Are There Any Drawbacks to Using Log Transformations?
While log transformations are powerful, they are not without drawbacks. One significant issue is handling zero and negative values, as the logarithm of zero or a negative number is undefined in the real number system. This can be mitigated by adding a constant to all data points before transformation, but this approach must be used cautiously to avoid distorting the data.
