How can we use exponential functions to fit data? The semi-log scale provides us with a method to fit an exponential function to data by building upon the techniques we have for fitting linear functions to data. Find the linear equation that fits the (input, log(output)) pairs. This equation will be of the form log(f(x)) = b mx