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The implementation of a supervision and incentive process for identical workers may lead to wage variance that stems from employer and employee optimization. The harder it is to assess the nature of the labor output, the more important such…

计量经济学 · 经济学 2018-06-06 Nitsa Kasir , Idit Sohlberg

The average and median income dependence on work experience and time is analyzed and modeled for the USA. The original data set providing the mean and median income estimates in 10 year long intervals spans a long time period of almost 35…

综合金融 · 定量金融 2008-12-02 Ivan O. Kitov

Labor share, the fraction of economic output accrued as wages, is inexplicably declining in industrialized countries. Whilst numerous prior works attempt to explain the decline via economic factors, our novel approach links the decline to…

综合经济学 · 经济学 2024-01-05 B. N. Kausik

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…

机器学习 · 计算机科学 2025-05-01 Keyon Vafa , Susan Athey , David M. Blei

Labor economists regularly analyze employment data by fitting predictive models to small, carefully constructed longitudinal survey datasets. Although machine learning methods offer promise for such problems, these survey datasets are too…

机器学习 · 计算机科学 2024-03-01 Keyon Vafa , Emil Palikot , Tianyu Du , Ayush Kanodia , Susan Athey , David M. Blei

This paper analyzes a steady state matching model interrelating the education and labor sectors. In this model, a heterogeneous population of students match with teachers to enhance their cognitive skills. As adults, they then choose to…

最优化与控制 · 数学 2021-02-25 Alice Erlinger , Robert J. McCann , Xianwen Shi , Aloysius Siow , Ronald Wolthoff

We formulate a mathematical model of competition for resources between representatives of different age groups. A nonlinear kinetic integral-differential equation of the age aggression describes the process of redistribution of resources.…

种群与进化 · 定量生物学 2013-10-01 P. A. Golovinski

Cross-sectional age-skill profiles suggest that workers' cognitive skills start declining by their thirties if not earlier. If accurate, such age-driven skill losses pose a major threat to the human capital of societies with rapidly aging…

综合经济学 · 经济学 2025-05-08 Eric A. Hanushek , Lavinia Kinne , Frauke Witthoeft , Ludger Woessmann

A standard growth model is modified in a straightforward way to incorporate what Keynes (1936) suggests in the "essence" of his general theory. The theoretical essence is the idea that exogenous changes in investment cause changes in…

计量经济学 · 经济学 2018-06-13 Mina Mahmoudi , Mark Pingle

Each individual in society experiences an evolution of their income during their lifetime. Macroscopically, this dynamics creates a statistical relationship between age and income for each society. In this study, we investigate income…

综合经济学 · 经济学 2022-02-01 Fatih Ozhamaratli , Oleg Kitov , Paolo Barucca

This paper explores various socioeconomic factors that contribute to individual financial success using machine learning algorithms and approaches. Financial success, a critical aspect of all individual's well-being, is a complex concept…

机器学习 · 计算机科学 2024-07-09 Michael Zhou , Ramin Ramezani

Lacking lifetime income data, most intergenerational mobility estimates are subject to lifecycle bias. Using long income series from Sweden and the US, we illustrate that standard correction methods struggle to account for one important…

综合经济学 · 经济学 2025-12-18 Ursula Mello , Martin Nybom , Jan Stuhler

Efficient human resource management needs accurate assessment and representation of available competences as well as effective mapping of required competences for specific jobs and positions. In this regard, appropriate definition and…

计算机与社会 · 计算机科学 2020-01-28 Mahdi Bohlouli , Nikolaos Mittas , George Kakarontzas , Theodosios Theodosiou , Lefteris Angelis , Madjid Fathi

We develop inference for a two-sided matching model where the characteristics of agents on one side of the market are endogenous due to pre-matching investments. The model can be used to measure the impact of frictions in labour markets…

计量经济学 · 经济学 2019-08-28 Jacob Schwartz

This paper examines the impact of increasing minimum wages, focusing primarily on their effect on employment. Our research involved analyzing the statistics of panel data, testing fixed effects and stationary, conducting linear regression,…

综合经济学 · 经济学 2025-03-26 Junhan Lyu , Tianle Zhai , Zicheng Peng , Xuhang Huang

We formulate a flexible micro-to-macro kinetic model which is able to explain the emergence of income profiles out of a whole of individual economic interactions. The model is expressed by a system of several nonlinear differential…

经济学 · 定量金融 2016-11-28 Maria Letizia Bertotti , Giovanni Modanese

Economists disagree about the factors driving the substantial increase in residual wage inequality in the US over the past few decades. To identify changes in the returns to unobserved skills, we make a novel assumption about the dynamics…

综合经济学 · 经济学 2025-01-20 Lance Lochner , Youngmin Park , Youngki Shin

We measure human capital using the self-reported skill sets of nearly 9 million U.S. college graduates from professional profiles on LinkedIn. We aggregate skill strings into 48 clusters of general, occupation-specific, and managerial…

综合经济学 · 经济学 2025-05-08 David Dorn , Florian Schoner , Moritz Seebacher , Lisa Simon , Ludger Woessmann

Economic issues, such as inflation, energy costs, taxes, and interest rates, are a constant presence in our daily lives and have been exacerbated by global events such as pandemics, environmental disasters, and wars. A sustained history of…

人工智能 · 计算机科学 2023-02-21 Abeer Abdullah Alaql , Fahad Alqurashi , Rashid Mehmood

Lifelong learning occurs on timescales ranging from minutes to decades. People can lose themselves in a new skill, practicing for hours until exhausted. And they can pursue mastery over days or decades, perhaps abandoning old skills…

物理与社会 · 物理学 2022-06-09 Mingzhen Lu , Tyler Marghetis , Vicky Chuqiao Yang
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