Streamlining Returns for a Tokyo D2C Cosmetics Startup
Overview
What this challenge is about.
Streamlining Returns for a Tokyo D2C Cosmetics Startup. Intermediate challenge in analysis. Analyzing real datasets and building models that drive decisions,...
The Brief
What you'll do, and what you'll demonstrate.
The manual returns process causes long cycle times (avg 10 days), high cost (€12 per return), and low customer satisfaction (NPS 30).
This is not a data exercise. It is the work an analyst or data scientist 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, incomplete, 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."
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
- Model business processes using BPMN notation
- Analyze process performance and identify bottlenecks
- Design improved processes with measurable outcomes
- Define process metrics aligned with business goals
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.
- Bpmn Modeling
Apply bpmn modeling to solve real industry problems and demonstrate production-level capability.
- Process Analysis
Apply process analysis to solve real industry problems and demonstrate production-level capability.
- Bottleneck Identification
Apply bottleneck identification to solve real industry problems and demonstrate production-level capability.
- Metrics Definition
Apply metrics definition 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: