Expected payoffs forecasted 30 days ahead for the HDD derivative (17) (with |$L=+\infty $|) on each month of 2019 (blue, with large confidence interval) and for the control variable (red, with tiny confidence interval). We performed |$50\,000$| Monte Carlo simulations, dotted lines indicate the 95% confidence interval.