The Incorporation of Sample Weights Into Multilevel Structural Equation Models
By Laura M. Stapleton. 2002
103 citations recorded by the source corpus.
Subfields: Artificial Intelligence, Computer Networks and Communications, Management Science and Operations Research
View Paper: https://www.semanticscholar.org/paper/2bbe05583505b94c2a2da922160b789613cb7841
How researchers see this paper
The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.
In Artificial Intelligence
- T. Asparouhov
- Mei-Shiu Chiu
- Daniel L. Oberski
- Xin Li
- S. N. Beretvas
- Alex J. Bowers
- Angela Urick
- Sophia Rabe-Hesketh
In Computer Networks and Communications
- Daniel L. Oberski
- T. Asparouhov
- Mei-Shiu Chiu
- Xin Li
- S. N. Beretvas
- Sophia Rabe-Hesketh
- A. Skrondal
- Alex J. Bowers
In Management Science and Operations Research
- Daniel L. Oberski
- Sophia Rabe-Hesketh
- A. Skrondal
- T. Asparouhov
- Mei-Shiu Chiu
- Xin Li
- S. N. Beretvas
- Alex J. Bowers
Citations in the corpus
- General Multi-Level Modeling with Sampling Weights (2006, methodology): “…wjwij (29) ̂AI = ∑ ij wjwij yij − ȳj 2∑ ij wjwij 1− 1/nj (30) ̂AI = ∑ ij wjwij ȳj − ̂ 2∑ ij wjwij − ̂ nj (31) The parameter estimate with scaling method A are asymptotically equivalent to Method 2 in Stapleton (2002), note, however, that the asymptotic covariance of the parameter estimates is…”
- Sample Size Limits for Estimating Upper Level Mediation Models Using Multilevel SEM (2013, methodology): “Choice of the values for nj of 20 and 40 was based on previous methodological research findings (Hox & Maas, 2001; Julian, 2001; Pfeffermann, Skinner, Holmes, Goldstein, & Rasbash. 1998; Preacher et al., 2011; Stapleton, 2002) concerning minimum within-cluster sample sizes.”
- An Assessment of Practical Solutions for Structural Equation Modeling with Complex Sample Data (2006, methodology): “Additionally, Stapleton (2002) examined the success of this method of using an effective sample size weight in her multilevel SEM simulation study.”
- Multilevel modelling of complex survey data (2006, background): “Muthén and Satorra (1995), Stapleton (2002) and Skinner and Holmes (2003) considered a related approach where weighted mean and covariance matrices are used in the fitting functions of the weighted least squares estimator implemented in standard software for structural equation modelling.”
- Sampling Weights in Latent Variable Modeling (2005, background): “In a somewhat different context Stapleton (2002) demonstrated thisaswell.”
- Achievements and self-concepts in a comparison of math and science: exploring the internal/external frame of reference model across 28 countries (2008, methodology): “Detailed procedures for multilevel SEM using LISREL can be found in Du Toit and Du Toit ( 2001 ) and Stapleton ( 2002 ).”
- lavaan.survey: An R Package for Complex Survey Analysis of Structural Equation Models (2014, methodology): “If one defines n eff := n/ ¯ δ , Equation 8 provides a rationale for the effective sample size method discussed by Stapleton (2002), although the method of obtaining n eff is different, and there is no guarantee that standard errors will be adequately corrected just by replacing n by n eff in variance…”
- What Are the Different Types of Principals Across the United States? A Latent Class Analysis of Principal Perception of Leadership (2014, background): “Weights correct the standard error from sampling bias for each respondent of a subgroup within a unit, which, if underestimated, increases the probability of a false rejection of a null hypothesis (Stapleton, 2002; Strayhorn, 2009).”
- The influence of line managers and HR department on employees' affective commitment (2011, unknown): “We took into account the nested structure of our data (employee questionnaires of 929 employees from 133 teams within three organizations were used) and controlled for the non-independence of our observations to obtain accurate parameter estimates and standard errors (Stapleton 2002).”