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Individuals do not respond uniformly to treatments, events, or interventions. Sociologists routinely partition samples into subgroups to explore how the effects of treatments vary by covariates like race, gender, and socioeconomic status.…

其他统计学 · 统计学 2019-09-23 Jennie E. Brand , Jiahui Xu , Bernard Koch , Pablo Geraldo

We propose a novel framework for conducting causal inference based on counterfactual densities. While the current paradigm of causal inference is mostly focused on estimating average treatment effects (ATEs), which restricts the analysis to…

计量经济学 · 经济学 2026-04-27 Georg Keilbar , Sonja Greven

We consider extensive data on Spanish international trades and population composition and, through statistical-mechanics and graph-theory driven analysis, we unveil that the social network made of native and foreign-born individuals plays a…

Understanding causal mechanisms across different populations is essential for designing effective public health interventions. Recently, difference graphs have been introduced as a tool to visually represent causal variations between two…

人工智能 · 计算机科学 2025-02-18 Charles K. Assaad

Do workers always work more for more? We investigate how intertemporal and uncompensated labor supply decisions change across observational and experimental windows, within the same workers. Combining a real-effort emoji-counting experiment…

综合经济学 · 经济学 2026-05-29 Mattia Adamo , Michele Cantarella

The purpose of this paper is to provide a micro-economic foundation for an argument that the direct employment by the government is more desirable than the government purchase of private goods to eliminate unemployment. A general…

理论经济学 · 经济学 2025-04-01 Kensuke Ohtake

We explore the connection between migration patterns and emergent behaviors of evolving populations in spatially heterogeneous environments. Despite extensive studies in ecologically and medically important systems, a unifying framework…

种群与进化 · 定量生物学 2024-01-10 Casey O. Barkan , Shenshen Wang

Cities create potential for individuals from different backgrounds to interact with one another. It is often the case, however, that urban infrastructure obfuscates this potential, creating dense pockets of affluence and poverty throughout…

物理与社会 · 物理学 2023-04-21 Nandini Iyer , Ronaldo Menezes , Hugo Barbosa

We develop a distribution regression model under endogenous sample selection. This model is a semi-parametric generalization of the Heckman selection model. It accommodates much richer effects of the covariates on outcome distribution and…

计量经济学 · 经济学 2023-12-19 Victor Chernozhukov , Iván Fernández-Val , Siyi Luo

Using nationally representative data for India, this paper examines the incidence of education occupation mismatch and returns to education and EOM for internal migrants while considering the heterogeneity among them. In particular, this…

综合经济学 · 经济学 2025-10-20 Shweta Bahl , Ajay Sharma

Income inequality and redistribution policies are modeled with a minimal, endogenous model of a simple foraging economy. Significant income inequalities emerge from the model for populations of equally capable individuals presented with…

物理与社会 · 物理学 2024-11-21 John C. Stevenson

Migration the main process shaping patterns of human settlement within and between countries. It is widely acknowledged to be integral to the process of human development as it plays a significant role in enhancing educational outcomes. At…

综合经济学 · 经济学 2018-12-24 Aude Bernard , Martin Bell

The Oaxaca-Blinder decomposition is a widely used method to explain social disparities. However, assigning causal meaning to its estimated components requires strong assumptions that often lack explicit justification. This article…

应用统计 · 统计学 2025-03-11 Christiane Didden

Causal decomposition has provided a powerful tool to analyze health disparity problems, by assessing the proportion of disparity caused by each mediator. However, most of these methods lack \emph{policy implications}, as they fail to…

统计方法学 · 统计学 2023-02-21 Xinwei Sun , Xiangyu Zheng , Jim Weinstein

Gig economy consists of two market groups connected via an intermediary. Popular examples are rideshares where passengers and drivers are mediated via platforms such as Uber and Lyft. In a duopoly market, the platforms must compete to…

计算机科学与博弈论 · 计算机科学 2024-04-18 Pravesh Koirala , Forrest Laine

We modify the standard model of price competition with horizontally differentiated products, imperfect information, and search frictions by allowing consumers to flexibly acquire information about a product's match value during their…

理论经济学 · 经济学 2021-04-28 Vasudha Jain , Mark Whitmeyer

Economists disagree about the factors driving the substantial increase in residual wage inequality in the US over the past few decades. To identify changes in the returns to unobserved skills, we make a novel assumption about the dynamics…

综合经济学 · 经济学 2025-01-20 Lance Lochner , Youngmin Park , Youngki Shin

This paper presents a model where intergenerational occupational mobility is the joint outcome of three main determinants: income incentives, equality of opportunity and changes in the composition of occupations. The model rationalizes the…

综合经济学 · 经济学 2023-05-31 Irene Brunetti , Davide Fiaschi

Learning a parametric model from a given dataset indeed enables to capture intrinsic dependencies between random variables via a parametric conditional probability distribution and in turn predict the value of a label variable given…

机器学习 · 统计学 2024-06-14 Elouan Argouarc'h , François Desbouvries , Eric Barat , Eiji Kawasaki

Economic inequality emerges from the interplay between regional growth-rate differences and the interaction network that couples regions. We propose a minimal income-dynamics model, where heterogeneity is governed by growth-rate…

统计力学 · 物理学 2026-05-14 Jaeseok Hur , Meesoon Ha , Hawoong Jeong