Data Analysis and Statistics with SPSS for Beginners

Data analysis is an essential skill for researchers, analysts, and social science professionals seeking to make data-driven decisions. This course guides you step-by-step through core statistical concepts and practical data manipulation techniques using SPSS. You will start by mastering foundational terminology and basic statistical principles before progressing to comprehensive analytical workflows. By completing this written course, you will confidently process data, run statistical tests, and interpret results to derive meaningful insights. What you'll learn: Understand core concepts in descriptive and inferential statistics; Clean, format, and prepare raw datasets for structured analysis; Perform hypothesis testing using t-tests, ANOVA, and chi-square analysis; Build correlation and linear regression models to forecast outcomes; Apply classification techniques to discover hidden patterns in data; Interpret statistical outputs accurately and communicate findings effectively. The reading material begins with foundational definitions and data setup in SPSS before systematically guiding you through basic to advanced statistical methods. Designed specifically for beginners and non-technical learners, this course requires no prior background in statistics or programming. Start your journey into statistical analysis and master SPSS today.