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cloud.google.com·7h ago
AI Research
arXiv CS.AI·Aug 6·5 min read
Review Text as a Leading Indicator of Displayed Reputation in Platform Rating Systems: Evidence from 34 U.S. Short-Term Rental Markets
TL;DR
A sentiment index derived from review text can predict future rating changes on accommodation platforms, revealing that review text retains valuable information often overlooked by displayed ratings.
✦ Why It Matters
Consider integrating sentiment analysis of review text to enhance rating accuracy on your platform.
Key Takeaways
- Implement sentiment analysis to predict rating changes.
- Monitor review text for insights beyond numerical ratings.
- Consider redesigning reputation displays to include text sentiment.
- Evaluate the impact of new reviews on displayed ratings.
How It Works
The sentiment index is constructed using a predefined dictionary to analyze the emotional tone of review text. This index serves as a predictive tool, correlating past sentiments with future rating changes, thus providing a dynamic view of guest experiences.