Ho presentato la mia candidatura online. La procedura ha richiesto più di una settimana. Ho sostenuto un colloquio presso Pocket Gems (San Francisco, CA) nel mese di ago 2021
Colloquio
For the first round,
The HR will reach out to you and give you a take-home assignment to complete within 10 calendar days.
You may have to do data analysis from 4 different datasets for the first part and the second part you will have to implement a machine learning model.
Domande di colloquio [1]
Domanda 1
1. Specify a target group of users for the promotion. Briefly justify your choice using the sample data. (Recommended time: 60 mins for exploratory data analysis, 30 mins for deciding on parameters of the target group.)
2. Build a simple machine learning model in Python to predict a user’s probability of conversion. Please note: we’re not looking for anything complicated here — we’re more interested in how you build a model, which data you choose to train the model, and how you define your target variable. Please do not spend a lot of time obsessing over feature selection, feature engineering, or hyper parameter tuning. (Recommended time: 90 mins.)
Ho presentato la mia candidatura online. La procedura ha richiesto 2 settimane. Ho sostenuto un colloquio presso Pocket Gems (San Francisco, CA) nel mese di giu 2023
Colloquio
Phone screen, take home assessment, panel interview. The take home assessment had me analyze the data, then make a recommendation on which segment of the market to target for a new paid feature. The hiring manager said there were no wrong answers, but when asked why I did not move forward, they told me my analysis was incorrect.
Domande di colloquio [1]
Domanda 1
Which players should we target for our new feature?
Ho presentato la mia candidatura online. Ho sostenuto un colloquio presso Pocket Gems
Colloquio
It was pretty good. Few statistical questions asked. The interviewer was patient and would lead you when you were not sure about the answer. An assessment was given after the interview.
Domande di colloquio [1]
Domanda 1
p-value definition/ career goal/ confidence interval