There is no shortage of opinions about whether gun-control laws accomplish what they are designed to do—reduce violent crime. What is lacking are data.

As U.S. lawmakers prepare once again to take up the contested issue in the wake of the Newtown school massacre, they will find that all data on guns are surprisingly scarce.

Federal data on...