downward bias resulting from the partial observability of circumstances that affect individual outcome. We show that such … estimates may also suffer from upward bias as a consequence of sampling variance. The magnitude of the latter distortion depends … contributions, the upward bias may be significant and challenge the interpretation of inequality of opportunity estimates as lower …

well as neglecting heterogeneity in type-specific effort distributions are two important sources of the downward bias in …