A comparison of inclusive and restrictive strategies in modern missing data procedures.
Bibliographic Data
| ID | 23375485 |
|---|---|
| Authors | Linda M Collins (0000-0003-4282-8722, Pennsylvania State University), Joseph L Schafer, Chi-Ming Kam |
| Year | 2001 |
| Volume | 6 |
| Issue | 4 |
| Pages | 330-351 |
| Publication date | 2001-01-01 |
| Peer Reviewed | Yes |
| Open Access | No |
| Type | ARTICLE |
| Venue | Psychological Methods (JOURNAL) |
| Journal identifiers | ISSN: 1082-989X • E-ISSN: 1939-1463 |
| Publisher | American Psychological Association (APA) (PUBLISHER) |
| DOI | 10.1037/1082-989x.6.4.330 |
| PMID | 11778676 |
| OpenAlex | W1973907010 |
| Language | EN |
| Citations received | 529 |
| References cited | 19 |
Two classes of modern missing data procedures, maximum likelihood (ML) and multiple imputation (MI), tend to yield similar results when implemented in comparable ways. In either approach, it is possible to include auxiliary variables solely for the purpose of improving the missing data procedure. A simulation was presented to assess the potential costs and benefits of a restrictive strategy, which makes minimal use of auxiliary variables, versus an inclusive strategy, which makes liberal use of such variables. The simulation showed that the inclusive strategy is to be greatly preferred. With an inclusive strategy not only is there a reduced chance of inadvertently omitting an important cause of missingness, there is also the possibility of noticeable gains in terms of increased efficiency and reduced bias, with only minor costs. As implemented in currently available software, the ML approach tends to encourage the use of a restrictive strategy, whereas the MI approach makes it relatively simple to use an inclusive strategy.
Econometrics · Imputation (statistics) · Missing data · Statistics · Bayesian Methods and Mixture Models · Computer Science · Mathematics · Statistical Methods and Bayesian Inference · Statistical Methods and Inference
The evolution of daily food sharing
Parental Debt and Child Well-Being
Sexual orientation, psychological well-being, and mental health
International Human Trafficking
Efficacy of Coherence Therapy in the Treatment of Procrastination and Perfectionism
Gender differences in the age-cohort distribution of psychological distress in Canadian adults
Acculturation/enculturation and internalized model minority myth in Korean immigrant families
Pain perception and modulation in ex-POWs who underwent torture
A longitudinal naturalistic study of patients with dissociative disorders treated by community clinicians
College faculty and inclusive instruction
Did the UK Covid-19 Lockdown Modify the Influence of Neighbourhood Disorder on Psychological Distress? Evidence From a Prospective Cohort Study
One-Year Results of a Synthetic Intervention Model for the Primary Prevention of T2D among Elderly Individuals with Prediabetes in Rural China
Structural Equation Modeling
Maternal symptoms of prenatal depression predict context-incongruent negative emotion in infants
Examining Early Vocabulary Growth Trajectories in Late Talkers in a Low‐Income Longitudinal Sample
Principled Missing Data Treatments
Getting by with a little help from my antiracist White friends
Multiple imputation for missing data in a longitudinal cohort study
Missing data — mechanisms and possible solutions / Datos ausentes
An examination of biracial college youths' family ethnic socialization, ethnic identity, and adjustment
U.S. Mexican-origin young adults’ mental health relative to interpersonal stressor transitions from childhood to adolescence
Testing multidimensional models of youth civic engagement
Social Skills as a Predictor of Postsecondary Outcomes for Individuals Who Are Deaf
Average causal effects from nonrandomized studies
Planned missing data designs in psychological research.
Condition comprehension predicts compliance for adolescents under probation supervision
Results of a Type 2 Translational Research Trial to Prevent Adolescent Drug Use and Delinquency
Eliminating Bias in Classify-Analyze Approaches for Latent Class Analysis
Modeling Unobserved Heterogeneity Using Latent Profile Analysis
The Protective Role of Couple Communication in Moderating Negative Associations Between Financial Stress and Sexual Outcomes for Newlyweds
Multiple imputation by chained equations
Differential effects of parental control on preschool‐age adjustment depending on child effortful control
Predicting children's internalizing symptoms across development from early emotional reactivity
Trajectories of low‐income mothers’ and fathers’ engagement in learning activities and child socioemotional skills in middle childhood
The mechanism of auxiliary variables in full information maximum likelihood–based structural equation models with missing data
Does it matter who your schoolmates are? An investigation of the association between school composition, school processes and mathematics achievement in the early years of primary education
Análisis de las propiedades psicométricas del Cuestionario de Competencias Socioemocionales SEC-Q en estudiantes universitarios chilenos
Effectiveness and sustainability of the ViSC Social Competence Program to prevent cyberbullying and cyber‐victimization
Longitudinal impact of the Cyber Friendly Schools program on adolescents’ cyberbullying behavior
Analyzing longitudinal data with missing values.
Analysis of Longitudinal Data
A Reciprocal and Longitudinal Investigation of Peer and School Stressors and Depressive Symptoms Among Mexican-Origin Adolescent Females
Addressing Item-Level Missing Data
A Cautious Note on Auxiliary Variables That Can Increase Bias in Missing Data Problems
Ignoring Clustering in Confirmatory Factor Analysis
Accuracy and Precision of an Effect Size and Its Variance From a Multilevel Model for Cluster Randomized Trials
Bayesian Estimation for Item Factor Analysis Models with Sparse Categorical Indicators
A Comparison of Item-Level and Scale-Level Multiple Imputation for Questionnaire Batteries
The Performance of Multivariate Methods for Two-Group Comparisons with Small Samples and Incomplete Data
Performance of Contextual Multilevel Models for Comparing Between-Person and Within-Person Effects
Estimating Standardized Effect Sizes for Two- and Three-Level Partially Nested Data
Condom Negotiation Strategies as a Mediator of the Relationship between Self-Efficacy and Condom Use
How state and trait versions of self-esteem and depressive symptoms affect their interplay
Vocational interests assessed at the end of high school predict life outcomes assessed 10 years later over and above IQ and Big Five personality traits
Rumination, emotion, and forgiveness
Developmental structure of personality and interests
Short‐term personality development and early career success
A prospective study of relationship and sexual satisfaction during the first year of the Covid ‐19 pandemic
Doing a leisure activity because there is nothing else to do
Cognitive appraisals, achievement emotions, and students’ math achievement
Effectiveness of the KiVa Antibullying Program
Achievement emotions and academic achievement
Teachers’ emotional exhaustion is negatively related to students’ achievement
Best practices for missing data management in counseling psychology.
Maternal mental health mediates the effects of pandemic‐related stressors on adolescent psychopathology during Covid‐19
Modelling nonlinear moderation effects with local structural equation modelling ( LSEM )
Preliminary Effectiveness of Family Therapy for Perinatal Depressive Symptoms
A randomized trial of relationship education using Within Our Reach for economically vulnerable couples
Complex problem solving
Charting early trajectories of executive control with the shape school
Discrimination and ethnic identity
Fostering adolescents’ value beliefs for mathematics with a relevance intervention in the classroom
Classroom-level adversity
Child care and cortisol across early childhood
Explaining the long reach of prenatal behaviors and attitudes in unmarried men at birth on father engagement in early and middle childhood and adolescence
Influence of conduct problems and depressive symptomatology on adolescent substance use
Young children's social information processing
Infant risk factors associated with internalizing, externalizing, and co-occurring behavior problems in young children
Parental intrusive homework support and math achievement
Parenting practices and problem behavior across three generations
Does aggregate school-wide achievement mediate fifth grade outcomes for former early childhood education participants
Minor delinquency and immigration
Beyond cumulative risk
The integrative model of family stress underlying Spanish and English vocabulary development in Mexican American children
Ontogeny of emotional and behavioral problems in a low-income, Mexican American sample
Differential parenting and children's behavioral problems
The Influence of Neighborhood on Infant Parasympathetic Nervous System Development
Multiple imputation for missing data in epidemiological and clinical research
Reactive aggression and peer victimization from pre-kindergarten to first grade
Reciprocal associations between confidence in getting social support and academic expectancies and subjective task values
Diversity, Opportunity, and the Shifting Meritocracy in Higher Education
Posttraumatic growth and perceived health
Embedded Formative Assessment and Classroom Process Quality
Suubi+Adherence-Round 2
School health promotion and the consumption of water and sugar-sweetened beverages in secondary schools
Cumulative Risk for Early Sexual Initiation Among American Indian Youth
A Latent Growth Curve Analysis of Prosocial Behavior Among Rural Adolescents
Missing data strategies for the Patient-Reported Outcomes version of the Common Terminology Criteria for Adverse Events (PRO-CTCAE) in Alliance A091105 and Comet-2
Differential item functioning of the CAHPS® In-Center Hemodialysis Survey
Doing more than Just Acknowledging Attrition at Follow-Up
Statistical analysis with missing data
Analysis of Incomplete Multivariate Data
Adding Missing-Data-Relevant Variables to Fiml-Based Structural Equation Models
Multiple imputation
Multiple imputation
Inference and missing data
Multiple Imputation for Nonresponse in Surveys
Three Likelihood-Based Methods for Mean and Covariance Structure Analysis with Nonnormal Missing Data
Analyzing Incomplete Political Science Data
Multiple Imputation for Missing Data
| Unique citing works | 529 |
|---|---|
| Citations per year | 21,16 |
| Citation span | 2001 - 2026 (26) |
| Citation velocity | current |
| Highly cited | Yes |
| Citation types | Neutral: 436 |