Aka "Good job finding a class-correlate you didn't manage to control for"
If the study was done in the US, then maybe. But it was done in Spain: > 12,161 individuals, representative of the Spanish population ≥18 years old, were recruited between 2008 and 2010 and followed up through 2019. Where nobody can prepare food without olive oil. It's the law.
Like everywhere else, Spain is a place where virgin olive oil is more expensive than the defiled version.