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Home/Nonparametric Statistics

Category: Nonparametric Statistics

Tutorial on Tabulating Likert Scale Data for Social Research

By Kanda Data / Date Jul 18.2025 / Category Nonparametric Statistics

In social research, many researchers measure variables using the Likert scale. Have you ever conducted research involving variables measured with the Likert scale? In this article, Kanda Data will discuss variables measured using the Likert scale and provide a tutorial on how to tabulate Likert scale variables.

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How to Analyze Likert Scale Variables | Non-Parametric Ordinal Scale Variables

By Kanda Data / Date Sep 23.2024 / Category Nonparametric Statistics

Non-parametric variables measured using the Likert scale (ordinal scale) have a slightly different analysis approach compared to parametric variables. This Likert scale approach is often used in social and management research. In such studies, we are often confronted with variables that cannot be directly quantified.

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Benefits of Using Cross Tabulation in Descriptive Statistical Analysis

By Kanda Data / Date Aug 20.2024 / Category Nonparametric Statistics

When performing descriptive statistical analysis, the primary goal is to provide a general overview of the data being studied. One highly useful tool that supports descriptive analysis is cross tabulation (crosstabs).

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Correlation Analysis on Non-Parametric Variables Measured Using Likert Scale

By Kanda Data / Date Aug 18.2024 / Category Nonparametric Statistics

For researchers, correlation analysis is a familiar tool used to measure the strength and direction of the relationship between two variables. However, correlation analysis on non-parametric variables measured using the Likert scale has fundamental differences compared to correlation analysis on parametric variables.

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Nonparametric Statistics

Data Measurement Scales for Likert Scale Variables in Non-Parametric Statistics

By Kanda Data / Date Jun 14.2024

The use of variables measured with the Likert scale is certainly familiar to us. This scale is often applied in research involving non-parametric variables.

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Nonparametric Statistics

Reasons why Likert scale variables need to undergo validity and reliability testing

By Kanda Data / Date Apr 12.2024

A solid understanding of statistics, I believe, is crucial for researchers to master. Having a good grasp of statistics will lead us to choose the appropriate statistical methods in research.

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Nonparametric Statistics

Binary Logistic Regression Analysis in Research | Basic Theory

By Kanda Data / Date Oct 14.2023

Regression analysis has become a staple tool among researchers. Indeed, regression analysis serves as a familiar associative test, aiming to discern the impact of one variable on another.

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Nonparametric Statistics

How to Analyze Correlation and Interpret for Variables Measured Using the Likert Scale

By Kanda Data / Date Sep 30.2023

Researchers can choose correlation analysis to examine the relationship between variables. The selection of correlation analysis techniques depends on the scale of measurement used for the data. In statistics, the data measurement scale of a variable consists of nominal, ordinal, interval, and ratio scales.

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