Recent developments in causal inference and machine learning

JE Brand, X Zhou, Y Xie - Annual Review of Sociology, 2023 - annualreviews.org
This article reviews recent advances in causal inference relevant to sociology. We focus on
a selective subset of contributions aligning with four broad topics: causal effect identification …

Unequal effects of disruptive events

T Aquino, JE Brand, F Torche - Sociology Compass, 2022 - Wiley Online Library
Disruptive events have significant consequences for the individuals and families who
experience them, but these effects do not occur equally across the population. While some …

Bayesian inference of individualized treatment effects using multi-task gaussian processes

AM Alaa, M Van Der Schaar - Advances in neural …, 2017 - proceedings.neurips.cc
Predicated on the increasing abundance of electronic health records, we investigate the
problem of inferring individualized treatment effects using observational data. Stemming …

Conformal inference of counterfactuals and individual treatment effects

L Lei, EJ Candès - Journal of the Royal Statistical Society Series …, 2021 - academic.oup.com
Evaluating treatment effect heterogeneity widely informs treatment decision making. At the
moment, much emphasis is placed on the estimation of the conditional average treatment …

Do financial innovations improve financial inclusion? Evidence from mobile money adoption in Africa

D Avom, C Bangaké, H Ndoya - Technological Forecasting and Social …, 2023 - Elsevier
This paper investigates the impact of financial innovations (mobile money) on financial
inclusion. Using both parametric and nonparametric methods on panel data from 50 African …

Some methods for heterogeneous treatment effect estimation in high dimensions

S Powers, J Qian, K Jung, A Schuler… - Statistics in …, 2018 - Wiley Online Library
When devising a course of treatment for a patient, doctors often have little quantitative
evidence on which to base their decisions, beyond their medical education and published …

[图书][B] Propensity score analysis: Statistical methods and applications

S Guo, MW Fraser - 2014 - books.google.com
Fully updated to reflect the most recent changes in the field, the Second Edition of
Propensity Score Analysis provides an accessible, systematic review of the origins, history …

Do your online friends make you pay? A randomized field experiment on peer influence in online social networks

R Bapna, A Umyarov - Management Science, 2015 - pubsonline.informs.org
Demonstrating compelling causal evidence of the existence and strength of peer-to-peer
influence has become the holy grail of modern research in online social networks. In these …

Who benefits most from college? Evidence for negative selection in heterogeneous economic returns to higher education

JE Brand, Y Xie - American sociological review, 2010 - journals.sagepub.com
In this article, we consider how the economic return to a college education varies across
members of the US population. Based on principles of comparative advantage, scholars …

Can agricultural cooperatives reduce poverty? Heterogeneous impact of cooperative membership on farmers' welfare in Rwanda

E Verhofstadt, M Maertens - Applied Economic Perspectives …, 2015 - Wiley Online Library
We analyze the inclusiveness and effectiveness of agricultural cooperatives in Rwanda. We
estimate mean income and poverty effects of cooperative membership using propensity …