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Multilevel Modeling · LearnSpace
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Multilevel Modeling

Курс от Erasmus University Rotterdam
Средний≈ 7.9 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, PhD candidates will get an introduction into the theory of multilevel modelling, focusing on two level multilevel models with a 'continuous' response variable. In addition, participants will learn how to run basic two-level model in R. The objective of this course is to get participants acquainted with multilevel models. These models are often used for the analysis of ‘hierarchical’ data, in which observations are nested within higher level units (e.g. repeated measures nested within individuals, or pupils nested within schools). In this type of data causes of outcomes (e.g. the performance of pupils in schools) are located both at the level of the individual (e.g., own and parental resources), and at a higher, contextual, level shared by some of the individuals (e.g. characteristics of the class and of the teacher). Because of this, the assumption of 'independent observations' is violated with hierarchical data, but multilevel modelling can easily account for that. Moreover, multilevel modelling can easily deal with missing data (in most circumstances). This course is designed and presented by Dr. Joran Jongerling on behalf of the Erasmus Graduate School of Social Sciences and the Humanities (EGSH, www.egsh.eur.nl) of the Erasmus University Rotterdam in the Netherlands. Should you have any questions about the organization or contents of the course, please send us an email at contact@egsh.eur.nl.

Навыки, которые вы освоите

Statistical ModelingCorrelation AnalysisRegression AnalysisModel EvaluationMathematical ModelingData PreprocessingR ProgrammingR (Software)Statistical AnalysisStatistical Methods

Программа курса

4 модулей · 22 учебных материалов

01Errata1 материалов

Errata for the Multilevel Modeling I Course

ErrataЧтение
02Introduction to Multilevel Modeling (MLM)7 материалов

Video lectures

1. Why We Need Multilevel AnalysisВидео2. My First Multilevel ModelВидео

Quizzes

Учитесь у экспертов

Erasmus Graduate School of Social Sciences and the Humanities Team

Преподаватель курса

Multilevel Modeling
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≈ 7.9 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Украинский, Китайский (Китай), Греческий, Итальянский, Бразильский португальский, Нидерландский, Корейский, Немецкий, Русский, Тайский, Индонезийский, Шведский, Турецкий, Испанский, Хинди, Японский, Казахский, Польский

Часть программы вашего университета
Intro to (Multilevel) RegressionЗадание

Tutorials

Multiple Regression in RВидеоMultilevel Regression in RВидео

Exercises and Answers

R-Exercise 1Лабораторная

Assignments and Answers

R-Assignment 1Лабораторная
03Random Slopes and Cross-Level Interactions8 материалов

Video lectures

Multilevel Models with Random SlopesВидеоCross-level InteractionsВидеоMethodological Considerations: (Dis)AggregationВидеоMethodological Considerations: CenteringВидео

Quizzes

Random Slopes, Cross-level Interactions, and CenteringЗадание

Tutorials

Random Slopes in RВидеоCross-level Interactions in RВидео

Exercises and Answers

R-Exercise 2Лабораторная
04Putting it all Together6 материалов

Video lectures

Steps of a Multilevel AnalysisВидео

Quizzes

Steps of a Multilevel AnalysisЗадание

Tutorials

Steps of a Multilevel Analysis in RВидео

Exercises and Answers

R-Exercise 3Лабораторная

Assignments and Answers

R-Assignment 2Лабораторная

Final Assignment

Final AssignmentЛабораторная