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STATISTICAL MODELING TECHNIQUES IN EDUCATIONAL RESEARCH Single discipline educational activity
Course Sheet Academic Year of enrolment:
Professor and Collaborators:
Hours of classroom activity:
Objectives
Contents - Statistics for data analysis in the educational field;
- Essential concepts of inferential statistics for sampling;
- The concept of evaluation;
- Origins and developments of the evaluation research;
- The statistical survey design in the training field;
- Psychological factors in the evaluation;
- Evaluation of the Educational System in Europe and in Italy;
- The objective verification tests for the quantitative evaluation of learning;
- The construction of items for the assessment of learning;
- Analysis, transformation and standardization of scores;
- Qualitative assessment of learning;
- The Classical Test theory;
- The Item Response Theory;
- Software for statistical data analysis.
- Experimental research in Pedagogy
- The hypothesis verification
Extended Syllabus 1. Knowledge-based economy, institutions and economic development
1.1. Knowledge and globalization
1.2. Knowledge based economies and educational systems
1.3. Knowledge and training
1.4. Knowledge and evaluation
2. Origins and developments of evaluation research in Pedagogy
2.1. Measurement of knowledge and its evaluation
2.1.1. History of evaluative research in Pedagogy
2.1.2. International Association for Evaluation of Educational Achievement (IEA)
3. The European framework for evaluative research
3.1. Europe 2020: objectives of education in Europe
3.2. The international indicators of evaluation
3.3. Education and Evaluation Systems in Europe
3.4 School autonomy and system evaluation in Italy
4. Holistic approach to the person: the assessment of skills
4.1 Indications for the school curriculum
4.2 Evaluate for skills
4.3 Skills in the school curriculum
4.4 Measurement scales in school evaluation
4.5 Qualitative methods of evaluation
4.6 The methods of quantitative evaluation
4.6.1 The objective evaluation tests
4.6.2 Types of structured tests
4.6.3 The construction of structured verification tests
4.7 School evaluation of learning: tradition and innovation in Italy
4.8 Standardization of measurements and normal distribution
4.9 The standard normal distribution.
5. Classical Test Theory (CTT) - Item Response Theory (IRT)
5.1 Classical Test Theory (CTT): basic principles and assumptions
5.1.1 Analysis of the answers to a questionnaire
5.1.2 Analysis of the reliability of a test
5.1.3 Analysis of the validity of a test
5.1.4 Measurement of learning outcomes and correction for guessing
5.1.5 Analysis of a test according to the CTT: case study
5.2 ItemResponseTheory (IRT)
5.2.1 Model assumptions
5.2.2 The postulates of the Item Response Theory
5.2.3 The Rasch model and the one-parameter logistics model (1PL)
5.2.4 The maximum likelihood (ML) method for model estimates
5.2.5 The information function
5.2.6 The two-parameter logistics model (2PL)
5.2.7 The three and four parameter logistics model
5.2.8 Case study
5.3 Classical Test Theory (CTT) and Item Response Theory (IRT): models compared
6. Evaluation in Special Education
6.1 Special educational needs
6.3 Computer Adaptive Testing (CAT)
7. Evaluation research
7.1 The survey design
7.2 Sampling methods
7.3 Hypothesis Verification Test
7.3.1 Use of sample distributions
7.4 One-way ANOVA
Recommended Bibliography LA CENTRALITA' DELLA VALUTAZIONE NELLA VALORIZZAZIONE DELL'ISTRUZIONE DEL CAPITALE UMANO - C. CECCATELLI - FRANCOANGELI - ISBN 9788820458645
Supplementary material provided in class. The material is online at elearning.unich.it. To access the online materials contact
annalina.sarra@unich.it
Teaching Methods Lessons
If Health Laws and University regulations allow, teaching activities, teachers office hours’, and exams may take place online (in whole or in part). For any further information and updates, please refer to the University website.
Evaluation methods Verification of learning:
Oral exam. The oral exam is replaced with a written exam only if the number of students booked exceeds 40.
If Health Laws and University regulations allow, teaching activities, teachers office hours’, and exams may take place online (in whole or in part). For any further information and updates, please refer to the University website.
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