Linganisha mbinu

	Uchambuzi wa Utendaji Tofauti wa Kipengee (DIF)	Uundaji wa Milongozo ya Kimuundo (SEM)
Nyanja	Saikometriki	Takwimu
Familia	Latent structure	Latent structure
Mwaka wa asili	1988	1970
Mwanzilishi	Paul W. Holland & Dorothy T. Thayer (Mantel-Haenszel approach, 1988)	Karl Jöreskog (LISREL framework, 1970s)
Aina	Item-level fairness / measurement equivalence analysis	Latent variable / causal modeling
Chanzo asilia	Holland, P. W. & Thayer, D. T. (1988). Differential Item Performance and the Mantel-Haenszel Procedure. ETS Research Report Series.	Hair, J. F., Black, W. C., Babin, B. J. & Anderson, R. E. (2019). Multivariate Data Analysis (8th ed.). Cengage Learning. ISBN: 978-1473756540
Majina mbadala	Madde Yanlılık Analizi (DIF — Differential Item Functioning), item bias analysis, Mantel-Haenszel DIF, Lord chi-square DIF	Yapısal Eşitlik Modellemesi (SEM), structural equation modelling, covariance structure analysis, latent variable modeling
Zinazohusiana	4	5
Muhtasari	Differential Item Functioning analysis examines whether examinees from different groups — such as gender, ethnicity, or language background — who have the same underlying ability respond differently to a test item. First formalised by Holland and Thayer in 1988 via the Mantel-Haenszel procedure, it is the principal tool in modern test development for detecting and removing item bias.	Structural equation modeling is a multivariate statistical framework that simultaneously estimates a measurement model — relating observed indicators to latent constructs — and a structural model specifying directional or reciprocal relationships among those constructs. Rooted in the LISREL tradition developed by Karl Jöreskog in the 1970s, SEM is the standard tool for testing complex theoretical models in the social, behavioural, and management sciences.