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I analyze proprietary data from BizReach (2014-2024) to estimate the matching function for high-skill workers on a private on-the-job search platform using Lange and Papageorgiou (2020) nonparametric approach. Comparing it to Hello Work, I…

General Economics · Economics 2025-11-18 Suguru Otani

I examine changes in matching efficiency and elasticities in Japan's labor market via Hello Work for unemployed workers from January 1972 to April 2024 using a nonparametric identification approach by y Lange and Papageorgiou (2020). I find…

General Economics · Economics 2024-12-31 Suguru Otani

This paper examines monthly matching efficiency in the Japanese marriage market using novel data from IBJ, the country's largest structured matching platform. Unlike administrative or dating app data, IBJ provides full search, dating, and…

General Economics · Economics 2025-09-11 Suguru Otani

The wide adoption of platformized work has generated remarkable advancements in the labor patterns and mobility of modern society. Underpinning such progress, gig workers are exposed to unprecedented challenges and accountabilities: lack of…

Human-Computer Interaction · Computer Science 2025-02-10 Jane Hsieh , Angie Zhang , Sajel Surati , Sijia Xie , Yeshua Ayala , Nithila Sathiya , Tzu-Sheng Kuo , Min Kyung Lee , Haiyi Zhu

How labor markets adjust immediately after minimum wage hikes remains an open, policy-relevant question. This paper studies short-run minimum-wage effects in Japan's spot labor market using Timee data and a wage-bin…

General Economics · Economics 2026-03-17 Hayato Kanayama , Sho Miyaji , Suguru Otani

For most people, social contacts play an integral part in finding a new job. As observed by Granovetter's seminal study, the proportion of jobs obtained through social contacts is usually large compared to those obtained through postings or…

Computer Science and Game Theory · Computer Science 2009-10-07 Esteban Arcaute , Sergei Vassilvitskii

Gig workers, and the products and services they provide, play an increasingly ubiquitous role in our daily lives. But despite growing evidence suggesting that worker well-being in gig economy platforms have become significant societal…

Human-Computer Interaction · Computer Science 2023-06-07 Jane Hsieh , Miranda Karger , Lucas Zagal , Haiyi Zhu

The growing inequality in gig work between workers and platforms has become a critical social issue as gig work plays an increasingly prominent role in the future of work. The AI inequality is caused by (1) the technology divide in who has…

Human-Computer Interaction · Computer Science 2022-05-02 Toby Jia-Jun Li , Yuwen Lu , Jaylexia Clark , Meng Chen , Victor Cox , Meng Jiang , Yang Yang , Tamara Kay , Danielle Wood , Jay Brockman

This paper examines the role of employment flexibility in enhancing the competitiveness of firms using temporary staffing services, with empirical evidence from Poland. The study focuses on how flexible employment arrangements influence…

This paper investigates the barriers to gender convergence using Japan as a salient environment to explore the interactive effects of labor market structures and social norms. I develop a quantitative model of household labor supply where…

General Economics · Economics 2026-03-24 Kazuharu Yanagimoto

The gig economy is characterized by short-term contract work completed by independent workers who are paid to perform "gigs", and who have control over when, whether and how they conduct work. Gig economy platforms (e.g., Uber, Lyft,…

Human-Computer Interaction · Computer Science 2023-06-23 Jane Hsieh , Oluwatobi Adisa , Sachi Bafna , Haiyi Zhu

We develop an alternative theory to the aggregate matching function in which workers search for jobs through a network of firms: the labor flow network. The lack of an edge between two companies indicates the impossibility of labor flows…

General Economics · Economics 2019-03-13 Robert L. Axtell , Omar A. Guerrero , Eduardo López

This paper develops a new data-driven approach to characterizing latent worker skill and job task heterogeneity by applying an empirical tool from network theory to large-scale Brazilian administrative data on worker--job matching. We…

General Economics · Economics 2023-11-03 Jamie Fogel , Bernardo Modenesi

The proliferating adoption of platform-based gig work increasingly raises concerns for worker conditions. Past studies documented how platforms leveraged design to exploit labor, withheld information to generate power asymmetries, and left…

Computers and Society · Computer Science 2024-12-13 Jane Hsieh , Angie Zhang , Mialy Rasetarinera , Erik Chou , Daniel Ngo , Karen Lightman , Min Kyung Lee , Haiyi Zhu

Existing literature predominantly focuses on how freelancers individually complete tasks and projects. Our study examines freelancers' willingness to work collaboratively. We report results from a survey of 122 freelancers on a leading…

Human-Computer Interaction · Computer Science 2024-11-13 Zachary Fulker , Christoph Riedl

This study investigates the labor market consequences of AI by analyzing near real-time changes in employment status and work hours across occupations in relation to advances in AI capabilities. We construct a dynamic Occupational AI…

General Economics · Economics 2025-07-14 Jacob Dominski , Yong Suk Lee

Although the share of platform work is very small compared to conventional and traditional employment system, research shows that the use of platform work is increasingly growing all over the world. Trade unions have also paid special…

General Economics · Economics 2021-02-09 Szilvia Borbely , Csaba Mako , Miklos Illessy , Saeed Nostrabadi

In this paper we address an important economic question. Is there, as mainstream economic theory asserts it, an homogeneous labor market with mechanisms which govern supply and demand for work, producing an equilibrium with its remarkable…

Economics · Quantitative Finance 2015-07-03 Etienne Côme , Marie Cottrell , Patrice Gaubert

We systematically investigate the effect heterogeneity of job search programmes for unemployed workers. To investigate possibly heterogeneous employment effects, we combine non-experimental causal empirical models with Lasso-type…

Econometrics · Economics 2020-10-13 Michael Knaus , Michael Lechner , Anthony Strittmatter

We study matching markets with ties, where workers on one side of the market may have tied preferences over jobs, determined by their matching utilities. Unlike classical two-sided markets with strict preferences, no single stable matching…

Computer Science and Game Theory · Computer Science 2025-10-23 Shiyun Lin , Simon Mauras , Nadav Merlis , Vianney Perchet
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