A study conducted in California investigated whether dogs tended to run away from earthquakes. To do this, over a three-year period the scientists compared the timing of thousands of missing dog reports published in a local newspaper against the 224 quakes recorded during that period. The authors found no correlation between dog disappearances and the occurrence of earthquakes.
Source: Schaal, 1988