Introductory Guide to Quantitative Data Analysis and Interpretation using SPSS 30

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Introductory Guide to Quantitative Data Analysis and Interpretation using SPSS 30

Outputs and Interpretation for APA Format

Data science and analysis: general Probability and statistics

Author: Yeoh Sok Foon

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Language: English

Published by: Routledge

Published on: 31st March 2026

Format: LCP-protected ePub

ISBN: 9781040626252


An Introductory Guide to Quantitative Data Analysis and Interpretation using SPSS 30

This guide is a comprehensive resource for quantitative analysis. It integrates knowledge of research methods, data analysis, and report writing, including exploring data, data preparation, and data analysis.

This textbook provides readers with fundamental knowledge about quantitative data analysis through a sample of research objectives, step-by-step guidance in generating SPSS outputs, hypothesis testing, and interpreting the analysis outputs.

It focuses on frequently used descriptive, bivariate, and multivariate analyses, and discusses the assumptions and requirements for these methods. Using SPSS version 30 and also providing a complete case study, this book helps readers understand how to prepare collected data and perform further analysis.

Interpreting and Reporting Results

This is followed by a step-by-step guide to interpreting the outputs to match research objectives or hypothesis testing. Lastly, it provides a sample write-up for a research article or dissertation using APA format.

This guide is an essential companion for beginner or university students learning quantitative data analysis using SPSS software and/or conducting research projects. It is also beneficial for professionals and researchers aiming to revive their quantitative data analysis skills and format their academic papers with clarity and professionalism using APA format.

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