500万件のAirbnbレビューから安全性と犯罪への不安傾向を分析(Five Million Airbnb Reviews Illuminate Guests’ Crime and Safety Concerns)

2025-11-12 レンセラー工科大学(RPI)

RPIの研究チームは、Airbnb のレビュー約500万件をAIで分析し、宿泊客が実際に抱いている犯罪・安全リスクに関する懸念を可視化した。結果、レビュー全体の0.1%未満しか安全に言及していないが、そこには騒音・暴力的な近隣環境、薬物使用、建物の施錠不備、怪しい人物の出入りなど、自治体の公式犯罪統計には反映されにくい“微細な生活環境リスク”が多数含まれていた。特に、治安が急速に変化している地域や観光地近郊では、レビューに現れる不安が犯罪指標よりも敏感に変動していた。研究者は、こうした住民/旅行者視点のデータは、警察・自治体が把握しづらい地域の安全問題を補完し、都市計画・住宅政策・観光管理に役立つ可能性があると指摘している。

500万件のAirbnbレビューから安全性と犯罪への不安傾向を分析(Five Million Airbnb Reviews Illuminate Guests’ Crime and Safety Concerns)Getty Images

<関連情報>

Airbnbの安全性レビュー:情報の物語 Safety Reviews on Airbnb: An Information Tale

Aron Culotta ,Ginger Zhe Jin ,Yidan Sun ,Liad Wagman
Marketing Science  Published:3 Sep 2025
DOI:https://doi.org/10.1287/mksc.2023.0552

Abstract

Consumer reviews, especially those expressing concerns of product quality, are crucial for the credibility of online platforms. However, reviews that criticize a product or service may also dissuade buyers from using the platform, creating a potential incentive to blur the visibility of critical reviews. Using Airbnb and official crime data in five major U.S. cities, we find that both reviews and personal experiences concerning the safety of a listing’s vicinity decrease guest bookings on the platform. Counterfactual simulations suggest that a complete removal of vicinity safety reviews (VSRs) could hurt guests if they do not adjust their beliefs accordingly, and such removal can increase revenues from reservations on Airbnb, with positive sorting toward listings formerly with VSRs. Conversely, highlighting VSRs would generate opposite effects. However, the incentive to suppress VSRs can be mitigated if guests have a rational expectation of average vicinity risk after all VSRs are removed or if guests can learn from their own vicinity safety experience for a long-enough time. Because VSRs are more closely correlated with official crime statistics in low-income and minority neighborhoods, our findings suggest that suppressing or highlighting VSRs would have different effects on different neighborhoods.

1502サービスマネジメント
ad
ad
Follow
ad
タイトルとURLをコピーしました