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शिक्षा अनुसंधान में वाद्य चर (Instrumental Variables in Education Research)×स्थानीय औसत उपचार प्रभाव (LATE / CACE)×
क्षेत्रकारणात्मक अनुमानकारणात्मक अनुमान
परिवारRegression modelRegression model
उद्भव वर्ष1991 (canonical education application)1994
प्रवर्तकAngrist & Krueger (canonical 1991 education application); grounded in IV theory by Wright (1928)Imbens & Angrist (1994); Angrist, Imbens & Rubin (1996)
प्रकारQuasi-experimental causal identificationInstrumental-variable causal estimand
मौलिक स्रोतAngrist, J. D., & Krueger, A. B. (1991). Does Compulsory School Attendance Affect Schooling and Earnings? Quarterly Journal of Economics, 106(4), 979-1014. DOI ↗Imbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗
उपनामIV in education, 2SLS in education, education IV, school IV estimationLATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE)
संबंधित55
सारांशInstrumental variables (IV) estimation is a quasi-experimental strategy for isolating the causal effect of schooling or educational interventions when assignment to treatment is confounded by unobserved factors. Pioneered in education economics by Angrist and Krueger's use of quarter-of-birth as an instrument for compulsory schooling, IV finds a source of exogenous variation in exposure to education and uses only that variation to estimate outcomes such as earnings, test scores, or attainment.The Local Average Treatment Effect is an instrumental-variable estimand, introduced by Imbens and Angrist (1994) and formalised with Rubin (1996), that recovers the average treatment effect for the subpopulation of compliers — units whose treatment status is actually moved by the instrument. It is closely tied to compliance analysis.
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