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People recommender systems may affect the exposure that users receive in social networking platforms, influencing attention dynamics and potentially strengthening pre-existing inequalities that disproportionately affect certain groups. In…

社会与信息网络 · 计算机科学 2021-12-16 Francesco Fabbri , Maria Luisa Croci , Francesco Bonchi , Carlos Castillo

We study the impact of economic integration on agglomeration in a model where all consumers are inter-regionally mobile and have heterogeneous preferences regarding their residential location choices. This heterogeneity is the unique…

理论经济学 · 经济学 2025-03-21 José M. Gaspar

I study peer effects that arise from irreversible decisions in the absence of a standard social equilibrium. I model a latent sequence of decisions in continuous time and obtain a closed-form expression for the likelihood, which allows to…

计量经济学 · 经济学 2026-02-18 Vincent Starck

Researchers are increasingly turning to machine learning (ML) algorithms to investigate causal heterogeneity in randomized experiments. Despite their promise, ML algorithms may fail to accurately ascertain heterogeneous treatment effects…

统计方法学 · 统计学 2024-04-23 Kosuke Imai , Michael Lingzhi Li

This paper considers estimation and inference for heterogeneous counterfactual effects with high-dimensional data. We propose a novel robust score for debiased estimation of the unconditional quantile regression (Firpo, Fortin, and Lemieux,…

计量经济学 · 经济学 2022-02-25 Yuya Sasaki , Takuya Ura , Yichong Zhang

Modelling growth in student achievement is a significant challenge in the field of education. Understanding how interventions or experiences such as part-time work can influence this growth is also important. Traditional methods like…

机器学习 · 统计学 2024-07-17 Nathan McJames , Ann O'Shea , Andrew Parnell

We study treatment effect modifiers for causal analysis in a social network, where neighbors' characteristics or network structure may affect the outcome of a unit, and the goal is to identify sub-populations with varying treatment effects…

社会与信息网络 · 计算机科学 2021-11-09 Amir Gilad , Harsh Parikh , Sudeepa Roy , Babak Salimi

How to estimate heterogeneity, e.g. the effect of some variable differing across observations, is a key question in political science. Methods for doing so make simplifying assumptions about the underlying nature of the heterogeneity to…

统计方法学 · 统计学 2021-03-31 Max Goplerud

Adverse economic shocks are known to reshape voter behavior -- the demand side of politics. Much less is known about their consequences for the supply side: how such shocks affect who becomes a politician. This paper examines how job losses…

综合经济学 · 经济学 2025-12-16 Laura Barros , Aiko Schmeißer

Purpose - Inefficient hiring may result in lower productivity and higher training costs. Productivity losses caused by absenteeism at work cost U.S. employers billions of dollars each year. Also, employers typically spend a considerable…

机器学习 · 计算机科学 2022-02-09 Gopal Nath , Antoine Harfouche , Austin Coursey , Krishna K. Saha , Srikanth Prabhu , Saptarshi Sengupta

In this paper, we conduct a simulation study with subject-level data to evaluate conventional meta-regression approaches (study-level random, fixed, and mixed effects) against seven methodology specifications new to meta-regressions that…

计量经济学 · 经济学 2025-07-18 Ali Habibnia , Jonathan Gendron

Machine learning has grown in popularity to help assign resources and make decisions about users, which can result in discrimination. This includes hiring markets, where employers have increasingly been interested in using automated tools…

计算机科学与博弈论 · 计算机科学 2024-12-20 Serafina Kamp , Benjamin Fish

Long-term unemployment (LTU) is a challenge for both jobseekers and public employment services. Statistical profiling tools are increasingly used to predict LTU risk. Some profiling tools are opaque, black-box machine learning models, which…

机器学习 · 计算机科学 2025-09-16 Tim Räz

In the context of decision making under explorable uncertainty, scheduling with testing is a powerful technique used in the management of computer systems to improve performance via better job-dispatching decisions. Upon job arrival, a…

性能 · 计算机科学 2025-02-13 Jonatha Anselmi , Josu Doncel

There has been growing interest in the use of multi-robot systems in various tasks and scenarios. The main attractiveness of such systems is their flexibility, robustness, and scalability. An often overlooked yet promising feature is system…

机器人学 · 计算机科学 2022-07-28 Hian Lee Kwa , Victor Babineau , Julien Philippot , Roland Bouffanais

Employers are adopting algorithmic hiring technology throughout the recruitment pipeline. Algorithmic fairness is especially applicable in this domain due to its high stakes and structural inequalities. Unfortunately, most work in this…

This paper presents quasi-experimental research examining the effect of both local and state anti-discrimination laws on sexual orientation on the labor supply and wages of lesbian, gay, and bisexual (LGB) workers. To do so, we use the…

综合经济学 · 经济学 2025-11-21 Scott Delhommer , Domonkos F. Vamossy

This study utilizes data from the Baccalaureate and Beyond Longitudinal Study to explore factors associated with the likelihood of students' employment in STEM fields one year after graduation. We examined various factors related to…

应用统计 · 统计学 2024-06-25 Linli Zhou , Damji Heo Stratton , Xin Li

When a firm hires a worker, adding the new hire to payroll is costly. These costs reduce the amount of resources that can go to recruiting workers and amplify how unemployment responds to changes in productivity. Workers also incur up-front…

理论经济学 · 经济学 2025-07-28 Rich Ryan

Structural change consists of industrial diversification towards more productive, knowledge intensive activities. However, changes in the productive structure bear inherent links with job creation and income distribution. In this paper, we…

综合经济学 · 经济学 2026-05-13 Bernardo Caldarola , Dario Mazzilli , Aurelio Patelli , Angelica Sbardella
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