Challenge 1: Normalizing Before Noise Reduction — Solution Walkthrough The answer: Normalizing first raises the recording's overall volume to hit a target level — but normalization can't tell the difference between the wanted voice signal and the unwanted background hum. It reads the waveform as a whole and raises everything in it together, so the hum gets amplified right along with the voice. Why applying noise reduction afterward didn't fully fix it: By the time noise reduction ran, the hum was already boosted to a louder level than it started at. The noise profile still gets sampled and applied correctly, but it's now removing a louder version of the same noise, which is a less clean result than removing the noise before it was ever amplified in the first place. What should have happened instead: Per this chapter's own ordering, noise reduction should run first, on the original, unboosted recording — removing the hum while it's still at its original, lower level — and normalization should come last, so the target volume is being set based on the already-cleaned signal. WHY THIS WORKS AS AN ANSWER ------------------------------ This exercise checks that the reason order matters is correctly traced back to normalization amplifying noise and signal equally, confirming why noise reduction has to happen first.