When the air pressure is higher, the air is cooler, and it is less likely for precipitation to fall.
(As air rises in low-pressure systems, it cools and often condenses into clouds and precipitation, resulting in storms. In high-pressure systems, the air sinks toward the Earth and warms upward, leading to dry and fair weather.)