Σύγκριση μεθόδων
Εξετάστε τις επιλεγμένες μεθόδους δίπλα-δίπλα· οι γραμμές που διαφέρουν επισημαίνονται.
| Εκτίμηση Οργανοληπτικών Μεταβλητών για Ετερογενείς Επιδράσεις Θεραπείας (HTE-IV)× | Τοπική Μέση Επίδραση Θεραπείας (LATE / CACE)× | |
|---|---|---|
| Πεδίο | Αιτιακή Συμπερασματολογία | Αιτιακή Συμπερασματολογία |
| Οικογένεια | Regression model | Regression model |
| Έτος προέλευσης | 1994 | 1994 |
| Δημιουργός≠ | Imbens & Angrist | Imbens & Angrist (1994); Angrist, Imbens & Rubin (1996) |
| Τύπος≠ | Causal inference / IV with effect heterogeneity | Instrumental-variable causal estimand |
| Θεμελιώδης πηγή | Imbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗ | Imbens, G. W., & Angrist, J. D. (1994). Identification and Estimation of Local Average Treatment Effects. Econometrica, 62(2), 467-475. DOI ↗ |
| Εναλλακτικές ονομασίες | HTE-IV, LATE estimator, IV with effect heterogeneity, local average treatment effect IV | LATE, CACE, complier average causal effect, Yerel Ortalama Tedavi Etkisi (LATE / CACE) |
| Συναφείς≠ | 4 | 5 |
| Σύνοψη≠ | Heterogeneous treatment effect IV applies instrumental variables estimation while explicitly acknowledging and modelling that the treatment effect differs across units. Rather than recovering a single average effect, it focuses on the Local Average Treatment Effect (LATE) — the causal effect for compliers, the subpopulation whose treatment status is actually shifted by the instrument — and extends analysis to variation in that effect across observed subgroups. | 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. |
| ScholarGateΣύνολο δεδομένων ↗ |
|
|