to identify key indicators and trends that precede churn events. By understanding these patterns, FreeFuse aims to develop a proactive alert system that can notify the company when users are at risk of discontinuing their subscriptions. This project will allow learners to apply data analysis techniques and predictive modeling skills acquired in the classroom. The tasks will include data cleaning, exploratory data analysis, and the development of a predictive model. The project is designed to be completed by a team of data science students within a single academic program, ensuring a focused approach to the problem.

Deliverables

The project deliverables will include a comprehensive report detailing the findings of the data analysis and the predictive model developed to forecast churn events. Additionally, the team will provide a prototype of an alert system that can be integrated into FreeFuse's existing infrastructure. Deliverables will also include visualizations that illustrate key churn indicators and a presentation summarizing the project's outcomes and recommendations.

Mentorship
Domain expertise and knowledge

Providing specialized, in-depth knowledge and general industry insights for a comprehensive understanding.

Skills, knowledge and expertise

Sharing knowledge in specific technical skills, techniques, methodologies required for the project.

Hands-on support

Direct involvement in project tasks, offering guidance, and demonstrating techniques.

Tools and/or resources

Providing access to necessary tools, software, and resources required for project completion.

Regular meetings

Scheduled check-ins to discuss progress, address challenges, and provide feedback.

Supported causes

The global challenges this project addresses, aligning with the United Nations Sustainable Development Goals (SDGs). Learn more about all 17 SDGs here.

Industry, innovation and infrastructure

About the company

Company
Woodland Hills, California, United States
11 - 50 employees
Technology, Education, Marketing & advertising, It & computing, Media & production
Representation
Minority-Owned Women-Owned Neurodivergent-Owned Community-Focused

FreeFuse aims to address the problem of low engagement, conversions, brand recognition, and brand loyalty by focusing on delivering personalized, engaging, and relevant digital experiences for users.