货币政策和贸易开放对西非经济增长的方法论性比较分析:语言是否起作用?
Seth Acquah Boateng1, Bridgette Enimil2, Ebenezer Takyi-Danquah2
1School of Economics, University of Cape Coast, Cape Coast, Ghana.
PloS one
|February 5, 2026
概括
货币政策显著促进了经济增长在ECOWAS国家,特别是法语国家. 贸易开放效应各不相同,突出需要针对英语和法语地区制定不同的经济政策.
科学领域:
- 经济学 经济学 经济学
- 计量经济学 计量经济学
- 机器学习 机器学习
背景情况:
- 经合组织国家的经济增长受到货币政策和贸易开放的影响.
- 在英语和法语地区之间,这些影响存在显著差异.
- 后殖民时期的制度差异,如货币联盟和独立的货币政策,是关键因素.
研究的目的:
- 检查货币政策和贸易开放对ECOWAS经济增长的影响.
- 为了比较机器学习 (随机森林) 的预测准确性与标准的计量经济学方法.
- 为ECOWAS国家提供基于证据的政策建议.
主要方法:
- 专家组回归分析被用来建模经济增长.
- 随机森林算法是一种机器学习技术,用于预测建模.
- 对模型性能进行比较分析,重点是R平方值.
主要成果:
- 宽泛货币供应的扩大对经济增长产生了积极的影响,在法语国家的影响更大.
- 贸易开放显示出矛盾的效应:在法语国家是积极的,在英语国家是消极的.
- 随机森林实现了比标准经济学方法更高的预测准确度 (R2 = 67.56%),表明了非线性关系.
结论:
- 由于不同的制度框架,ECOWAS国家对货币政策和贸易开放有着不同的经济反应.
- 标准化的经济政策可能不那么有效;建议采用量身定制的方法.
- 机器学习为理解复杂的经济动态提供了卓越的预测能力.
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