Linganisha mbinu

	Uchanganuzi wa Faktori kwa ajili ya Uundaji wa Kipimo	Skeli ya Guttman
Nyanja	Saikometriki	Saikometriki
Familia	Process / pipeline	Process / pipeline
Mwaka wa asili	1947	1944
Mwanzilishi	Louis Thurstone	Louis Guttman
Aina	Exploratory factor analysis methodology	Cumulative unidimensional scaling methodology
Chanzo asilia	Thurstone, L. L. (1947). Multiple-Factor Analysis: A Development and Expansion of the Vectors of Mind (2nd ed.). Chicago: University of Chicago Press. ISBN: 9780226797557	Guttman, L. (1944). A basis for scaling qualitative data. American Sociological Review, 9(2), 139-150.
Majina mbadala	Exploratory factor analysis, EFA for scale development, Factorial structure analysis	Cumulative scale, Scalogram analysis, Guttman scaling, Unidimensional cumulative scale
Zinazohusiana	5	4
Muhtasari	Exploratory factor analysis (EFA) is a statistical method for discovering the underlying dimensional structure of a set of items or variables. Pioneered by Louis Thurstone in the mid-20th century, EFA is widely used to develop and validate psychometric scales by identifying groups of items that correlate together, thereby revealing latent dimensions of the construct being measured. The method reduces item sets to a smaller number of interpretable factors.	Guttman scaling is a methodology for constructing unidimensional scales with a cumulative property, developed by Louis Guttman in 1944. The method assumes that items form a perfect or near-perfect hierarchy: if a respondent endorses a harder item, they must endorse all easier items below it. This creates a reproducible scale structure useful for measuring constructs with ordinal properties such as difficulty, intensity, or severity.