Jun 30, 2026 · Product Management

How Airbnb Quantifies Listing Lifetime Value

Airbnb explains its three‑part Listing Lifetime Value framework—baseline, incremental, and marketing‑induced LTV—detailing the machine‑learning models, data collection, and the practical challenges of accurate estimation, incrementality, and uncertainty during market shocks.

AirbnbMachine Learningincremental value

0 likes · 11 min read

How Airbnb Quantifies Listing Lifetime Value

Alimama Tech

Sep 11, 2024 · Artificial Intelligence

A Generative Approach for Treatment Effect Estimation under Collider Bias: From an Out-of-Distribution Perspective

The paper introduces a coupled generative adversarial framework that merges biased observational with unbiased experimental data to create a bias‑free dataset for causal inference, enabling robust treatment‑effect estimation under collider bias from an out‑of‑distribution perspective, and demonstrates superior bias reduction on three public advertising datasets.

Generative Adversarial NetworksMachine LearningOut-of-Distribution

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A Generative Approach for Treatment Effect Estimation under Collider Bias: From an Out-of-Distribution Perspective