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. Author manuscript; available in PMC: 2023 Sep 19.
Published in final edited form as: Biom J. 2021 Feb 24;63(5):915–947. doi: 10.1002/bimj.202000196

Table 2.

Variables involved in missing data mechanisms and the consequent expected bias (compared to the true population values) of coefficient estimates from using the complete records to fit a linear regression and logistic regression of Y on X1, X2

Mechanism depends on Biased estimation of parameters using complete records
Typical regression Logistic regression
Constant Coefficient of X1 Coefficient of X2 Constant Coefficient of X1 Coefficient of X2
Y Yes Yes Yes Yes No No
X 1 No No No No No No
X 2 No No No No No No
X1, X2 No No No No No No
Y, X1 Yes Yes Yes Yes Yes No
Y, X2 Yes Yes Yes Yes No Yes
Y, X1, X2 Yes Yes Yes Yes Yes Yes