A long time ago I went to apply for a car loan. I had a good job and good credit, and was surprised when I was turned down. I called the bank and found out that some doofus had transposed 2 digits of my social security number. It got sorted out pretty quickly after that.

That was smart what you did. The way the caller acted had all the classic red flags of a phone scammer. They ought to know better.