arXivDaily arXiv每日学术速递 周一至周五更新
arXiv 2402.02402econ.GNq-fin.EC
收藏

机器学习分析:2001年至2021年提高最低工资对西班牙收入不平等的影响

Machine Learning Analysis of the Impact of Increasing the Minimum Wage on Income Inequality in Spain from 2001 to 2021

Marcos Lacasa Cazcarra

AI总结:

本研究利用西班牙2001-2021年全国人口普查数据,通过机器学习模型分析发现,提高最低工资降低了收入不平等,且未引发通胀或失业,反而增加就业和企业利润,是有效的财富再分配手段。

摘要:

本文分析了2001年至2021年国家最低工资的影响。最低工资从2001年的每月505.7欧元增加到2021年的每月1,108.3欧元。利用西班牙税务管理局提供的数据,可以分析代表所研究全体人口的数据集。这些数据提供了更准确的结果和更高效的预测模型。本研究的特色在于所使用的数据库,它是全国人口普查数据,而非样本或预测数据。因此,本研究反映了基于西班牙薪资普查(2001-2021年)历史数据的结果和分析。多种机器学习模型表明,提高最低工资降低了收入不平等。提高最低工资并未导致通货膨胀或失业率上升。相反,它与净就业增加、物价受控和企业利润率提高相一致。最重要的结论是,在分析期间提高最低工资增加了国家财富,增加了就业和企业利润,并且在所分析的条件下,被证明是一种有效的财富再分配方法。

英文摘要:

This paper analyzes the impact of the National Minimum Wage from 2001 to 2021. The MNW increased from 505.7/month (2001) to 1,108.3/month (2021). Using the data provided by the Spanish Tax Administration Agency, databases that represent the entire population studied can be analyzed. More accurate results and more efficient predictive models are provided by these counts. This work is characterized by the database used, which is a national census and not a sample or projection. Therefore, the study reflects results and analyses based on historical data from the Spanish Salary Census 2001-2021. Various machine-learning models show that income inequality has been reduced by raising the minimum wage. Raising the minimum wage has not led to inflation or increased unemployment. On the contrary, it has been consistent with increased net employment, contained prices, and increased corporate profit margins. The most important conclusion is that an increase in the minimum wage in the period analyzed has led to an increase in the wealth of the country, increasing employment and company profits, and is postulated, under the conditions analyzed, as an effective method for the redistribution of wealth.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

↑