The outliers are pretty tough to get significant data for. Also my sense is startups tend to pay towards the 50-75th percentile of radford (read: not great) cash comp and balance with equity lotto tickets that the author values at zero. While startup equity is obviously not worth nothing, he is correct in noting it’s quite tricky to negotiate since there’s an inherent information asymmetry there as well.