You could use a computer to fit an exponential function to the data and measure how well it fits. But how about just turning an exponential function into a linear function?

In this paper the nonparametric local exponential estimator is applied to estimate conditional volatility functions, ensuring its nonnegativity. Its asymptotic properties are established and compared ...