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This study investigates the role of employee motivation as a critical factor in effective business management and explores how financial and non-financial motivators shape engagement and performance. Based on a quantitative survey of 102…

A major bottleneck in characterizing the failure modes of generative AI systems is the cost and time of annotation and evaluation. Consequently, adaptive testing paradigms have gained popularity, where one opportunistically decides which…

Artificial Intelligence · Computer Science 2026-05-11 Siyu Zhou , Patrick Vossler , Venkatesh Sivaraman , Yifan Mai , Jean Feng

We use an online experiment with a real work task to study whether workers change their behavior when they know AI will be used to judge their work instead of humans. We find that individuals produce a higher quantity of output when they…

General Economics · Economics 2026-03-03 David Almog , Lucas Lippman , Daniel Martin

The Fourth Industrial Revolution commonly refers to the accelerating technological transformation that has been taking place in the 21st century. Economic growth theories which treat the accumulation of knowledge and its effect on…

Theoretical Economics · Economics 2025-12-23 Georgios A. Tritsaris

Artificial intelligence systems, especially those using machine learning, are being deployed in domains from hiring to loan issuance in order to automate these complex decisions. Judging both the effectiveness and fairness of these AI…

Artificial Intelligence · Computer Science 2025-07-04 Disa Sariola , Patrick Button , Aron Culotta , Nicholas Mattei

Ride-sharing platforms like Uber market themselves as enabling `flexibility' for their workforce, meaning that drivers are expected to anticipate when and where the algorithm will allocate them jobs, and how well remunerated those jobs will…

Computers and Society · Computer Science 2025-06-19 Reuben Binns , Jake Stein , Siddhartha Datta , Max Van Kleek , Nigel Shadbolt

This study examines fairness within the rideshare industry, focusing on both drivers' wages and riders' trip fares. Through quantitative analysis, we found that drivers' hourly wages are significantly influenced by factors such as…

Human-Computer Interaction · Computer Science 2024-07-31 Yuhan Liu , Yuhan Zheng , Siyuan Zhang , Lydia T. Liu

Artificial Intelligence (AI) is an important driving force for the development and transformation of the financial industry. However, with the fast-evolving AI technology and application, unintentional bias, insufficient model validation,…

Machine Learning · Statistics 2019-12-17 Yukun Zhang , Longsheng Zhou

Machine learning and statistical modeling methods were used to analyze the impact of climate change on financial wellbeing of fruit farmers in Tunisia and Chile. The analysis was based on face to face interviews with 801 farmers. Three…

Machine Learning · Computer Science 2023-01-19 Fabian Obster , Heidi Bohle , Paul M. Pechan

Using a model in which agents compete to develop a potentially dangerous new technology (AI), we study how changes in the pricing of factors of production (computational resources) affect agents' strategies, particularly their spending on…

General Economics · Economics 2023-02-23 Mckay Jensen , Nicholas Emery-Xu , Robert Trager

Do switching costs reduce or intensify price competition in markets where firms charge the same price to old and new consumers? Theoretically, the answer could be either "yes" or "no," due to two opposing incentives in firms' pricing…

Computers and Society · Computer Science 2007-05-23 V. Brian Viard

In this article, I present a new approach and a novel model to the study of the life cycle of wages. The key idea is that wage can be thought as remuneration paid for the competency. It is assumed with the approach that there are three…

Physics and Society · Physics 2007-05-23 S. I. Maximov

Big data revolutionizes accounting and auditing, offering deep insights but also introducing challenges like data privacy and security. With data from IoT, social media, and transactions, traditional practices are evolving. Professionals…

General Finance · Quantitative Finance 2024-03-13 Yuxiang Sun , Jingyi Li , Mengdie Lu , Zongying Guo

Transformer models have become increasingly popular in financial applications, yet their potential risk making and biases remain under-explored. The purpose of this work is to audit the reliance of the model on volatile data for…

Machine Learning · Computer Science 2025-12-02 Armin Gerami , Ramani Duraiswami

Existing work in fairness auditing assumes that each audit is performed independently. In this paper, we consider multiple agents working together, each auditing the same platform for different tasks. Agents have two levers: their…

Responsible use of machine learning requires models to be audited for undesirable properties. While a body of work has proposed using explanations for auditing, how to do so and why has remained relatively ill-understood. This work…

Machine Learning · Computer Science 2023-06-06 Chhavi Yadav , Michal Moshkovitz , Kamalika Chaudhuri

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…

Econometrics · Economics 2022-01-28 Iván Fernández-Val , Franco Peracchi , Aico van Vuuren , Francis Vella

We examine the impact of annual hours worked on annual earnings by decomposing changes in the real annual earnings distribution into composition, structural and hours effects. We do so via a nonseparable simultaneous model of hours, wages…

Econometrics · Economics 2021-11-19 Iván Fernández-Val , Franco Peracchi , Aico van Vuuren , Francis Vella

This communication is based on an original approach linking economical factors to technical and methodological ones. This work is applied to the decision process for mix production. This approach is relevant for costing driving systems. The…

General Physics · Physics 2010-12-01 Alain Bernard , Nicolas Perry , Jean-Charles Delplace , Serge Gabriel

The major perspective of this paper is to provide more evidence regarding how "quickly", in different macroeconomic states, companies adjust their capital structure to their leverage targets. This study extends the empirical research on the…

Econometrics · Economics 2018-11-13 Andreas Kaloudis , Dimitrios Tsolis