Attention Black Friday shoppers: You're probably wasting your time.

After crunching two to six years' worth of pricing data for a number of typical holiday gifts, The Wall Street Journal has turned up the best times to go deal hunting — and they almost never involve standing in the freezing cold all night.

It turns out that gifts from Barbie...