Microeconomic data show two important facts about new products. First,
some products are more important than others. And second, it takes th
em years to penetrate the market significantly. Our calibrated model w
ith these features overpredicts the autocovariance of U.S. GNP at long
lags, but underpredicts it at short lags. The latter is not surprisin
g, since the model leaves out other obvious high-frequency shocks. The
puzzle is why the U.S. GNP data do not show stronger autocorrelation
at higher lags. A surprising finding is that while the speed of diffus
ion has huge level effects, it plays a minor role in shaping the busin
ess cycle.