Multilevel Modeling Methods with Introductory and Advanced Applications

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Title: Multilevel Modeling Methods with Introductory and Advanced Applications
Description: Multilevel Modeling Methods with Introductory and Advanced Applications provides a cogent and comprehensive introduction to the area of multilevel modeling for methodological and applied researchers as well as advanced graduate students. The book is designed to be able to serve as a textbook for a one or two semester course in multilevel modeling. The topics of the seventeen chapters range from basic to advanced, yet each chapter is designed to be able to stand alone as an instructional unit on its respective topic, with an emphasis on application and interpretation.In addition to covering foundational topics on the use of multilevel models for organizational and longitudinal research, the book includes chapters on more advanced extensions and applications, such as cross-classified random effects models, non-linear growth models, mixed effects location scale models, logistic, ordinal, and Poisson models, and multilevel mediation. In addition, the volume includes chapters addressing some of the most important design and analytic issues including missing data, power analyses, causal inference, model fit, and measurement issues. Finally, the volume includes chapters addressing special topics such as using large-scale complex sample datasets, and reporting the results of multilevel designs.
Authors: Ann A. O'Connell,, D. Betsy McCoach, Bethany A. Bell
Resource Type: eBook.
Subjects: Quantitative research, Multilevel models (Statistics)--Research
Categories: EDUCATION / Teaching / Methods & Strategies, EDUCATION / Educational Policy & Reform / General
Database: eBook Collection (EBSCOhost)
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RelevancyScore: 1110
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PubType: eBook
PubTypeId: ebook
PreciseRelevancyScore: 1109.74133300781
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  Data: Multilevel Modeling Methods with Introductory and Advanced Applications
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  Data: Multilevel Modeling Methods with Introductory and Advanced Applications provides a cogent and comprehensive introduction to the area of multilevel modeling for methodological and applied researchers as well as advanced graduate students. The book is designed to be able to serve as a textbook for a one or two semester course in multilevel modeling. The topics of the seventeen chapters range from basic to advanced, yet each chapter is designed to be able to stand alone as an instructional unit on its respective topic, with an emphasis on application and interpretation.In addition to covering foundational topics on the use of multilevel models for organizational and longitudinal research, the book includes chapters on more advanced extensions and applications, such as cross-classified random effects models, non-linear growth models, mixed effects location scale models, logistic, ordinal, and Poisson models, and multilevel mediation. In addition, the volume includes chapters addressing some of the most important design and analytic issues including missing data, power analyses, causal inference, model fit, and measurement issues. Finally, the volume includes chapters addressing special topics such as using large-scale complex sample datasets, and reporting the results of multilevel designs.
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RecordInfo BibRecord:
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    Classifications:
      – Code: 519.54
        Scheme: ddc
        Type: prePub
    Languages:
      – Code: eng
        Text: English
    Subjects:
      – SubjectFull: Quantitative research
        Type: general
      – SubjectFull: Multilevel models (Statistics)--Research
        Type: general
    Titles:
      – TitleFull: Multilevel Modeling Methods with Introductory and Advanced Applications
        Type: main
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          Name:
            NameFull: Ann A. O'Connell,
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          Name:
            NameFull: D. Betsy McCoach
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            NameFull: Bethany A. Bell
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            NameFull: Ann A. O'Connell,
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            NameFull: D. Betsy McCoach
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            NameFull: Bethany A. Bell
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          Dates:
            – D: 01
              M: 01
              Type: published
              Y: 2022
            – D: 13
              M: 07
              Type: profile
              Y: 2022
          Identifiers:
            – Type: isbn-print
              Value: 9781648028717
            – Type: isbn-print
              Value: 9781648028724
            – Type: isbn-electronic
              Value: 9781648028731
            – Type: isbn-electronic
              Value: 9781806603237
          Titles:
            – TitleFull: Multilevel Modeling Methods with Introductory and Advanced Applications
              Type: main
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