Overview
What this challenge is about.
Forecasting Churn for a SaaS Scale-Up. Advanced challenge in analysis. Analyzing real datasets and building models that drive decisions, earn a blockchain-ve...
The Brief
What you'll do, and what you'll demonstrate.
What are the key drivers of churn among mid-sized accounts at TaskFlow, and what interventions can reduce churn by 20%?
This is not a data exercise. It is the work an analyst does when stakeholders need answers from messy data. That distinction matters to every hiring manager who has seen candidates describe statistical methods and none who have extracted insight from messy, real-world data.
When you finish, you will have something most graduates do not: a real-world deliverable, verified by Ewance, that you can show to a hiring manager and say "I did this. Here is the proof."
Earning criteria — what you'll demonstrate
- Apply logistic regression and decision trees for classification
- Perform feature engineering and selection for predictive modeling
- Evaluate model performance using appropriate metrics
- Translate model insights into a business strategy to reduce churn
Program Fit
Where this fits in your program.
Sharpens the same skills your degree expects you to demonstrate.
Aligned coursework coming soon.
Skills
Skills you'll demonstrate.
Each one shows up on your verified credential.
- Data Analysis
Analyze real datasets, build models, and communicate findings that drive decisions.
- Regression
Apply regression to solve real industry problems and demonstrate production-level capability.
- Classification
Apply classification to solve real industry problems and demonstrate production-level capability.
- Feature Engineering
Apply feature engineering to solve real industry problems and demonstrate production-level capability.
- Decision Making
Apply decision making to solve real industry problems and demonstrate production-level capability.
Careers
Career paths this challenge builds toward
Completing this challenge demonstrates skills that transfer directly to these roles: