Social media, news, music, shopping, and other sites all rely on recommender systems: algorithms that personalize what each individual user sees. These systems are largely driven by predictions of what each person will click, like, share, buy, and so on, usually shorthanded as “engagement.” These reactions can contain useful information about what’s important to us, but—as the existence of clickbait proves—just because we click on it doesn’t mean it’s good.