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Author: Will

Likert Scales: Ordinal Data or Interval Data

Likert scales are widely used in surveys and questionnaires to assess respondents’ attitudes, opinions, or perceptions. However, there has been ongoing debate regarding whether Likert scales should be classified as ordinal data or interval data. This tutorial aims to explore...
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Mediation Analysis for Count Data (with R code)

Warning: Introduction This tutorial shows how to do mediation analysis for count data in R. Complete R code and examples are provided. There are two possible ways to consider count data. (1) You can just assume that the residuals are...
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One Variable Chi-Square in SPSS

This tutorial shows how you can do one variable chi-square in SPSS with detailed examples. The following shows two examples, one using Syntax and one using a menu interface. Examples of One Variable Chi-Square in SPSS Example 1 A school...
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Logistic Regression in SPSS

This tutorial shows how you can do logistic regression in SPSS step by step. Logistic regression is a model testing the relationship between Y (which is a binary variable) and X (X can be more than one). logistic regression is also called logit...
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One Sample t-test in SPSS

This tutorial shows how you can do one sample t-test in SPSS. One sample t-test is to compare a sample to a fixed value. For instance, you can compare whether the average score of students’ reading is different from 45....
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Johnson Neyman in SPSS (4 steps)

This tutorial explains what the Johnson Neyman technique is, when you can use the Johnson Neyman technique, and how you can do Johnson Neyman in SPSS. What is the Johnson Neyman technique? The Johnson Neyman technique is used for interaction...
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Understanding Interaction Effects in Data Analysis

This tutorial introduces the basic idea of interaction effects in data analysis. This tutorial includes what an interaction effect is, example of an interaction effect, and the statistical methods to do the analysis. 1. What are interaction effects? (The definition)...
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Select Variables and Save as a New File in SPSS

This tutorial shows how you can select variables and save them as a new file in SPSS (i.e., subset data file). The easiest way is to use SPSS syntax to indicate which variables you want to select and where you...
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Plot Interaction Effects of Categorical Variables in SPSS

This tutorial shows how you can plot interactions of categorical variables in SPSS. That is, the 2 independent variables (IVs) are categorical variables and the dependent variable is numerical. Since both of the IVs (City and Brand, see the figure...
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How to Create Scatter Plots in SPSS

This tutorial shows how you can create scatter plots in SPSS in 5 steps. In addition, it shows how to add a fit line in SPSS. Note that, the tutorial is based on SPSS 31; if you are using a...
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