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Statistical Analysis

6 ECTS
Bachelor
Czech | English
Jaroslav Sixta

The course provides students with insight into many types of quantitative research methods and statistical data analysis techniques. The course focuses on supplying theoretical and practical knowledge of essential calculation procedures in descriptive statistics, probability theory, statistical induction and regressive and correlation analysis. The end of the course introduces the index analysis.

Course outline

Key terms
Introduction to study, basic stages of the statistical analysis, basic and sample set.
Statistical characteristics of the position, spread and shape of a one-dimensional set
The exploratory data analysis.
The probability theory
Probability essentials, the frequency and distribution function.
Random quantities
The division of continuous and discrete quantities.
Work with sample sets
Sample surveys, the essence, procedure, examples of real sample surveys, types of samples, determining the sample size.
The point estimate
Characteristics of the point estimate, point estimates of the parameters of position and spread of the basic set.
The interval estimate
The essence of the interval estimate, interval estimates of the parameters of the position and spread of the basic set.
Statistical tests
Testing statistical hypotheses, the essence, general procedure, tests for 1 set or 2 sets.
Non-parametric tests
Basic non-parametric tests.
Spread analysis
One- and multi-factor ANOVA, multiple comparison, non-parametric ANOVA.
Statistical dependence
Types of statistical dependence, the dependence of categorial variables.
Correlation analysis
Correlation analysis, correlation coefficient and its testing. Regression analysis – linear regression models, regression model validation.
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