Past exam of the mathematics course of the University of Cambridge 2021 iii Paper 221 3 c Solution 2026-09-28
Definition 1 satisfies Property 1 but not Property 2. Let contain every non-descendant that blocks some backdoor path. Every backdoor path begins for a parent of ; whenever that path can transmit confounding, . Conditioning on therefore blocks every such path at its first nonendpoint vertex, so is sufficient.
For failure of Property 2, consider the faithful graph with arrowsThe variable blocks the backdoor path , so Definition 1 calls it a confounder. Every sufficient set containing must nevertheless contain to block . Once is included, deleting leaves a sufficient set. Thus can never be essential as Property 2 demands.
Definition 2 satisfies Property 2 but not Property 1. If belongs to every minimal sufficient adjustment set, choose one such set and put . By minimality, is sufficient and is not, proving Property 2.
For failure of Property 1, use the faithful chain-shaped backdoor pathBoth and are minimal sufficient adjustment sets. No variable belongs to every minimal sufficient set, so Definition 2 labels no variable a confounder, but the empty set is not sufficient.
Definition 3 satisfies Property 1 but not Property 2. Under faithfulness, its associational criterion contains enough non-descendants to block every open backdoor path. Indeed, if such a path remained open, its first unconditioned parent of would be D-connected to and, after a suitable conditioning set, to given ; faithfulness would place that parent in the Definition 3 set, a contradiction. Thus adjusting for all variables selected by Definition 3 is sufficient.
For failure of Property 2, considerwith both and observed and a faithful distribution. The instrumental variable is associated with . Conditioning on the collider opens , so is associated with given and Definition 3 calls it a confounder. Any sufficient set containing must also contain to block , but is already sufficient. Hence removing never destroys sufficiency, violating Property 2.