Lecture 6 Flashcards
UGC
content generated by the user and the user is also a consumer of the content
review
unstructured data
ratings
easy to analyze
How UGC (reviews) help consumers
reduce uncertainty for products where it is hard to judge quality
How reviews affects behavior
Positive reviews increase purchases
changes in revenue without reviews
(case I)
few people buy
higher surplus
changes in revenue with reviews
(case II)
more people buy
higher surplus
changes in revenue with too many reviews (case III)
overconsumption
too many people buy
negative surplus (quality is worse than expected )
consumer surplus in terms of UGC (reviews)
UGC adds more value to the content, and consumer surplus increases
positive/negative reviews have more effect on the consumer
negative reviews
review hijacking
take review from another product and put it to yourself
Polarized reviews are ……. likely than moderate
more likely than moderate
consequences of polarity bias
frequent reviews have lower bias
How J-shape distribution is measured
using polarity and imbalance to describe the ratings
empirical facts of ratings
- J-shape distribution of ratings
- Ratings decline over time