Yes, log transformations are reversible. If a log transformation is applied to data, the original values can be recovered by exponentiating the transformed data. For example, if the natural log (ln) is used, the inverse transformation would be the exponential function (e^x). This reversibility is crucial for interpreting results in their original scale.