The delta underestimates the effects of increases in the underlying and overestimates the effects of decreases in the underlying. (In other word, detla tends to be pessmestic)
Delta hedging’s benchmark value (Portfolio value * e ^(risk-free rate/365))
M^2 in fixed income: It can be used as a measure of immunization risk i.e. when it is small, the exposure of the portfolio to any interest rate change is small.
Maturity variance is the variance of the differences in the maturities of the bonds used in the immunization strategy and the maturity date of the liability. For example, if all the bonds have the same maturity date as the liability, M2 is zero. As the dispersion of the maturity dates increases, M2 increases.