Xinya Liang Data-verified
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Associate Professor
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Biography and Research Information
OverviewAI-generated summary
Xinya Liang investigates the application of statistical modeling and quantitative methods across diverse research areas. Her work includes the effectiveness of gamification in programming education, utilizing meta-analysis to synthesize findings from multiple studies. Liang also examines the sensitivity of statistical fit measures in structural equation modeling, particularly in the context of measurement invariance testing, with a focus on both exploratory and confirmatory factor analysis frameworks. She has also explored the role of beef and its constituent nutrients in the well-being of older adults through systematic reviews of randomized controlled trials.
Further research by Liang delves into the influence of task type and learner language background on writing production and anxiety, employing Bayesian linear mixed-effects analyses. Her scholarly contributions also extend to examining the simple view of reading using longitudinal data from Kenya, and the application of Bayesian regularization in multiple-indicator, multiple-cause models. Liang's research network includes collaborators such as Angela Tacinelli, Sam Walker, Jihong Zhang, and Ejike Edeh, all from the University of Arkansas at Fayetteville, with whom she has co-authored multiple publications. She maintains an active lab website and has published 60 works with 886 citations, maintaining an h-index of 14.
Metrics
- h-index: 14
- Publications: 60
- Citations: 901
Selected Publications
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Path Analysis With Mixed-Scale Variables: Categorical ML, Least Squares, and Bayesian Estimations (2025)
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Sensitivity of Fit Indices to Model Complexity and Misspecification in Exploratory Structural Equation Modeling (2025)
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An Integrated, Multimedia Approach to Delivering Food, Exercise, and Nutrition Education for Prevention of Chronic Disease (DFEND) (2025)
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Development of Nutrition and Physical Activity Literacy Frameworks and Assessment Tools for U.S. Adults (2025)
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The influence of task type and learner language background on writing production and anxiety: A Bayesian linear mixed-effects analysis (2025)
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Beyond baby talk: Unique vocal dynamics directed at older adults. (2025)
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Comparing Frequentist and Bayesian Methods for Factorial Invariance with Latent Distribution Heterogeneity (2025)
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A Systematic Review and Meta-Analysis of Chemical Sanitizer Efficacy Against Biofilms of Listeria monocytogenes, Salmonella enterica, and STEC on Food Processing Surfaces (2025)
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Probing beyond: The impact of model size and prior informativeness on Bayesian SEM fit indices (2025)
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Evaluating General Network Scoring Methods as Alternatives to Traditional Factor Scoring Methods (2024)
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Model Selection Posterior Predictive Model Checking via Limited‐Information Indices for Bayesian Diagnostic Classification Modeling (2024)
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The Impact of Ignoring Cross-loadings on the Sensitivity of Fit Measures in Measurement Invariance Testing (2023)
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Children across cultures respond emotionally to the acoustic environment (2023)
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Supporting multilingual children at-risk of reading failure: impacts of a multilingual structured pedagogy literacy intervention in Kenya (2023)
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Some Knowns and Unknowns About Developing Cognitive Excellence: History, Research Methods, Policy, and Politics (2023)
Federal Grants 1 $179,019 total
Collaboration Network
Top Collaborators
- The Impact of Model Size on the Sensitivity of Fit Measures in Measurement Invariance Testing
- Sensitivity of Fit Measures to Lack of Measurement Invariance in Exploratory Structural Equation Modeling
- Probing beyond: The impact of model size and prior informativeness on Bayesian SEM fit indices
- The Impact of Ignoring Cross-loadings on the Sensitivity of Fit Measures in Measurement Invariance Testing
- Small-Variance Priors in Bayesian Factor Analysis with Ordinal Data
Showing 5 of 9 shared publications
- R-squared of a Latent Interaction in Structural Equation Model: A Tutorial of Using R
- Model Selection Posterior Predictive Model Checking via Limited‐Information Indices for Bayesian Diagnostic Classification Modeling
- Comparing Frequentist and Bayesian Methods for Factorial Invariance with Latent Distribution Heterogeneity
- Evaluating General Network Scoring Methods as Alternatives to Traditional Factor Scoring Methods
- Leveraging Interview-Informed LLMs to Model Survey Responses: Comparative Insights from AI-Generated and Human Data
- The potential role of beef and nutrients found in beef on outcomes of wellbeing in healthy adults 50 years of age and older: A systematic review of randomized controlled trials
- The Impact of Whey Protein and/or Omega-3 Fatty Acid Supplementation on Body Composition, Energy Expenditure and Metabolic Health in Postmenopausal Women (SHAPE Study)
- The Impact of Supplementation With Whey Protein Isolate and/or Omega-3 Fatty Acids on Sleep and Mood in Postmenopausal Women (SHAPE Study)
- Development of Nutrition and Physical Activity Literacy Frameworks and Assessment Tools for U.S. Adults
- An Integrated, Multimedia Approach to Delivering Food, Exercise, and Nutrition Education for Prevention of Chronic Disease (DFEND)
- The potential role of beef and nutrients found in beef on outcomes of wellbeing in healthy adults 50 years of age and older: A systematic review of randomized controlled trials
- The Impact of Whey Protein and/or Omega-3 Fatty Acid Supplementation on Body Composition, Energy Expenditure and Metabolic Health in Postmenopausal Women (SHAPE Study)
- The Impact of Supplementation With Whey Protein Isolate and/or Omega-3 Fatty Acids on Sleep and Mood in Postmenopausal Women (SHAPE Study)
- Development of Nutrition and Physical Activity Literacy Frameworks and Assessment Tools for U.S. Adults
- An Integrated, Multimedia Approach to Delivering Food, Exercise, and Nutrition Education for Prevention of Chronic Disease (DFEND)
- The potential role of beef and nutrients found in beef on outcomes of wellbeing in healthy adults 50 years of age and older: A systematic review of randomized controlled trials
- The Impact of Whey Protein and/or Omega-3 Fatty Acid Supplementation on Body Composition, Energy Expenditure and Metabolic Health in Postmenopausal Women (SHAPE Study)
- The Impact of Supplementation With Whey Protein Isolate and/or Omega-3 Fatty Acids on Sleep and Mood in Postmenopausal Women (SHAPE Study)
- The potential role of beef and nutrients found in beef on outcomes of wellbeing in healthy adults 50 years of age and older: A systematic review of randomized controlled trials
- The Impact of Whey Protein and/or Omega-3 Fatty Acid Supplementation on Body Composition, Energy Expenditure and Metabolic Health in Postmenopausal Women (SHAPE Study)
- The Impact of Supplementation With Whey Protein Isolate and/or Omega-3 Fatty Acids on Sleep and Mood in Postmenopausal Women (SHAPE Study)
- Implementing a Standardized Effect Size in the POLYSIBTEST Procedure
- Reevaluating the SIBTEST Classification Heuristics for Dichotomous Differential Item Functioning
- The Development of a Standardized Effect Size for the SIBTEST Procedure
- Implementing a Standardized Effect Size in the POLYSIBTEST Procedure
- Reevaluating the SIBTEST Classification Heuristics for Dichotomous Differential Item Functioning
- The Development of a Standardized Effect Size for the SIBTEST Procedure
- Implementing a Standardized Effect Size in the POLYSIBTEST Procedure
- Reevaluating the SIBTEST Classification Heuristics for Dichotomous Differential Item Functioning
- The Development of a Standardized Effect Size for the SIBTEST Procedure
- Implementing a Standardized Effect Size in the POLYSIBTEST Procedure
- Reevaluating the SIBTEST Classification Heuristics for Dichotomous Differential Item Functioning
- The Development of a Standardized Effect Size for the SIBTEST Procedure
- Examining the simple view of reading in Kiswahili: Longitudinal evidence from Kenya
- The Mediating Role of Text Reading Fluency in Reading Comprehension in English and Kiswahili: Evidence from Multilingual Contexts in Kenya
- Supporting multilingual children at-risk of reading failure: impacts of a multilingual structured pedagogy literacy intervention in Kenya
- Examining the simple view of reading in Kiswahili: Longitudinal evidence from Kenya
- The Mediating Role of Text Reading Fluency in Reading Comprehension in English and Kiswahili: Evidence from Multilingual Contexts in Kenya
- Supporting multilingual children at-risk of reading failure: impacts of a multilingual structured pedagogy literacy intervention in Kenya
- Probing beyond: The impact of model size and prior informativeness on Bayesian SEM fit indices
- Correction: Probing beyond: The impact of model size and prior informativeness on Bayesian SEM fit indices
- Sensitivity of Fit Indices to Model Complexity and Misspecification in Exploratory Structural Equation Modeling
- Children across cultures respond emotionally to the acoustic environment
- Beyond baby talk: Unique vocal dynamics directed at older adults.
- Children across cultures respond emotionally to the acoustic environment
- Children across cultures respond emotionally to the acoustic environment
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