Companies, tend to dwell too much on recent experience when deciding how much to invest and too little on how changing circumstances may affect future returns. This is particularly true in difficult times. Appealing opportunities may exist, and they may be all the more attractive because of low interest rates. That should matter—but the data suggest it does not.