Forecast response-rate trends with backtesting

Quick Overview

This question evaluates proficiency in time-series forecasting and model validation, including feature engineering, model selection, rolling-origin backtesting, evaluation metrics, and change-point detection for response-rate prediction at the job_category-week level.

Forecast response-rate trends with backtesting

Company: Thumbtack

Role: Data Scientist

Category: Machine Learning

Difficulty: medium

Interview Round: Onsite

Quick Answer: This question evaluates proficiency in time-series forecasting and model validation, including feature engineering, model selection, rolling-origin backtesting, evaluation metrics, and change-point detection for response-rate prediction at the job_category-week level.

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Thumbtack
Oct 13, 2025
mediumData ScientistOnsiteMachine Learning
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