Statistical and Substantive Checking in Growth Mixture Modeling
Comment on Bauer and Curran (2003).
Bibliographic Data
| ID | 23323675 |
|---|---|
| Authors | Bengt Muthén (0000-0001-9308-6525, University of California, Los Angeles, corresponding author) |
| Year | 2003 |
| Volume | 8 |
| Issue | 3 |
| Pages | 369-377 |
| Publication date | 2003-09-01 |
| 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.8.3.369 |
| PMID | 14596497 |
| OpenAlex | W2094358882 |
| Language | EN |
| Citations received | 191 |
| References cited | 7 |
This commentary discusses the D. J. Bauer and P. J. Curran (2003) investigation of growth mixture modeling. Single-class modeling of nonnormal outcomes is compared with modeling with multiple latent trajectory classes. New statistical tests of multiple-class models are discussed. Principles for substantive investigation of growth mixture model results are presented and illustrated by an example of high school dropout predicted by low mathematics achievement development in Grades 7-10.
Class (philosophy) · Curran · Dropout (neural networks) · Econometrics · Equifinality · Latent class model · Latent growth modeling · Machine learning · Mathematics education · Mixture model · Statistical analysis · Statistical model · Statistics · Structural equation modeling · Artificial Intelligence · Bayesian Methods and Mixture Models · Computer Science · Mathematics · Psychology · Statistical Methods and Bayesian Inference · Statistics Education and Methodologies
Long-term trajectories of depressive symptoms by military affiliation
Trajectories of PTSD and substance use disorders in a longitudinal study of personality disorders
Longitudinal Profiles of Recovery-Enhancing Processes
Longitudinal Patterns of Grandchild Care in South Korea
Intention to Retire in Employees over 50 Years. What is the Role of Work Ability and Work Life Satisfaction
A longitudinal examination of early adolescence ethnic identity trajectories
Longitudinal effects of father‐adolescent attachment on anxiety
Teachers' profiles of work engagement and burnout over the course of a school year
Trajectories of male sexual aggression from adolescence through college
Assessing person‐centered outcomes in practice research
Most of the girls are alright, but some aren't
A longitudinal person-centered perspective on youth social support
Adolescents’ body image trajectories
Trajectories of social withdrawal from grades 1 to 6
Examining changes in African American mothers’ racial socialization patterns during adolescence
Developmental profiles of reading fluency and reading comprehension from grades 1 to 9 and their early identification
Developmental profiles of arithmetic fluency skills from grades 1 to 9 and their early identification
Assessing differential effects
Adaptive patterns of stress responsivity
Achievement goal profiles among adolescent males and females
Short-Term Longitudinal Changes in Chinese American Adolescents’ Mental Health Problems and School Engagement during the Covid-19 pandemic
Latent profiles of parental self-efficacy and children's multisource-evaluated social competence
Psychological distress among victimized women on probation and parole
Associations of clustered health risk behaviors with diabetes and hypertension in White, Black, Hispanic, and Asian American adults
Perceptual Discrepancy Profiles of Social Competence and Their Interrelations With Depressive Symptoms Among Early Adolescents
Development of sense of coherence in adulthood
The Integration of Continuous and Discrete Latent Variable Models
Latent Class Procedures
Multiple-Group Analysis of Similarity in Latent Profile Solutions
Covariates and Mixture Modeling
Disentangling Shape from Level Effects in Person-Centered Analyses
Are Commitment Profiles Stable and Predictable? A Latent Transition Analysis
A Multifoci Person-Centered Perspective on Workplace Affective Commitment
Complementary Variable- and Person-Centered Approaches to the Dimensionality of Psychometric Constructs
General Growth Mixture Analysis of Adolescents' Developmental Trajectories of Anxiety
A Latent Transition Mixture Model Using the Three-Step Specification
Further Reflections on Disentangling Shape and Level Effects in Person-Centered Analyses
Extensions of Auxiliary Variable Approaches for the Investigation of Mediation, Moderation, and Conditional Effects in Mixture Models
Detecting Mixtures From Structural Model Differences Using Latent Variable Mixture Modeling
Modeling Unobserved Heterogeneity Using Latent Profile Analysis
General Growth Mixture Analysis with Antecedents and Consequences of Change
Trajectories of Social Withdrawal from Middle Childhood to Early Adolescence
Methods and Measures
Investigating population heterogeneity with factor mixture models.
Developmental Dynamics of Math Performance From Preschool to Grade 2.
Trajectories of Alcohol and Drug Use and Dependence From Adolescence to Adulthood
Motivation profiles at work
The GRoLTS-Checklist
An Introduction to Latent Class Growth Analysis and Growth Mixture Modeling
Intersections of Health, Economic, and Social Concerns During the Covid-19 Pandemic in the United States
Heterogeneity in Multidimensional Health Trajectories of Late Old Years and Socioeconomic Stratification
Careless responding in internet-based quality of life assessments
Cancer-related fatigue in breast cancer patients
Psychometric validation of the self-compassion scale and the link of self-compassion to managerial flourishing in South Africa
Growth Trajectories of Health Behaviors from Adolescence through Young Adulthood
Trajectories of health-related quality of life among people with a physical disability and/or chronic disease during and after rehabilitation
Trajectories of adaptive and disturbed identity dimensions in adolescence
Psychometric Characteristics of the Oxford Grief Memory Characteristics Scale and Its Relationship With Symptoms of ICD-11 and DSM-5-TR Prolonged Grief Disorder
Classifying and characterizing the development of self-reported overall quality of life among the Chinese elderly
Evaluating Differential Effects Using Regression Interactions and Regression Mixture Models
A Dual-Factor Approach to Mental Health Among General Adults in Korea
Exploring the Frequency, Intensity, and Duration of Loneliness
Profiling Suicide Exposure Risk Factors for Psychological Distress
Life Course Trajectories of Later-Life Cognitive Functions
Housing first, connection second
Children’s Internet Use Profiles in Relation to Behavioral Problems in Lithuania, Latvia, and Taiwan
Using group-based trajectory modeling to examine heterogeneity of symptom burden in patients with head and neck cancer undergoing aggressive non-surgical therapy
Parental homework-help profiles throughout grades 6 – 9
Better self-care through co-care? A latent profile analysis of primary care patients' experiences of e-health–supported chronic care management
Latent Profiles of Responding on the Massachusetts Youth Screening Instrument-2 Subscale Scores by Race/Ethnicity among Juvenile Justice-Involved Boys and Girls
Dualfactor Model of Mental Health in Chinese Employees
A Longitudinal Study on the Relationship Between Mental Well-Being and Creative Ability Among Graduate Students
Pain Profiles among Young Adult Cannabis Users
Identifying and Understanding Use Trajectories of Cigarettes and E-Cigarettes
Exploring the Enumeration Accuracy of Cross-Validation Indices in Latent Class Analysis
A Person-Centered Perspective on Financial Well-Being
A longitudinal examination of nurses’ need satisfaction profiles
Stability and change in the achievement emotion profiles of university students
Parenting behavior profiles and adolescents’ self-handicapping
Experience sampling methodology and technology
Trajectories of fatigue in cancer patients during psychological care
Detecting patterns of engagement in a digital cognitive skills training game
Adolescent students’ digital engagement and achievement goal orientation profiles
Dual commitment profiles and job satisfaction among temporary agency workers
Toward an Improved Understanding of Work Motivation Profiles
Subordinates' perceptions of the need‐supportive, need‐thwarting, and need‐indifferent behaviors used by their supervisors
Teacher burnout profiles and proactive strategies
The importance of socio-emotional skills obtained before the Covid-19 pandemic in supporting study engagement during the pandemic and transition to higher education
Historical Dyadic-Level Latent Profiles of Chinese Maternal Parenting and Early Childhood Behavior
Identifying latent profiles of child abuse and their gendered effect on adolescent mental health
Associations Between Maternal Cumulative Psychological Distress and Child Subsequent Social Competence
Changing citizenship norms among adolescents, 1999-2009-2016
Dual‐Factor Mental Health Profiles in Adolescents
Interactional quality in middle schools
An examination of classes of school climate perceptions among Latinx middle school students
A longitudinal person-centered representation of elementary students' motivation
Replication using confirmatory latent class analysis
Developmental heterogeneity of school burnout across the transition from upper secondary school to higher education
A Longitudinal Person-Centered Perspective on Positive and Negative Affect at Work
Principal–Teacher Relationship Profiles Moderating the Effects of Transformational Leadership on Teacher Innovation and Resistance to Change
Beyond SEM
Finite Mixture Modeling with Mixture Outcomes Using the EM Algorithm
General longitudinal modeling of individual differences in experimental designs
Distributional Assumptions of Growth Mixture Models
Finite Mixture Models
Testing the number of components in a normal mixture
Student Mobility and the Increased Risk of High School Dropout
| Unique citing works | 191 |
|---|---|
| Citations per year | 8,68 |
| Citation span | 2004 - 2026 (23) |
| Citation velocity | current |
| Highly cited | Yes |
| Citation types | Neutral: 168 |