#StackBounty: #regression #estimation How do zeroes impact regression estimates?

Bounty: 50

Assume I am estimating a simple cross-sectional regression model. What happens if a large portion of the cross sections consists of zeros only? That is, both the dependent and the independent variables are zero.

Do these cross-sections even have an impact on the estimation at all? Or are they excluded from the estimation.

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