Logarithmic Transformation for Beginners

Unit-free interpretation of association and other benefits

Photo by Joshua Sortino on Unsplash

In statistical and machine learning models, the variables are often transformed to a natural logarithm. There are a number of benefits to this, which include…

• unit-free interpretation of the relationship;
• variance stabilization;