基于X-12自回归综合移动平均法的尼日利亚流通货币预测模型

M. A. Bamanga, Samuel Olorunfemi Adams
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引用次数: 0

摘要

在尼日利亚,月平均流通货币(CIC)增加了2690亿奈拉,2019年达到2.13万亿奈拉,2020年达到2.41万亿奈拉。目前流通的货币价值预计为2.88万亿奈拉。尼日利亚的经济受到其货币季节性波动的影响,经济不可避免地需要进行调整。本研究的目的是调整8天的复活节和穆斯林假期对CIC的季节性影响,使用美国人口普查局的X-12 ARIMA季节性调整软件对尼日利亚的CIC进行建模和预测。研究中使用的数据是2012年1月至2022年3月期间从尼日利亚中央银行(CBN)公报中获取的每月流通货币量。采用自然对数对数据进行标准化,采用季节差法去除序列季节性。基于这些数据,很明显,X-12-ARIMA(21 11)(0 11 11)是尼日利亚CIC最准确的预测方法。根据该方法的预测,从2022年4月到2022年12月,尼日利亚的流通货币将以每月2.8%的正增长率增长,预计到2022年底,每月平均CIC将达到3.40万亿美元。这是第一个利用美国人口普查局X-12-ARIMA软件对尼日利亚的CIC进行建模和预测的研究,研究结果可以外推到来年,尼日利亚人可能想要为这段时间内流通的货币量增加做好准备。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Predictive Modeling of Nigeria’s Currency in Circulation Using X-12 Autoregressive Integrated Moving Average Method
In Nigeria, the average monthly quantity of currency in circulation (CIC) has increased by 269 billion nairas, reaching 2.13 trillion as of 2019 and 2.41 trillion as of 2020. The current value of currency in circulation is expected to be 2.88 trillion naira. The economy of Nigeria is impacted by the seasonal fluctuations in its currency, and it is unavoidable that the economy would need to be adjusted. The purpose of this study was to adjust the seasonal effect of eight days to Easter and Muslim holidays on CIC, model and predict the CIC in Nigeria using the United State Census Bureau's X-12 ARIMA Seasonal adjustment software. The data utilized in the study was the monthly amount of money in circulation that was taken from the Central Bank of Nigeria (CBN) Bulletin between January 2012 and March 2022. Natural logarithm was used to standardize the data, and series seasonality was removed using seasonal differencing. Based on these data, it is clear that X-12-ARIMA (2 1 1)(0 1 1) is the most accurate forecasting approach for Nigeria's CIC. The money in circulation in Nigeria from April 2022 through December 2022 will rise at a positive rate of 2.8% growth rate each month, with a predicted monthly mean CIC of 3.40 trillion by the end of the year 2022, according to this method's predictions. This is the first study on modeling and forecast of CIC in Nigeria that have utilize the United State Census Bureau X-12-ARIMA software, the findings can be extrapolated to the coming year, Nigerians may want to get ready for an increase in the amount of money in circulation during this time.
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