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Observational studies often present challenges for causal inference due to confounding and heterogeneity. In this paper, we illustrate how modern causal inference methods can be applied to large-scale academic salary data. Using records…

Applications · Statistics 2026-04-13 Zihan Zhang , Jan Hannig

In this study, the scientific performance of Italian and Norwegian university professors is analysed using bibliometric indicators. The study is based on over 36,000 individuals and their publication output during the period 2011-2015.…

Digital Libraries · Computer Science 2021-03-30 Giovanni Abramo , Dag W. Aksnes , Ciriaco Andrea D'Angelo

The aim of this paper is to present an original approach to estimate the gender pay gap. We propose a model-based decomposition, similar to the most popular approaches, where the first component measures differences in group characteristics…

Methodology · Statistics 2020-12-02 M. J. Lombardía , E. López-Vizcaíno , C. Rueda

This article presents an overview, and recent history, of studies of gender gaps in the mathematically-intensive sciences. Included are several statistics about gender differences in science, and about public resources aimed at addressing…

History and Overview · Mathematics 2012-02-01 Theodore P. Hill , Erika Rogers

Social contexts -- such as families, schools, and neighborhoods -- shape life outcomes. The key question is not simply whether they matter, but rather for whom and under what conditions. Here, we argue that prediction gaps -- differences in…

Social and Information Networks · Computer Science 2025-07-01 Javier Garcia-Bernardo , Eva Jaspers , Weverthon Machado , Samuel Plach , Erik Jan van Leeuwen

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…

General Economics · Economics 2021-08-24 Yuki Takahashi

Context. Pair programming (PP) has been found to increase student interest in Computer Science, particularly so for women, and would therefore appear to be a way to help remedy their under-representation, which could be partially motivated…

Software Engineering · Computer Science 2021-10-06 Amador Durán , Pablo Fernández , Beatriz Bernárdez , Nathaniel Weinman , Aslı Akalın , Armando Fox

The proliferation of internet technology has catalyzed the rapid development of digital finance, significantly impacting the optimization of resource allocation in China and exerting a substantial and enduring influence on the structure of…

General Economics · Economics 2024-05-27 Qing Guo , Siyu Chen , Xiangquan Zeng

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…

Econometrics · Economics 2023-12-19 Victor Chernozhukov , Iván Fernández-Val , Siyi Luo

Gender imbalances in work environments have been a long-standing concern. Identifying the existence of such imbalances is key to designing policies to help overcome them. In this work, we study gender trends in employment across various…

Social and Information Networks · Computer Science 2018-03-23 Karri Haranko , Emilio Zagheni , Kiran Garimella , Ingmar Weber

The debate on the role of women in the academic world has focused on various phenomena that could be at the root of the gender gap seen in many nations. However, in spite of the ever more collaborative character of scientific research, the…

Digital Libraries · Computer Science 2018-11-01 Giovanni Abramo , Ciriaco Andrea D'Angelo , Gianluca Murgia

Using CPS data for 1976 to 2022 we explore how wage inequality has evolved for married couples with both spouses working full time full year, and its impact on household income inequality. We also investigate how marriage sorting patterns…

Econometrics · Economics 2023-10-13 Iván Fernández-Val , Aico van Vuuren , Francis Vella

This paper illustrates the intergenerational transmission of the gender gap in education among first and second-generation immigrants. Using the Current Population Survey (1994-2018), we find that the difference in female-male education…

General Economics · Economics 2021-02-09 Hamid NoghaniBehambari , Nahid Tavassoli , Farzaneh Noghani

We examine the gender gap in income in Poland in relation to parenthood status, employing the placebo event history method adapted to low-resolution data (Polish Generations and Gender Survey). Our analysis reveals anticipatory behavior in…

General Economics · Economics 2024-02-07 Radost Waszkiewicz , Honorata Bogusz

Despite progress toward gender parity, women remain underrepresented in academia, particularly in senior research positions. This study investigates the role of parenthood in shaping gender disparities in academic careers, focusing on the…

Physics and Society · Physics 2025-08-21 Xi Hong , Xiang Zheng , Haimiao Yuan , Chaoqun Ni

We have designed an online survey to understand the status quo of four dimensions of gender biases among the contemporary computing organizations. Our preliminary results found almost one-third of the respondents have reported first-hand…

Software Engineering · Computer Science 2021-07-02 Sayma Sultana , London Ariel Cavaletto , Amiangshu Bosu

Gender inequalities in science have long been observed globally. Studies have demonstrated it through survey data or published literature, focusing on the interests of subjects or authors; few, however, examined the manifestation of gender…

Computers and Society · Computer Science 2023-09-06 Shiqi Tang , Dongyi Wang , Jianhua Hou

Despite increasing representation in graduate training programs, a disproportionate number of women leave academic research before obtaining an independent position. To understand factors underlying this trend, we analyzed a…

Social and Information Networks · Computer Science 2022-05-06 Leah P. Schwartz , Jean Liénard , Stephen V. David

We conducted controlled experimental bias audits for four versions of ChatGPT, which we asked to recommend an opening offer in salary negotiations for a new hire. We submitted 98,800 prompts to each version, systematically varying the…

Computers and Society · Computer Science 2024-10-10 R. Stuart Geiger , Flynn O'Sullivan , Elsie Wang , Jonathan Lo

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…

General Economics · Economics 2020-01-27 Virginia Tsoukatou