[ocean_moist]

Only in algorithmic analysis. Big-O generally is used to describe and classify any arbitrary function.

[thaumasiotes]

You learn about it in real analysis, but it's worth noting that in analysis you pretty much always use little-O, which is the one that makes the guarantee you need in that context.