Leading Indicators of Currency Crises: Discriminant Function Analysis vs. Early Warning Signal Approach

Serpil Kahraman
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Abstract

Money markets play a key role in macroeconomic stability. This study aims to extend discriminant function analysis as early warning models to detect the signaling indicators of the currency crises in developing countries for the period between 1987 and 2007. The obtained model based on these nine countries' data is then tested in different countries set including six developing countries. The theoretical premise of the paper is based on the three-generation currency crisis models. The empirical findings indicate that Current Account Balance/Reserves, M2growth (annual %), Domestic credit provided by banking sector (%of GDP), bank liquid reserves to bank assets ratio (%), GDP annual growth, are the leading indicators of currency crises. The model provided by DFA has around 60% accuracy in foreseeing the status of crisis in the test data set. The results suggest that discriminant function analysis would be a useful tool to predict the “signal”.
货币危机的先行指标:判别函数分析与预警信号方法
货币市场在宏观经济稳定中发挥着关键作用。本研究旨在将判别函数分析扩展为早期预警模型,以检测1987年至2007年期间发展中国家货币危机的信号指标。根据这9个国家的数据得到的模型然后在不同的国家集合中进行测试,其中包括6个发展中国家。本文的理论前提是基于三代货币危机模型。实证结果表明,经常账户余额/准备金、m2增长率(年%)、银行业提供的国内信贷(占GDP的%)、银行流动准备金与银行资产比率(%)、GDP年增长率是货币危机的主要指标。DFA提供的模型在测试数据集中预测危机状态的准确率在60%左右。结果表明,判别函数分析将是一个有用的工具来预测“信号”。
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