This SPSS report covers fundamental statistical concepts and their application in data analysis. It begins with an overview of the four levels of measurement: nominal, ordinal, interval, and ratio. The report then explains measures of central tendency and dispersion, followed by a comparison of descriptive and inferential statistics. Key definitions, including hypothesis, null hypothesis, independent and dependent variables, and extraneous variables, are provided. The core of the report focuses on the interpretation of results from frequency tables, cross-tabulations, chi-square tests, and Phi-Cramer's tests. The analysis reveals associations between variables and provides insights into the data. The report concludes with references to relevant books and online resources.