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2. Descriptive Statistics (The First Look)

Frequencies: Creating tables for categorical data.
Descriptives: Calculating mean, median, mode, standard deviation, variance, range.
Explore: Using split-file analysis to compare groups.
Visualization: Building bar charts, histograms, boxplots, and scatterplots.

Regression

To perform regression analysis, follow these steps: Frequencies: Creating tables for categorical data

Select Analyze > Regression > Linear.
Select the variables and click OK.

5. Data Visualization

Data visualization helps to communicate and understand the data.

3. The "Cons" & Gaps

Software Version Mismatches: SPSS updates its interface occasionally. A PDF written for SPSS 20 might have menu locations that differ slightly from SPSS 28, which can confuse a total beginner.
Lack of "Why": Many PDFs are recipe books ("Click here, then here") but fail to explain the statistical theory behind the test. They teach you how to run a regression, but not necessarily when to choose regression over correlation.
Troubleshooting: When you get an error message (e.g., "The correlation matrix is not positive definite"), a static PDF cannot help you debug. Video tutorials or forums are better for this.

Module 6 : Analyse de Fiabilité et Réduction de Données

Coefficient Alpha de Cronbach (fiabilité d’une échelle).
Analyse Factorielle Exploratoire (AFE).

Chapitre 2 : Nettoyage et Préparation des Données

Tri des cas.
Recodage en variables discrètes (Ex: Transformer l’âge en tranches d’âge).
Calcul de nouvelles variables (Ex: Indice de masse corporelle).
Tutoriel PDF pratique : Comment détecter les outliers (valeurs aberrantes) avec les boîtes à moustaches.