It’s likely that ethics will continue to be an issue as sentiment analysis becomes more common. And companies, mental health professionals and any other field considering its use should keep in mind that while sentiment analysis is endlessly promising, delivering on that promise can still be fraught. The mathematics that underly the analyses is the easy part. The hard part is understanding humans. As Liu says, “We don’t even understand what is understanding.”