Right now the best information I've heard from several epidemiologists who study pandemics is that we are still seeing the results of severity bias, in that people with absolutely no symptoms will be far less likely to get tested. Also, South Korea is not seeing anything close to an exponential increase in cases.

When those same experts see numbers coming out of Italy, they believe very strongly that the number of infected is far higher than being reported because testing is not as widespread.