itfitzme
VIP Member
- Jan 29, 2012
- 5,186
- 393
The problem presented is an absolute classic in how intuition fails. I've been caught by this trap plenty of times and have had to break myself of it. I call it the filing cabinet problem.
The problem goes like this; The head of accounting goes to the files to get the records for an account. There are a hundredmor so files in the cabinet of which she pulls out one. Upon inspection of the contents, she finds that there is an error in the paperwork.
She reasons that the files must be full of errors. After all, if this file were the only one with errors then the odds of me picking the only one with errors is so small as to be incredibly unlikely. There for, the files must be full of errors.
Intuitively, this just makes sense. The problem is that intuition is wrong. A sample of one tells us nothing about the condition of the files.
Well, it does tell us one thing. It tells us that one file has errors. We can say, with absolute certainty, that there are no fewer than one error. We can't, unfortunately, say any thing else with any degree of confidence.
The problem goes like this; The head of accounting goes to the files to get the records for an account. There are a hundredmor so files in the cabinet of which she pulls out one. Upon inspection of the contents, she finds that there is an error in the paperwork.
She reasons that the files must be full of errors. After all, if this file were the only one with errors then the odds of me picking the only one with errors is so small as to be incredibly unlikely. There for, the files must be full of errors.
Intuitively, this just makes sense. The problem is that intuition is wrong. A sample of one tells us nothing about the condition of the files.
Well, it does tell us one thing. It tells us that one file has errors. We can say, with absolute certainty, that there are no fewer than one error. We can't, unfortunately, say any thing else with any degree of confidence.