I'm new to volatility modeling, I'm struggling to understand when to use a Local Vol model and when to use Stochastic Vol Model, Also now we use a hybrid model combining the two models ? Can someone please provide some explanation ?
$\begingroup$
$\endgroup$
2
-
$\begingroup$ Does this answer help? Speaking fo FX for example, most exotics are priced with SLV. Usually no one uses LV or SV (e.g. Heston alone) unless you do not have access to a reliable SLV Model. $\endgroup$– AKdemyMay 20, 2022 at 6:15
-
3$\begingroup$ Well, to make a long story short. A local vol model usually give excellent fit to prices/volatilities given by the market. However, the dynamic sample path behaviour is not very realistic. For stochastic vol model we have the opposite situation. The sample paths are more realistic, but we typically have worse fit to market data. The stochastic local vol models try to combine the best of the two worlds. $\endgroup$– Jesper TidblomMay 20, 2022 at 6:20
Add a comment
|
1 Answer
$\begingroup$
$\endgroup$
First, what is the SLV? It combines LV (not really a model, just uses vanilla surface to get a grid) with SV (in a nutshell, BSM with a separate stochastic process for vol, hence multiple dynamic factors).
Shortcomings SLV tries to address?:
- BS does not price exotic option well.
LVcalibrates nicely to vanilla but the calibrated leverage surface is typically observed to flatten with maturity which means the forward volatility smile will be less convex than on the initial pricing date and you will not be pricing deals properly which are primarily sensitive to forward volatility skew and smile (cliquets and co).SVprices for barriers and touches tend to be overvalued by SV (undervalued by LV).
In SLV, mostly ($\xi$) vol of vol and correlation ($\rho$) control the mixing of LV and SV. Hence, appropriate calibration of the mixing parameters will allow you to closely match market quotes for exotic options. LV and stochastic SV are simply degenerate cases where the mixing fraction is such that only one or the other is used (e.g. if $\xi = 1$, SLV becomes purely SV).
These questions/answers should also help
