Counterfactual Approach, Causal Inference and Propensity Score Analysis Effects of Remittances on Paraguayan Schooling

被引：0

作者：

Sebastian Gomez, Pablo ^{[1
]}

机构：

[1] Univ Nacl Cordoba, CONICET CIECS, Cordoba, Argentina

来源：

EMPIRIA | 2014年 / 28期

关键词：

South-South Migration; Selection Bias; Causality; Propensity Score; Remittances;

D O I：

10.5944/empiria.28.12123

中图分类号：

C [社会科学总论];

学科分类号：

03 ; 0303 ;

摘要：

Most research in social science in general, and in the field of migration studies, in particular, encounters the problem of causality when assessing the impact of any variable of interest. The counterfactual approach solves the problems arising from non-random allocation of the populations under study to control and treatment groups. In this paper, we present the problems of analyzing the causal effects of remittances from the Global South in Paraguay, we propose a solution and estimates the impact on Paraguayan schooling. The main results highlight that there are no effects on investment in human capital and the potential of the propensity score analysis.

引用

页码：107 / 128

页数：22

共 50 条

[1] Generalized propensity score approach to causal inference with spatial interference
Giffin, A.
Reich, B. J.
Yang, S.
Rappold, A. G.
[J]. BIOMETRICS, 2023, 79 (03) : 2220 - 2231
[2] Causal inference with observational data: A tutorial on propensity score analysis
Narita, Kaori
Tena, J. D.
Detotto, Claudio
[J]. LEADERSHIP QUARTERLY, 2023, 34 (03):
[3] Propensity score methods for causal inference and generalization
Chan, Wendy
[J]. ASIA PACIFIC EDUCATION REVIEW, 2024, 25 (03) : 647 - 662
[4] Propensity score methods for causal inference: an overview
Pan W.
Bai H.
[J]. Behaviormetrika, 2018, 45 (2) : 317 - 334
[5] On adaptive propensity score truncation in causal inference
Ju, Cheng
Schwab, Joshua
van der Laan, Mark J.
[J]. STATISTICAL METHODS IN MEDICAL RESEARCH, 2019, 28 (06) : 1741 - 1760
[6] PROPENSITY SCORE WEIGHTING FOR CAUSAL INFERENCE WITH MULTIPLE TREATMENTS
Li, Fan
[J]. ANNALS OF APPLIED STATISTICS, 2019, 13 (04): : 2389 - 2415
[7] PROPENSITY SCORE REGRESSION FOR CAUSAL INFERENCE WITH TREATMENT HETEROGENEITY
Wu, Peng
Han, Shasha
Tong, Xingwei
Li, Runze
[J]. STATISTICA SINICA, 2024, 34 (02) : 747 - 769
[8] Propensity Score Weighting for Causal Inference with Clustered Data
Yang, Shu
[J]. JOURNAL OF CAUSAL INFERENCE, 2018, 6 (02)
[9] Propensity Score Estimates in Multilevel Models for Causal Inference
Eckardt, Patricia
[J]. NURSING RESEARCH, 2012, 61 (03) : 213 - 223
[10] BAYESIAN PROPENSITY SCORE ESTIMATORS: INCORPORATING UNCERTAINTIES IN PROPENSITY SCORES INTO CAUSAL INFERENCE
An, Weihua
[J]. SOCIOLOGICAL METHODOLOGY, VOL 40, 2010, 40 : 151 - 189

← 1 2 3 4 5 →