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Surveys are an indispensable source of data for applied economic research; however, their reliance on self-reported information can introduce bias, especially if core variables such as personal income are misreported. To assess the extent…

综合经济学 · 经济学 2024-11-08 Marco Caliendo , Katrin Huber , Ingo E. Isphording , Jakob Wegmann

Technological change is responsible for major changes in the labor market. One of the offspring of technological change is the SBTC, which is for many economists the leading cause of the increasing wage inequality. However, despite that the…

综合经济学 · 经济学 2020-01-27 Virginia Tsoukatou

Finite Gaussian mixture models provide a powerful and widely employed probabilistic approach for clustering multivariate continuous data. However, the practical usefulness of these models is jeopardized in high-dimensional spaces, where…

统计方法学 · 统计学 2022-05-13 Alessandro Casa , Andrea Cappozzo , Michael Fop

The integration of generative artificial intelligence technology into research environments has become increasingly common in recent years, representing a significant shift in the way researchers approach their work. This paper seeks to…

Recursive prompting with large language models enables scalable synthetic dataset generation but introduces the risk of bias amplification. We investigate gender bias dynamics across three generations of recursive text generation using…

计算与语言 · 计算机科学 2025-11-17 Ashish Kattamuri , Arpita Vats , Harshwardhan Fartale , Rahul Raja , Akshata Kishore Moharir , Ishita Prasad

Structural inequalities persist in society, conferring systematic advantages to some people at the expense of others, for example, by giving them substantially more influence and opportunities. Using bibliometric data about authors of…

物理与社会 · 物理学 2021-05-04 Buddhika Nettasinghe , Nazanin Alipourfard , Vikram Krishnamurthy , Kristina Lerman

Visualizing big data can provide valuable insights into social science research. In this project, we focused on visualizing the potential gender gap in the global film industry over the past 100 years. We profiled the differences both for…

人机交互 · 计算机科学 2022-07-15 Junkai Man , Ruitian Wu , Chenglin Zhang , Xin Tong

In regional economics research, a problem of interest is to detect similarities between regions, and estimate their shared coefficients in economics models. In this article, we propose a mixture of finite mixtures (MFM) clustered regression…

统计方法学 · 统计学 2021-08-31 Guanyu Hu , Yishu Xue , Zhihua Ma

Generative Adversarial Networks (GANs) have been shown to produce realistically looking synthetic images with remarkable success, yet their performance seems less impressive when the training set is highly diverse. In order to provide a…

机器学习 · 计算机科学 2018-08-31 Matan Ben-Yosef , Daphna Weinshall

Despite recent evidence linking gender diversity in the firm with firm innovativeness, we know little about the underlying mechanisms. Building on and extending the Upper Echelon and entrepreneurship literature, we address two lingering…

综合经济学 · 经济学 2023-01-04 Vartuhi Tonoyan , Christopher Boudreaux

Corrections among colleagues are an integral part of group work, but people may take corrections as personal criticism, especially corrections by women. I study whether people dislike collaborating with someone who corrects them and more so…

综合经济学 · 经济学 2021-08-24 Yuki Takahashi

Gender classification systems often inherit and amplify demographic imbalances in their training data. We first audit five widely used gender classification datasets, revealing that all suffer from significant intersectional…

计算机视觉与模式识别 · 计算机科学 2026-01-23 Tadesse K Bahiru , Natnael Tilahun Sinshaw , Teshager Hailemariam Moges , Dheeraj Kumar Singh

This study examines the relationship between income inequality, gender, and school completion rates in Malaysia using machine learning techniques. The dataset utilized is from the Malaysia's Public Sector Open Data Portal, covering the…

综合经济学 · 经济学 2025-02-03 Muhammad Sukri Bin Ramli

We analyze the role of selection bias in generating the changes in the observed distribution of female hourly wages in the United States using CPS data for the years 1975 to 2020. We account for the selection bias from the employment…

计量经济学 · 经济学 2022-01-28 Iván Fernández-Val , Franco Peracchi , Aico van Vuuren , Francis Vella

Groups of firms often achieve a competitive advantage through the formation of geo-industrial clusters. Although many exemplary clusters, such as Hollywood or Silicon Valley, have been frequently studied, systematic approaches to identify…

社会与信息网络 · 计算机科学 2019-08-06 Jaehyuk Park , Ian Wood , Elise Jing , Azadeh Nematzadeh , Souvik Ghosh , Michael Conover , Yong-Yeol Ahn

In location-based resource allocation scenarios, the distances between each individual and the facility are desired to be approximately equal, thereby ensuring fairness. Individually fair clustering is often employed to achieve the…

机器学习 · 计算机科学 2024-06-25 Shengkun Zhu , Jinshan Zeng , Yuan Sun , Sheng Wang , Xiaodong Li , Zhiyong Peng

We study the problem of ranking from crowdsourced pairwise comparisons. Answers to pairwise tasks are known to be affected by the position of items on the screen, however, previous models for aggregation of pairwise comparisons do not focus…

机器学习 · 计算机科学 2019-06-11 Nadezhda Bugakova , Valentina Fedorova , Gleb Gusev , Alexey Drutsa

Automation affects the labour content of work differently across different contexts. Yet, most existing exposure measures assign fixed scores to tasks or occupations, limiting comparisons of automation exposure across countries. We develop…

综合经济学 · 经济学 2026-05-19 Prashant Garg , Tommaso Crosta , Jasmin Baier

We propose a hybrid method for accurately estimating the score function, i.e., the gradient of the log steady-state density, using a Gaussian Mixture Model (GMM) in conjunction with a bisecting K-means clustering step. Our approach, which…

混沌动力学 · 物理学 2025-10-31 Ludovico T. Giorgini , Tobias Bischoff , Andre N. Souza

This study delves into the pervasive issue of gender issues in artificial intelligence (AI), specifically within automatic scoring systems for student-written responses. The primary objective is to investigate the presence of gender biases,…

计算机与社会 · 计算机科学 2025-01-29 Ehsan Latif , Xiaoming Zhai , Lei Liu
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