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In General, When Using Itemized-Rating Scales, Using Five to Nine

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In general, when using itemized-rating scales, using five to nine categories works best.


Definitions:

Residuals

The differences between observed and predicted values in a regression analysis, representing the error not explained by the model.

Heteroscedasticity

A situation in regression analysis where the variance of the error terms varies across different levels of an independent variable.

Oil Quality

The degree to which oil meets specific criteria to determine its suitability for particular uses, such as viscosity, purity, and absence of contaminants.

Standardized Residuals

The differences between observed and predicted values, divided by the standard error, used in statistical analysis to assess model fit.

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