Why do the winter months seem to bring more battery problems?

The main reason is that batteries have to work so much harder in cold weather. Engine oil is thick, so engine cranking effort is much higher. Also, a battery's charging efficiency decreases in cold temperatures. In addition, gasoline does not vaporize as readily in the cold, which means that even more battery cranking effort is required.