A Note on Stocks vs. Returns

Motivation

Before we move on to how to identify integration in our time series, let’s stop for a moment to talk about a common transformation that we see in financial data called returns. Returns are easy to mistake for first differences, and, in fact, they might do away with our integration problems, but they are not the same. Let’s see why.