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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

The vast majority of existing studies that estimate the average unexplained gender pay gap use unnecessarily restrictive linear versions of the Blinder-Oaxaca decomposition. Using a notably rich and large data set of 1.7 million employees…

General Economics · Economics 2021-02-22 Anthony Strittmatter , Conny Wunsch

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…

Applications · Statistics 2025-03-11 Christiane Didden

Recent advances in the literature of decomposition methods in economics have allowed for the identification and estimation of detailed wage gap decompositions. In this context, building reliable counterfactuals requires using tighter…

Econometrics · Economics 2024-05-08 Jamie Fogel , Bernardo Modenesi

I address the decomposition of the differences between the distribution of outcomes of two groups when individuals self-select themselves into participation. I differentiate between the decomposition for participants and the entire…

Econometrics · Economics 2023-05-15 Santiago Pereda-Fernández

This study analyzes the gender gap in desired wages using large administrative data of public job referrals, which allows us to look at the desired salaries of individuals from a wider wage distribution. We conduct a decomposition analysis…

General Economics · Economics 2025-11-06 Taiyo Fukai , Keisuke Kawata , Mizuki Komura , Takahiro Toriyabe

In this paper, I introduce a novel decomposition method based on Gaussian mixtures and k-Means clustering, applied to a large Brazilian administrative dataset, to analyze the gender wage gap through the lens of worker-firm interactions…

General Economics · Economics 2024-11-06 Hugo Sant'Anna

This paper aims to evaluate how changing patterns of sectoral gender segregation play a role in accounting for women's employment contracts and wages in the UK between 2005 and 2020. We then study wage differentials in gender-specific…

General Economics · Economics 2024-12-31 Riccardo Leoncini , Mariele Macaluso , Annalivia Polselli

The UN states that inequalities are determined along with income by other factors - gender, age, origin, ethnicity, disability, sexual orientation, class, and religion. India, since the ancient period, has socio-political stratification…

General Economics · Economics 2021-10-14 Pallavi Gupta , Satyanarayan Kothe

Occupational segregation is widely considered as one major reason leading to the gender discrimination in labor market. Using large-scale Chinese resume data of online job seekers, we uncover an interesting phenomenon that occupations with…

Physics and Society · Physics 2022-01-11 Wei Bai , Zhongtao Yue , Tao Zhou

Using a survey on wage expectations among students at two Swiss institutions of higher education, we examine the wage expectations of our respondents along two main lines. First, we investigate the rationality of wage expectations by…

General Economics · Economics 2021-07-14 Ana Fernandes , Martin Huber , Giannina Vaccaro

In 2016, the majority of full-time employed women in the U.S. earned significantly less than comparable men. The extent to which women were affected by gender inequality in earnings, however, depended greatly on socio-economic…

Econometrics · Economics 2021-06-08 Philipp Bach , Victor Chernozhukov , Martin Spindler

Gender segmentation in labor markets shapes the local effects of international trade. We develop a theory that combines exports with gender-segmented labor markets and show that, in this framework, foreign demand shocks may either increase…

General Economics · Economics 2023-12-29 Carlos Góes , Gladys Lopez-Acevedo , Raymond Robertson

The era of technological change entails complex patterns of changes in wages and employment. We develop a unified framework to evaluate the effects of capital-embodied technological change on, as well as the contributions of factor inputs…

General Economics · Economics 2025-10-28 Hiroya Taniguchi , Ken Yamada

Equal pay is an essential component of gender equality, one of the Sustainable Development Goals of the United Nations. Using resume data of over ten million Chinese online job seekers in 2015, we study the current gender pay gap in China.…

Physics and Society · Physics 2022-06-22 Wei Bai , Yan-Li Lee , Jingyi Liao , Lusi Wu , Mei Xie , Tao Zhou

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

The rise of foundation models marks a paradigm shift in machine learning: instead of training specialized models from scratch, foundation models are first trained on massive datasets before being adapted or fine-tuned to make predictions on…

Machine Learning · Computer Science 2025-05-01 Keyon Vafa , Susan Athey , David M. Blei

Technological change can have profound impacts on the labor market. Decades of research have made it clear that technological change produces winners and losers. Machines can replace some types of work that humans do, while new technologies…

General Economics · Economics 2025-04-11 Janneke Pieters , Ana Kujundzic , Rulof Burger , Joel Gondwe

The systematic differences of gender representation across occupations, gender-based occupational segregation, has been suggested as one of the most important determinants of the still existing gender wage gap. Despite some signs of a…

Social and Information Networks · Computer Science 2021-08-25 Joana Passinhas , Tanya Araújo

Over the past decade, the gender pay gap has remained steady with women earning 84 cents for every dollar earned by men on average. Many studies explain this gap through demand-side bias in the labor market represented through employers'…

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