阿塞拜疆国际收支发展动态的计量经济学分析和建模

IF 7.6 1区 经济学 Q1 ECONOMICS
N. Ayyubova
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引用次数: 5

摘要

研究目的:该研究致力于阿塞拜疆国际收支发展动态的计量经济学分析和建模,形成一种数学和统计趋势,可以对国际收支的发展进行前瞻性评估。根据目标,设定了选择模型最佳解释因子组成的任务,利用相关和回归分析的特征和标准,计量检验,计算解释因子之间关系的性质和密切程度的估计,因变量和自变量,检验序列的平稳性。材料和方法。使用了国家统计委员会和阿塞拜疆中央银行的官方统计数据、科学著作和阿塞拜疆和外国科学家、专家在经济学、数学和经济模型领域的研究。对于非平稳时间序列的实证分析,采用了信息处理的统计方法;为了检验多元模型的充分性和检验,考虑到外生因素的影响,使用了适当的标准和现代计量经济学程序。计算时使用Excel、Eviews 8等应用程序包。已经建立了一个多元回归模型,使人们能够对国际收支经常帐户的动态进行经济和统计分析;确定因变量和自变量之间的函数关系的形式和方向,估计变量的变异性,运用计量经济学方法对多元回归分析结果进行分析;衡量和解释了解释因素对国际收支影响机制的数量特征;在模型中考察因果关系的相关依赖关系,进行格兰杰检验,并根据Fisher准则确定高概率可靠解释结果的因素;模型的平稳性是基于Dickey-Fuller检验来测量的。自回归模型的平稳性是基于学生准则,通过改变滞后值来确定模型的一度和二度差异。在建模过程中,最初构建的模型覆盖了1995-2017年的外商投资、出口、进口、马纳特汇率、一般投资等5个因素,显示出不足的充分性,即国际收支经常项目序列的非平稳性。在模型中作为解释因素涉及的国家货币汇率使相关序列的值波动较大,使余数的方差增加,从而造成非平稳性,这可以用2006年国家货币的面值来解释。下一步,对2006-2017年期间进行了审查。此外,在研究过程中,在模型中加入了国家预算赤字、外汇储备等独立因素。因此,建立了一个多因子计量经济模型。结论。所构建的自回归模型相当充分,对因变量的时间序列表现出平稳性,可以认为适合于国际收支经常账户的预测值。为了制定国际收支长期发展的具体建议,这项研究的结果加上对国际收支发展动态的分析,使我们能够确定阿塞拜疆经常帐户国际收支的真正趋势,并确定其与其他宏观经济变量的相互依存关系。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Econometric analysis and modeling of the dynamics of the balance of payments’ development in Azerbaijan
Purpose of the study. The study is devoted to econometric analysis and modeling of the dynamics of the balance of payments’ development of Azerbaijan, the formation of a mathematical and statistical trend that can give a perspective assessment of the development of the balance of payments. In accordance with the goal, the tasks of choosing the best composition of explanatory factors for the model were set, using the characteristics and criteria of correlation and regression analysis, econometric tests, calculating estimates of the nature and closeness of the relationship between the explanatory factors, dependent and independent factors, testing the stationarity of the series.Materials and methods. The official statistical data of the State Statistics Committee and the Central Bank of Azerbaijan, scientific works and studies of scientists, specialists, both Azerbaijani and foreign, in the fields of economics, mathematical and economic modeling were used. For the empirical analysis of non-stationary time series, statistical methods of information processing are used inthe work; to check the adequacy and test the multivariate model, the appropriate criteria and modern econometric procedures are used, taking into account the impact of exogenous factors. For calculations, application packages such as Excel and Eviews 8 were used.Results. A multivariate regression model has been created that makes it possible to conduct an economic and statistical analysis of the dynamics of the current account of the balance of payments; the form and directions of the functional relationship between dependent and independent variables were determined, variability of variables was estimated, the results of multivariate regression analysis using econometric methods were analyzed; the quantitative characteristics of the mechanisms of influence of explanatory factors on the balance of payments were measured and interpreted; correlation dependencies for causal dependencies were investigated in the model, the Granger test was performed and factors were identified that reliably explain the outcome with high probabilities based on the Fisher criterion; the stationarity of the model was measured based on the Dickey-Fuller test. With differences of the first and second degree, the stationarity of the autoregressive model was determined based on the Student’s criterion by changing the lag value. In the process of modeling, the initially constructed model, covering the years 1995-2017 with five factors such as foreign investment, exports, imports, manat exchange rate, general investments, showed insufficient adequacy, that is, non-stationarity of the current account series of the balance of payments. The exchange rate of the national currency, which is involved in the model as an explanatory factor, subjected the values of the dependent series to large fluctuations, an increase in the variance in the residue, which created non-stationarity and which can be explained by the denomination of the national currency in 2006. In the next step, the period covering 2006-2017 was examined. In addition, in the process of research, independent factors were added to the model, such as state budget deficit and foreign exchange reserves. As a result, a multifactorial econometric model was created. Conclusion. The constructed autoregressive model is quite adequate, demonstrates stationarity for the time series of the dependent variable and can be considered suitable for predictive values of the current account of the balance of payments. To develop specific recommendations for the long-term development of the balance of payments, the results of the study, substantiated by the analysis of the dynamics of the development of the balance of payments, make it possible to identify real trends in the balance of payments of Azerbaijan on the current account and determine its interdependence with other macroeconomic variables.
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来源期刊
CiteScore
8.50
自引率
0.00%
发文量
175
期刊介绍: The Review of Economics and Statistics is a 100-year-old general journal of applied (especially quantitative) economics. Edited at the Harvard Kennedy School, the Review has published some of the most important articles in empirical economics.
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