Statistical Guides – SPSS, AMOS and Data Analysis

This page provides structured and methodologically sound guides covering key statistical techniques used in SPSS and AMOS, as well as in quantitative and qualitative research.

The content is intended for students, researchers, scientists, and companies working with data analysis.

Correlation and Regression Analysis

Analyzing relationships between variables is a fundamental part of empirical research.

• How to interpret Pearson and Spearman correlation coefficients
• Determining the required sample size
• Central Limit Theorem and application

Structural Equation Modeling – SEM (AMOS)

SEM enables the analysis of complex relationships between latent variables.

• How to interpret SEM model fit results in AMOS
• Chi-square (CMIN)
• Goodness of Fit Index (GFI)
• RMSEA
• AIC
• ECVI
• SRMR

Exploratory Factor Analysis (EFA)

Exploratory factor analysis is used to identify latent dimensions in data.

• How to interpret factor loadings
• How to interpret KMO and Bartlett’s test
• Interpretation of factor analysis results

Reliability Measurement – Cronbach Alpha

Assessing the reliability of measurement instruments is essential in research.

• How to interpret Cronbach Alpha
• Cronbach Alpha (sample)

Bayesian Statistics

Bayesian statistics provides an alternative approach to data analysis.

• Frequentist vs Bayesian statistics
• Bayesian statistics in SPSS

Qualitative Analysis – NVivo

Qualitative analysis is used to interpret textual and narrative data.

• Methods of qualitative analysis
• Qualitative content analysis with NVivo
• Content analysis according to Mayring or Kuckartz

Methodological Note

This content is intended for educational purposes only. Statistical analyses are based on data provided by the client. The author of the work remains responsible for the final text and interpretation of the results.

How to Cite This Content (APA Style)

Miljko, L. (2025). Statistical Guides – SPSS, AMOS and Data Analysis. Statistische Beratung.
https://statistischeberatung.de/en

Keywords

statistical guides, SPSS analysis, AMOS analysis, statistical consulting, regression analysis, SEM, factor analysis, Cronbach Alpha

Meta Text

Statistical guides for SPSS and AMOS with practical examples, result interpretation, and methodological explanations.