I noticed something when I tried asking a question: does reading feedback before transacting on Binance P2P create an inverse bias—making users overly focused on risks while overlooking the fact that most transactions still go smoothly.
Negative feedback is always easier to remember and leaves a stronger impression than positive feedback—bad experiences tend to be shared in detail and with emotion, while hundreds of successful transactions rarely get reviewed. The feedback picture users see therefore isn’t a fair representation; it’s skewed toward extreme experiences.
If you only rely on your gut feeling after a few lines of negative feedback to dismiss a merchant, you may be misjudging the true risk rate—some bad feedback across thousands of transactions doesn’t necessarily indicate a high probability, even if it sounds alarming when you read it. But this is not a reason to ignore feedback altogether—it is still a real signal, as long as you place it in the context of the total number of transactions, rather than treating it as an absolute representative sample. The problem is that there is rarely enough data to compare that ratio accurately right on the interface.
Counterargument to myself: even if this bias is real, choosing to be more cautious when you see negative signals is still reasonable given the lack of complete information—better to miss a few good opportunities than to misjudge a real risk.
I’m waiting to see whether Binance P2P can show the proportion of negative feedback out of the merchant’s total transactions, instead of only listing isolated comments, so users can have a more balanced view.
#binancep2pantoan @Binance Vietnam #BTC
Negative feedback is always easier to remember and leaves a stronger impression than positive feedback—bad experiences tend to be shared in detail and with emotion, while hundreds of successful transactions rarely get reviewed. The feedback picture users see therefore isn’t a fair representation; it’s skewed toward extreme experiences.
If you only rely on your gut feeling after a few lines of negative feedback to dismiss a merchant, you may be misjudging the true risk rate—some bad feedback across thousands of transactions doesn’t necessarily indicate a high probability, even if it sounds alarming when you read it. But this is not a reason to ignore feedback altogether—it is still a real signal, as long as you place it in the context of the total number of transactions, rather than treating it as an absolute representative sample. The problem is that there is rarely enough data to compare that ratio accurately right on the interface.
Counterargument to myself: even if this bias is real, choosing to be more cautious when you see negative signals is still reasonable given the lack of complete information—better to miss a few good opportunities than to misjudge a real risk.
I’m waiting to see whether Binance P2P can show the proportion of negative feedback out of the merchant’s total transactions, instead of only listing isolated comments, so users can have a more balanced view.
#binancep2pantoan @Binance Vietnam #BTC