With this perk, you will find either twice or three times the normal amount of money in random encounters, depending on the encounter type.
Fallout 3 and Fallout: New Vegas
With this perk, you will find considerably more caps in containers than you normally would. On average, containers will likely have ten times the amount of caps with the perk than without it.