Data Analysis

Step-by-Step Guide to SPSS Quantitative Data Analysis for Research Papers

Prof. David Miller September 27, 2026
Master variable coding, descriptive statistics, regression models, and APA 7th table formatting in IBM SPSS.

Quantitative research relies heavily on statistical software to test research hypotheses. IBM SPSS remains one of the most trusted tools in academic statistical modeling.

1. Variable Setup and Coding

Ensure your Variable View defines values, measurement levels (Nominal, Ordinal, Scale), and missing values correctly.

2. Running Normality Tests

Before choosing parametric tests like T-tests or ANOVA, verify normality using Shapiro-Wilk or Kolmogorov-Smirnov metrics.

3. APA Style Formatting

Transfer SPSS output tables cleanly into Word documents formatted strictly under APA 7th standards.

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