Quantitative Data Analysis Basics and Introduction to SPSS

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Authors: Sait Gürbüz, Ning Ding, Arnold B. Bakker
Cited by: 0

Abstract

Upon completion of this chapter, you will be able to Understand the role and importance of quantitative data analysis. Distinguish measures of central tendency, variability, and shape. Prepare and manage datasets in Statistical Package for the Social Sciences (SPSS). Identify and address missing data and outliers using SPSS. Conduct and interpret normality tests using SPSS. Perform and interpret internal consistency using SPSS. Generate descriptive statistics and frequency distributions using SPSS. Visualize quantitative data effectively through charts. Understand the logic of hypothesis testing. Differentiate between type I and type II errors. Choose appropriate statistical tests based on research questions.

Fields of Study & Subjects

Statistical Methods and Applications Statistics Education and Methodologies Diverse Academic Research Areas

Publication details

Journal / source
Routledge eBooks
Pages
237–271
Publication date
16 February 2026
Language
EN
Document type
Book chapter