Challenge 1: Why Noise Reduction Precedes Normalizing in This Capstone — Solution Walkthrough The answer: Per Chapter 3's own material, normalizing raises a recording's overall volume evenly — it can't distinguish the wanted voice signal from unwanted background noise, so normalizing first would raise both the hosts' voices and the room's own background hum together. Running noise reduction first removes that hum while it's still at its original, unboosted level. Why this order specifically matters in this capstone: Step 3 samples a noise profile from the room tone identified back in Step 1 and removes it across the full recording. Only after that cleanup does Step 4 normalize both hosts' tracks to a consistent target level — meaning the target volume reflects the actual wanted dialogue, not a mix of dialogue and leftover noise. What would have gone wrong in the opposite order: Had Step 4 come before Step 3, the room hum would have been normalized right along with the hosts' voices, then noise reduction would be working against an already-louder version of that same noise — a less clean result than reducing it before any boosting happened. WHY THIS WORKS AS AN ANSWER ------------------------------ This exercise checks that the noise-reduction-before-normalizing order is correctly traced back to Chapter 3's own explanation of why normalizing can't distinguish signal from noise.