If it is the sdcard, it certainly won't be because of the class rating.
Data that resides on the sdcard is much more likely to cause an issue. But the original post isn't clear at all as to under what circumstances this error occurs so no one can really say anything meaningful at present except for stating that the sdcard class isn't an issue.
[Saint]