Fixing a spurious regression by differencing
You have two independent random walks and a colleague ran a levels regression that produced fake significance. You suggest regressing the first differences (the period-to-period changes) instead.
Explain why differencing removes the spurious result.
Your answer
This one is open-ended. Work it through, then check your reasoning against the full solution.