机器人在行动

Taraneh Shahin, María Teresa Ballestar de las Heras, Ismael Sanz
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引用次数: 0

摘要

本实证研究深入探讨了西班牙企业选择采用机器人的复杂因素。我们使用一个涵盖不同行业的数据集,通过实证分析来揭示采用机器人的决定因素,并研究市场变量的相关结果。我们的研究结果揭示了几个对企业采用机器人的可能性有重大影响的关键因素。我们发现,企业盈利能力、出口商地位、包括研发份额在内的控制变量以及资本密集度与机器人的采用呈现出强烈的正相关关系。相反,人力资本水平对采用机器人决策的影响并不明显。此外,我们的研究还探讨了采用机器人对企业绩效的影响。我们发现,采用机器人技术的企业在产出、出口活动和劳动力成本占比降低方面都有显著改善。本研究采用了基于梯度提升的机器学习模型(特别是 XGBoost)和工具变量回归模型,以进行严格的稳健性分析并验证所获得的结果。这些研究结果有助于理解制造业采用机器人的动态和影响,解释了驱动企业决策的因素以及随后的市场效应。
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Robots in action
This empirical study delves into the intricate factors that shape firms' choices regarding the adoption of robots within the Spanish context. Using a dataset encompassing a diverse set of industries, we employ an empirical analysis to uncover the determinants of robot adoption and investigate the associated outcomes on market variables. Our findings reveal several key factors that significantly influence a firm's likelihood of adopting robots. We find that firm profitability, exporter status, the control variables including share of R&D, and capital intensity exhibit strong positive relationships with robot adoption. Conversely, the impact of the level of human capital on adoption decisions is less pronounced. Furthermore, our study explores the impact of robot adoption on firm performance. We observe that firms embracing robotisation experience notable improvements in the output, exporting activities, and reduction in labour cost share. This study incorporates a gradient boosting‐based machine‐learning model, specifically XGBoost, along with instrumental variable regression models, to conduct rigorous robustness analyses and validate the obtained results. These findings contribute to the understanding of the dynamics and implications of robot adoption in the manufacturing sector, explaining the factors that drive firms' decisions and the subsequent market effects.
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