macrocephalopod

It's not sufficient though! There are many terrible "VIX carry" strategies out there which go long when rolldown is +ve (curve is backwardated) and short when rolldown is -ve (curve is contangoed) and ignore predictable movements in spot VIX.

Spot VIX is not tradable, which means there is nothing which stops it from being predictable. To profitably trade VIX you need to know what the rolldown is and *also* have a good model for how prices are going to change.

To model this you should build constant-maturity VIX curves by interpolating forward VIX prices to a floating grid of expiry terms (e.g. 1 mo, 2 mo, 3 mo) rather than a fixed grid of expiry dates. You then build a model to forecast the changes in constant-maturity forward VIX

for whatever forecast horizon you care about, and combine it with the observable rolldown to get a forecast for the P&L for particular points on the constant-maturity curve, which you can then interpolate back to a forecast for the actual contracts.

For obvious reasons I won't elaborate on how you should forecast price moves, but I will note that (a) the term structure itself is important and (b) constant-maturity VIX prices are highly mean reverting. Add your own intuitions on top of that!

My final point is that nothing I've said here is particularly specific to VIX, but VIX is a very clean example because the underlying is not tradable (so there aren't any arbitrage relations and everything is priced on expectation) and it's not seasonal.