Missing data

By Douglas G. Altman, Martin Bland. British medical journal, 2007

690 citations recorded by the source corpus.

Subfields: Artificial Intelligence, Statistics and Probability, Water Science and Technology

View Paper: https://www.semanticscholar.org/paper/75cbf507294f31435b8e4b3c0cc2d25d49ceed77

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Citations in the corpus

Collaborative Learning and Critical Thinking: Testing the Link (2017, methodology): “%) was not related to the dependent variable (Allison, 2002).”
Using the theory of planned behavior to identify key beliefs underlying pro-environmental behavior in high-school students: Implications for educational interventions (2015, methodology): “To correct for missing data, we used a multiple imputation procedure (Allison, 2001) which takes full advantage of the available data and avoids some of the biases in standard errors and test statistics that can accompany traditional ad hoc methods such as listwise or pairwise deletion or mean-subst”
Adolescent's Adjustment in Four Post-Divorce Family Structures (2006, methodology): “It is generally regarded as superior to the other two methods unless the data are missing completely at random, which is seldom the case (Allison, 2002; Schafer & Graham, 2002).”
The Impact of Hispanic-Serving Institutions (HSIs), Emerging HSIs, and Non-HSIs on Latina/o Academic Self-Concept (2014, methodology): “For example, using the EM algorithm to replace missing data yields lower stan- Cuellar / Impact on Latina/o Academic Self-Concept 509 dard errors, higher t-statistics, and lower p-values (Allison, 2001).”
The estimation of R 2 and adjusted R 2 in incomplete data sets using multiple imputation (2009, background): “The main application reference Schafer [25] and reviews [1,14,23,27] have been published.”
Increases in Maternal Education and Young Children's Language Skills (2009, background): “This approach yields unbiased estimates of the key independent variables when there are low rates of missing data (Allison, 2002).”
The Role of Moral Disengagement and Self-Efficacy in Cyberbullying (2015, methodology): “The EM procedure has been shown to be superior to listwise deletion, pairwise deletion, and means substitution (Allison, 2002; Enders, 2001; Schafer & Graham, 2002).”