>So you do the obvious thing: buy radio ads in city A and search ads in city B, then compare sales.
The issue isn't whether search ads are better than radio ads. The issue (as illustrated in the article) is how many of those customers would have been customers anyway.
You might be counting your dollars and missing out on the fact that those would have been your dollars without advertising.