A couple things: 1) I’d like to see additional measures beyond dB. A 50dB consistent white noise does not bother me (and may even enhance my sleep) but an intermittent off/on sound of the same magnitude has a very different effect 2) what is the accuracy of the consumer metrics compared to medical benchmarks? In other words, how reliable are the sleep measures of consumer devices? Anecdotally, I’ve noticed my watch t…
On the accuracy of sleep metrics, when Apple Watch makes an error, it tends to misclassify deep or REM sleep as core (light) sleep, or waking as light sleep. It's relatively rare to misclassify deep or REM sleep as awake, or deep as REM (and vice versa). That's partly why we focus on those specific sleep metrics. You can see a full confusion matrix here: https://www.empirical.health/metrics/deep-sleep-percent#accu...