Missing Data Techniques for Structural Equation Modeling.

2003/11/01 by Paul D. Allison · 42 citations
Mathematics · Decision Sciences · #Statistical Methods and Bayesian Inference #Psychometric Methodologies and Testing #Meta-analysis and systematic reviews

paper · doi:10.1037/0021-843x.112.4.545

Abstract

As with other statistical methods, missing data often create major problems for the estimation of structural equation models (SEMs). Conventional methods such as listwise or pairwise deletion generally do a poor job of using all the available information. However, structural equation modelers are fortunate that many programs for estimating SEMs now have maximum likelihood methods for handling missing data in an optimal fashion. In addition to maximum likelihood, this article also discusses multiple imputation. This method has statistical properties that are almost as good as those for maximum likelihood and can be applied to a much wider array of models and estimation methods.

Citations

• Inference and missing data

Cited by

• Evaluating the shared and unique predictors of legal cynicism and police legitimacy from adolescence into early adulthood
• Code of silence: Students' perceptions of school climate and willingness to intervene in a peer's dangerous plan.
• Improving PLS-SEM use for business marketing research
• Infant–mother attachment and the growth of externalizing problems across the primary‐school years
• Changes in Authenticity and Alienation Following a Holiday
• A Randomized Controlled Trial of Familias Unidas for Hispanic Adolescents With Behavior Problems
• A Brief Guide to Structural Equation Modeling
• Developmental Patterns of Social Trust Between Early and Late Adolescence: Age and School Climate Effects
• Self-Esteem and Income Over Time
• Exploratory Factor Analysis With Small Samples and Missing Data
• Internationally Informed Consensus on Research Priorities in Paramedicine and Emergency Medical Services (EMS)
• Pain Catastrophizing and Clinical Outcomes Among Patients Receiving a Novel Cognitive-Behavioral Therapy for Irritable Bowel Syndrome: An Experimental Therapeutics Approach
• Multiple imputation of discrete and continuous data by fully conditional specification
• How To Treat Missing Data In Survey Research
• Self-assessment in the process of self-regulated learning and its relationship with academic achievement
• Specifying Composites in Structural Equation Modeling: Traditional, Recent and New Approaches
• Police and citizen perceptions of self-awareness and deterrent effects of body-worn cameras on police and citizen behaviour
• Genes mediate the association between P3 amplitude and externalizing disorders. [europepmc]
• Substance use outcomes 51/2 years past baseline for partnership-based, family-school preventive interventions. [europepmc]
• Harsh parenting and child externalizing behavior: skin conductance level reactivity as a moderator. [europepmc]
• Intergenerational continuity in parenting behavior: mediating pathways and child effects. [europepmc]
• A randomized controlled trial of Familias Unidas for Hispanic adolescents with behavior problems. [europepmc]
• Preventing substance misuse through community-university partnerships: randomized controlled trial outcomes 4½ years past baseline. [europepmc]
• Depression, hippocampal volume changes, and cognitive decline in a clinical sample of older depressed outpatients and non-depressed controls. [europepmc]
• Principled missing data methods for researchers. [europepmc]
• Kinesiophobia after anterior cruciate ligament rupture and reconstruction: noncopers versus potential copers. [europepmc]
• Maternal parenting predicts infant biobehavioral regulation among women with a history of childhood maltreatment. [europepmc]
• Long-term effects of child abuse and neglect on emotion processing in adulthood. [europepmc]
• The many faces of affect: a multilevel model of drinking frequency/quantity and alcohol dependence symptoms among young adults. [europepmc]
• Are Executive Functioning Deficits Concurrently and Predictively Associated with Depressive and Anxiety Symptoms in Adolescents? [europepmc]
• Syndemics and gender affirmation: HIV sexual risk in female-to-male trans masculine adults reporting sexual contact with cisgender males. [europepmc]
• Effects of economic hardship: Testing the family stress model over time. [europepmc]
• Discriminatory experiences associated with posttraumatic stress disorder symptoms among transgender adults. [europepmc]
• Perinatal Parenting Stress, Anxiety, and Depression Outcomes in First-Time Mothers and Fathers: A 3- to 6-Months Postpartum Follow-Up Study. [europepmc]
• Victimization and depressive symptomology in transgender adults: The mediating role of avoidant coping. [europepmc]
• Gestational diabetes and offspring birth size at elevated environmental pollutant exposures. [europepmc]
• Beyond the Binary: Differences in Eating Disorder Prevalence by Gender Identity in a Transgender Sample. [europepmc]
• Maternal prenatal depression predicts infant negative affect via maternal inflammatory cytokine levels. [europepmc]
• Type 2 diabetes mellitus, brain atrophy, and cognitive decline. [europepmc]
• Depression, emotional eating and long-term weight changes: a population-based prospective study. [europepmc]
• Factors influencing weight management behavior among college students: An application of the Health Belief Model. [europepmc]
• How Many Imputations Do You Need? A Two-stage Calculation Using a Quadratic Rule. [europepmc]

Related

• On Structural Equation Modeling with Data that are not Missing Completely at Random
• Applying the Bollen-Stine Bootstrap for Goodness-of-Fit Measures to Structural Equation Models with Missing Data
• Case based error variance corrected estimation of structural models
• How robust are Structural Equation Models to model miss-specification? A simulation study
• A Tutorial for Analyzing Structural Equation Modelling