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With this study we want to test the validity of the well known "Verdoorn's Law" which considers the relationship between the growth of productivity and output in the case of the Portuguese economy at a regional and sectoral levels (NUTs II)…

General Finance · Quantitative Finance 2011-10-26 Vitor Joao Pereira Domingues Martinho

The integration of Reinforcement Learning (RL) with heuristic methods is an emerging trend for solving optimization problems, which leverages RL's ability to learn from the data generated during the search process. One promising approach is…

Machine Learning · Computer Science 2024-09-19 Arthur Müller , Lukas Vollenkemper

Using a firm-level dataset from the Spanish Technological Innovation Panel (2003-2016), this study explores the characteristics of environmentally innovative firms and quantifies the effects of pursuing different types of environmental…

General Economics · Economics 2023-10-13 Gianluca Biggi , Andrea Mina , Federico Tamagni

What impact does import competition have on firms' production organizational choices? Existing literature has predominantly focused on the relationship between import competition and firms' global production networks, with less attention…

General Economics · Economics 2024-08-27 Xin Du , Xiaoxia Shi

Cross-validation is a common method for estimating the predictive performance of machine learning models. In a data-scarce regime, where one typically wishes to maximize the number of instances used for training the model, an approach…

Methodology · Statistics 2025-03-25 George I. Austin , Itsik Pe'er , Tal Korem

This paper studies inter-firm heterogeneity in production. Unlike much of the existing research, which primarily addresses heterogeneous production through unobserved fixed effects, our approach also focuses on differences in factors'…

General Economics · Economics 2024-11-26 Michele Battisti , Valentino Dardanoni , Stefano Demichelis

Purpose: Supply chain has become very complex today. There are multiple stakeholders at various points. All these stakeholders need to collaborate with each other in multiple directions for its effective and efficient management. The…

Computers and Society · Computer Science 2018-11-16 Dharmendra Kumar Mishra , Sébastien Henry , Aicha Sekhari , Yacine Ouzrout

The fashion industry is one of the most active and competitive markets in the world, manufacturing millions of products and reaching large audiences every year. A plethora of business processes are involved in this large-scale industry, but…

Computer Vision and Pattern Recognition · Computer Science 2022-11-10 Geri Skenderi , Christian Joppi , Matteo Denitto , Marco Cristani

An increasingly large number of experiments study the labor productivity effects of automation technologies such as generative algorithms. A popular question in these experiments relates to inequality: does the technology increase output…

General Economics · Economics 2025-10-30 Seth Benzell , Kyle Myers

Computing Education faces significant challenges in equipping graduates with the resilience necessary to remain relevant amid rapid technological change. While existing curricula cultivate computing competencies, they often fail to…

Computers and Society · Computer Science 2025-11-11 Enes Ayalp

In international trade, firms face lengthy ordering-producing-delivery times and make shipping frequency decisions based on the per-shipment costs and financing costs. In this paper, I develop a model of importer-exporter procurement where…

General Economics · Economics 2023-03-09 Md Deluair Hossen

The evaluation of performance at the individual level is of fundamental importance in informing management decisions. The literature provides various indicators and types of measures, however a problem that is still unresolved and little…

Digital Libraries · Computer Science 2018-12-21 Giovanni Abramo , Tindaro Cicero , Ciriaco Andrea D'Angelo

Economic complexity reflects the amount of knowledge that is embedded in the productive structure of an economy. By combining tools from network science and econometrics, a robust and stable relationship between a country's productive…

Economics · Quantitative Finance 2016-11-22 Viktor Stojkoski , Zoran Utkovski , Ljupco Kocarev

The effectiveness of research units is assessed on the basis of their performance in relation to scientific, technological and innovation production, the quality of their results and their contribution to the solution of scientific and…

Physics and Society · Physics 2022-03-10 L. Munguía , J. C. Escalante , E. Robles Belmont

Purpose: The article aims to visualise in a single graph fish and meat processing company groups in Spain with respect to long-term solvency, energy, waste and water intensity and gender employment gap. Design/methodology/approach: The…

Statistical Finance · Quantitative Finance 2026-02-02 Elena Rondós-Casas , Germà Coenders , Miquel Carreras-Simó , Núria Arimany-Serrat

Modern macroeconomic theories were unable to foresee the last Great Recession and could neither predict its prolonged duration nor the recovery rate. They are based on supply-demand equilibria that do not exist during recessionary shocks.…

General Economics · Economics 2019-06-19 Peter Klimek , Sebastian Poledna , Stefan Thurner

Determining policy priorities is a challenging task for any government because there may be, for example, a multiplicity of objectives to be simultaneously attained, a multidimensional policy space to be explored, inefficiencies in the…

General Economics · Economics 2019-02-04 Omar A. Guerrero , Gonzalo Castañeda , Florian Chávez-Juárez

Reinforcement learning has emerged as a paradigm for post-training large language models, boosting their reasoning capabilities. Such approaches compute an advantage value for each sample, reflecting better or worse performance than…

Computation and Language · Computer Science 2025-12-16 Changpeng Yang , Jinyang Wu , Yuchen Liu , Shuai Zhang , Yang Li , Qiliang Liang , Hongzhen Wang , Shuai Nie , Jiaming Xu , Runyu Shi , Ying Huang , Guoquan Zhang

We study the effects of data sharing between firms on prices, profits, and consumer welfare. Although indiscriminate sharing of consumer data decreases firm profits due to the subsequent increase in competition, selective sharing can be…

Computer Science and Game Theory · Computer Science 2022-05-24 Ronen Gradwohl , Moshe Tennenholtz

Large language models (LLMs) have rapidly evolved as the foundation of various natural language processing (NLP) applications. Despite their wide use cases, their understanding of culturally-related concepts and reasoning remains limited.…

Computation and Language · Computer Science 2024-07-11 Bin Wang , Geyu Lin , Zhengyuan Liu , Chengwei Wei , Nancy F. Chen