Latent Transition Analysis for Program Evaluation with Multivariate Longitudinal Outcomes

被引:3
作者
Jiang, Depeng [1 ]
Santos, Rob [1 ,2 ]
Mayer, Teresa [2 ]
Boyd, Leanne [2 ]
机构
[1] Univ Manitoba, Dept Community Hlth Sci, Bannatyne Ave, Winnipeg, MB R3E 0W3, Canada
[2] Hlth Child Manitoba Off, Winnipeg, MB, Canada
来源
QUANTITATIVE PSYCHOLOGY RESEARCH | 2016年 / 167卷
关键词
Intervention; Program evaluation; Latent transition analysis; Longitudinal multivariate outcomes; GOOD BEHAVIOR GAME; PREVENTIVE INTERVENTIONS; DISRUPTIVE BEHAVIOR; IMPACT; CLASSROOM; 1ST-GRADE; MIXTURE; MODELS; SCHOOL;
D O I
10.1007/978-3-319-38759-8_28
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
Evaluations of intervention programs, such as the PAX Good Behaviour Game (PAX) program often havemultiple outcome variables (e.g., emotional symptoms, conduct problems, hyperactivity/ inattention, peer relationship problems, and prosocial behaviour). These are often reported for multiple time points (e.g., preand post-intervention) where data are multilevel (e.g., students nested in schools). In this paper, we use latent transition analysis (LTA), a person-oriented statistical approach, to evaluate the PAX program with multilevel, longitudinal multivariate outcomes. Using data from the Manitoba PAX Study, we show how LTA helps explore the transition of multiple outcomes across multiple time points and how the intervention program affects this transition. The strengths and limitations of LTA are discussed.
引用
收藏
页码:377 / 388
页数:12
相关论文
共 19 条
[1]  
[Anonymous], 2010, Latent class and latent transition analysis: With applications in the social, behavioral, and health sciences
[2]  
[Anonymous], SOCIOLOGICAL METHODO
[3]   GOOD BEHAVIOR GAME - EFFECTS OF INDIVIDUAL CONTINGENCIES FOR GROUP CONSEQUENCES ON DISRUPTIVE BEHAVIOR IN A CLASSROOM [J].
BARRISH, HH ;
SAUNDERS, M ;
WOLF, MM .
JOURNAL OF APPLIED BEHAVIOR ANALYSIS, 1969, 2 (02) :119-&
[4]   The integration of continuous and discrete latent variable models: Potential problems and promising opportunities [J].
Bauer, DJ ;
Curran, PJ .
PSYCHOLOGICAL METHODS, 2004, 9 (01) :3-29
[5]   Distributional assumptions of growth mixture models: Implications for overextraction of latent trajectory classes [J].
Bauer, DJ ;
Curran, PJ .
PSYCHOLOGICAL METHODS, 2003, 8 (03) :338-363
[6]   Longitudinal Impact of Two Universal Preventive Interventions in First Grade on Educational Outcomes in High School [J].
Bradshaw, Catherine P. ;
Zmuda, Jessika H. ;
Kellam, Sheppard G. ;
Ialongo, Nicholas S. .
JOURNAL OF EDUCATIONAL PSYCHOLOGY, 2009, 101 (04) :926-937
[7]   LATENT CLASS MODELS FOR STAGE-SEQUENTIAL DYNAMIC LATENT-VARIABLES [J].
COLLINS, LM ;
WUGALTER, SE .
MULTIVARIATE BEHAVIORAL RESEARCH, 1992, 27 (01) :131-157
[8]   The Good Behavior Game: A best practice candidate as a universal behavioral vaccine [J].
Embry, DD .
CLINICAL CHILD AND FAMILY PSYCHOLOGY REVIEW, 2002, 5 (04) :273-297
[9]   Behavioral Vaccines and Evidence-Based Kernels: Nonpharmaceutical Approaches for the Prevention of Mental, Emotional, and Behavioral Disorders [J].
Embry, Dennis D. .
PSYCHIATRIC CLINICS OF NORTH AMERICA, 2011, 34 (01) :1-+
[10]   Initial behavior outcomes for the PeaceBuilders universal school-based violence prevention program [J].
Flannery, DJ ;
Vazsonyi, AT ;
Liau, AK ;
Guo, SY ;
Powell, KE ;
Atha, H ;
Vesterdal, W ;
Embry, D .
DEVELOPMENTAL PSYCHOLOGY, 2003, 39 (02) :292-308