尼日利亚央行货币政策沟通的文本挖掘分析

M. Tumala, Babatunde S. Omotosho
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引用次数: 5

摘要

本文采用文本挖掘技术分析尼日利亚中央银行(CBN)在2004-2019年期间的沟通策略。由于央行货币政策委员会(MPC)每次会议后发布的政策公报是央行沟通的重要工具,我们基于87份政策公报构建了一个共123,353个单词的语料库。将文本数据处理成适合分析的形式后,我们检查了策略文档的可读性、情感和主题。尽管CBN的沟通多年来大幅增加,这意味着货币政策透明度的提高;计算得出的Coleman和Liau可读性指数显示,政策公报的字句结构变得更加复杂,从而降低了其可读性。在货币政策情绪方面,我们发现平均净得分为- 10.5%,反映了货币政策委员会在样本期内面临的政策不确定性水平。此外,我们的研究结果表明,推动公报语言内容的主题受到世行政策目标以及每个时期冲击经济的性质的影响。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Text Mining Analysis of Central Bank Monetary Policy Communication in Nigeria
This paper employs text-mining techniques to analyse the communication strategy of the Central Bank of Nigeria (CBN) during the period 2004-2019. Since the policy communique released after each meeting of the CBN’s monetary policy committee (MPC) represents an important tool of central bank communication, we construct a corpus based on 87 policy communiques with a total of 123, 353 words. Having processed the textual data into a form suitable for analysis, we examined the readability, sentiments, and topics of the policy documents. While the CBN’s communication has increased substantially over the years, implying increased monetary policy transparency; the computed Coleman and Liau readability index shows that the word and sentence structures of the policy communiques have become more complex, thus reducing its readability. In terms of monetary policy sentiments, we find an average net score of -10.5 per cent, reflecting the level of policy uncertainties faced by the MPC over the sample period. In addition, our results indicate that the topics driving the linguistic contents of the communiques were influenced by the Bank’s policy objectives as well as the nature of shocks hitting the economy per period.
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