Pricing “Push Ups”: Vinted Homework assignment for the position of Decision Scientist
Welcome to this Vinted Homework task! The goal of this assignment is to evaluate your skills required for a Decision Scientist position. Before we start, let’s discuss some ground rules for this assignment:
- You have 4 hours to spend on this task - if there are any technical issues during the task, please inform your hiring manager so that we can find a suitable solution
- The output should be your analyses (e.g. Python/R) and a single pdf file.
- Please include in your pdf file the answers to all of the questions below, including supporting graphs or figures
- Don't spend too much time on making the document pretty, we expect charts and text to be clear and interpretable by non-data stakeholders, but it does not have to be a polished document/presentation (so screenshots of graphs created in Python or R will do perfectly fine)
- Please follow the time indicators shown in the task, we expect you to spend at least 50% of your time in section 2C and demonstrate analytical skills especially here
- You will not be presenting the homework, so make sure we can understand your reasoning from the submission itself
- You can use either Python or R for this assignment
- Delivery of the results can be in any form you like (e.g. notebook for the code, and pdf slides for the answers)
- We expect your solutions to be insightful, justified, clearly communicated and understandable by decision makers without a background in statistics.
You can find a detailed description of the available data on the last page of this assignment.
We wish you the best of luck!
IntroductionVinted is a second hand marketplace where sellers upload items and try to sell them to buyers.
It is normal that supply is larger than demand, and not all items are being sold. However, our aim is to make sellers happy. In order to provide sellers with as many opportunities to sell as possible, they can buy specific features to promote their items. One of the available promotion features is the “push up” feature that boosts item visibility.
“Push ups” increase the attention given to a specific item on the platform by increasing the visibility for potential buyers (i.e. more views on the homepage and category page) for 3 days after having purchased the “push up” feature. As a result, the item that is up for sale will get significantly more views (on average). Currently, it costs €2 to buy the “push up” feature. Vinted is considering whether this is the best monetization strategy for the value added services.
Your task is to come up with a data-driven approach to evaluate the existing “push up” monetization strategy and give suggestions on how we could improve the monetization of the platform and its long-term effects.