Prospectus

nl en

Applied Multivariate Data Analysis - Mini Courses in Statistics

Course
2008-2009

The course runs during the whole year; each semester for 16 weeks. The course consists of a series of in total 10 topics.

One part of the course starts in the first semester (September-December) of each academic year, and the other part in the second semester (January-April). Students are free to choose which part they like to start with. They may continue in the next academic year. Each part consists of a series of mini-courses where each topic includes “when and why to use a special statistical technique”, “how to use a special technique” and “how to interpret the results”.

Topics include:

  • factor analysis and principal component analysis

  • nonlinear analysis of categorical data

  • (principal components analysis

  • regression analysis

  • (multiple) correspondence analysis)

  • multidimensional scaling & cluster analysis

  • longitudinal data analysis & repeated measures

  • loglinear analysis & models for interactions

  • missing data analysis (in the first semester)

  • applied regression & analysis of variance

  • quasi-experimental designs

  • classical test theory

  • multilevel analysis

  • structural equation modeling in the second semester.

The treatment of each topic in the course will have a similar structure, in particular:

  • Exposition of the situations in which a particular technique should be used and why, illustrated with an example from actual research.

  • A summary exposition of the basic principles and the working of the technique and how it can be applied to real data.

  • Discussion of the output of computer programs (especially SPSS) designed to carry out the analyses.

  • The participants will have to hand assignments. The assignment consists of a data analysis with the technique in question.

  • Each assignment will be graded, and students will have to have a passing grade on all assignments. The final grade will be a weighted average of all individual grades. Grades can only be awarded to participants who take part in the entire course.

Coördinator

  • Prof. Dr. Jacqueline J. Meulman (first semester)
    Room 4B19
    Tel. 071 527 3830

  • Prof. Dr. A. Mooijaart (second semester)
    Room 3B18
    Tel.: +31 (0)71 527 3770
    E-mail: mooijaart@fsw.leidenuniv.nl

The course is a collaboration between the Department of Education and Child Studies and the Department of Psychology.

Doelstelling(en)

  • A short exposition of a variety of techniques will be given.

  • Students learn to choose which technique to apply in which situation.

Studiemateriaal

Capita Selecta

Toetsing

Graded assignments during the course

From January 1, 2006 the Faculty of Social Sciences has instituted the Ephorus system to be used by instructors for the systematic detection of plagiarism in students’ written work. Please see the Additional Rules and Regulations, section 6.

Ingangseis/advies

The course is taught at a level that is suitable for both research master students and PhD candidates, and is suitable for participants with a good background in elementary statistics and methods of research at the bachelor level.

Onderwijsvormen

Lectures and workgroups, supervised

Inschrijving

Introduction and enrollment for courses of the first semester will take place August 28th 2008. Introduction and enrollment for courses of the second semester will take place in January 2009. More information will be available at the website of the Department of Psychology.

NB: Exam registration will take place via U-Twist, and will be open between a month and a week before the (re)exam. Students who don’t register, cannot participate in the exam.

Rooster

MPhil: General Courses (pdf)