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Selected topics in psychometrics - NMST570

Title:	Vybraná témata z psychometrie
Guaranteed by:	Department of Probability and Mathematical Statistics (32-KPMS)
Faculty:	Faculty of Mathematics and Physics
Actual:	from 2018 to 2021
Semester:	winter
E-Credits:	3
Hours per week, examination:	winter s.:1/1, C+Ex [HT]
Capacity:	unlimited
Min. number of students:	unlimited
Virtual mobility / capacity:	no
State of the course:	taught
Language:	Czech, English
Teaching methods:	full-time
Additional information:	http://www.cs.cas.cz/martinkova/NMST570.html

Guarantor:	RNDr. Patrícia Martinková, Ph.D.
Class:	Pravděp. a statistika, ekonometrie a fin. mat. M Mgr. PMSE M Mgr. PMSE > Volitelné
Classification:	Mathematics > Probability and Statistics
Comes under:	PVP Pedagogika - PedF

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Annotation -

Last update: RNDr. Jitka Zichová, Dr. (09.05.2018)

Psychometrics uses statistical models for analysis of educational and psychological tests. This course covers main topics in psychometrics, such as traditional item analysis, reliability and validity of measurement, use of logistic and nonlinear regression models, item response theory models, differential item functioning, computerized adaptive testing, etc. Methods are demonstrated using data from Czech matura examination, admission tests and other assessments. Exercises are prepared in freely available statistical software R, other psychometric software is also introduced.

Aim of the course -

Last update: RNDr. Patrícia Martinková, Ph.D. (07.05.2018)

Goal of the course is to present main topics of psychometrics and selected methods for analysis of educational end psychological tests.

Course completion requirements - Czech

Last update: RNDr. Patrícia Martinková, Ph.D. (07.05.2018)

Aktivní účast, vypracování zadaných úkolů, závěrečný projekt.

Literature - Czech

Last update: RNDr. Jitka Zichová, Dr. (09.05.2023)

Rao, C. R. & Sinharay S. (2006). Handbook of Statistics. Volume 26: Psychometrics. Amsterdam, NL : Elsevier.

van der Linden, W. J. (2016). Handbook of item response theory: Models, statistical tools, and applications (Vols.1-3). Boca Raton, FL: Chapman & Hall/CRC.

Teaching methods -

Last update: RNDr. Jitka Zichová, Dr. (09.05.2018)

Lecture + exercises.

Requirements to the exam - Czech

Last update: RNDr. Patrícia Martinková, Ph.D. (10.05.2018)

Vypracování zadaných úkolů, odevzdání a obhájení závěrečného projektu.

Syllabus -

Last update: RNDr. Patrícia Martinková, Ph.D. (07.05.2018)

Traditional item analysis

Reliability and validity

Regression models for item description

Item response theory (IRT) models

Differential item functioning (DIF)

Computerized adaptive testing (CAT)

Entry requirements - Czech

Last update: RNDr. Patrícia Martinková, Ph.D. (30.05.2019)

Předpokládá se základní znalost statistických metod.

Registration requirements -

Last update: RNDr. Jitka Zichová, Dr. (30.05.2019)

Basic knowledge of statistical methods.