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ARIMA-based forecasting of the dynamics of confirmed Covid-19 cases for selected European countries 基于ARIMA的选定欧洲国家新冠肺炎确诊病例动态预测
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.009
Tadeusz Kufel
Research background: On 11 March 2020, the Covid-19 epidemic was identified by the World Health Organization (WHO) as a global pandemic. The rapid increase in the scale of the epidemic has led to the introduction of non-pharmaceutical countermeasures. Forecast of the Covid-19 prevalence is an essential element in the actions undertaken by authorities. Purpose of the article: The article aims to assess the usefulness of the Auto-regressive Integrated Moving Average (ARIMA) model for predicting the dynamics of Covid-19 incidence at different stages of the epidemic, from the first phase of growth, to the maximum daily incidence, until the phase of the epidemic's extinction. Methods: ARIMA(p,d,q) models are used to predict the dynamics of virus distribution in many diseases. Model estimates, forecasts, and the accuracy of forecasts are presented in this paper. Findings & Value added: Using the ARIMA(1,2,0) model for forecasting the dynamics of Covid-19 cases in each stage of the epidemic is a way of evaluating the implemented non-pharmaceutical countermeasures on the dynamics of the epidemic.
研究背景:2020年3月11日,世界卫生组织(世界卫生组织)将新冠肺炎疫情确定为全球大流行。疫情规模的迅速增加导致了非药物对策的出台。预测新冠肺炎流行率是当局采取行动的一个基本要素。文章目的:文章旨在评估自回归综合移动平均(ARIMA)模型在预测新冠肺炎疫情不同阶段发病率动态方面的有用性,从疫情增长的第一阶段到最大日发病率,直到疫情消失的阶段。方法:ARIMA(p,d,q)模型用于预测多种疾病中病毒分布的动态。本文介绍了模型估计、预测和预测的准确性。研究结果和增值:使用ARIMA(1,2,0)模型预测疫情各个阶段新冠肺炎病例的动态,是评估实施的非药物对策对疫情动态的一种方式。
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引用次数: 91
Intention to move and residential satisfaction: evidence from Poland 搬家意愿与居住满意度:来自波兰的证据
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.016
P. Maleszyk, Arleta Kędra
Research background: Residential mobility affects the spatial structure of cities and urban development. Longer-distance migration has many additional implications: it affects the demographic situation of a sending area as well as its growth prospects. The literature on interregional and especially international migration regards residential satisfaction as being of at least secondary importance. More attention to this concept is given in research on intra-urban migration and suburbanisation. In a seminal paper of Speare (1974), residential satisfaction was found to be the best predictor of the willingness to move. However, determinants of mobility are country-specific. Purpose of the article: Answering the following research questions: 1) What is the scale and selectivity of the intention to move among city residents? 2) Does residential satisfaction explain variation in migration intentions? Methods: The data are derived from the PAPI survey on life quality in Lublin, Poland (sample: 1101 residents). We build ordered logit models explaining residents’ declarations regarding different types of migration (intra-urban migration, suburbanisation, interregional and international migration) with various proxies of residential satisfaction, as well as financial situation and demographic attributes. Findings & Value added: The propensity to migrate was declared by approx. 15–30% of respondents, depending on the type of migration, which indicates relatively low mobility as against EU countries. We confirm that the intention to move is highly selective. The estimated ordered logit models explaining the intention to move prove that satisfaction with housing and neighbourhood characteristics along with life-stage characteristics are relevant predictors of intention to move both within and outside the region. We disregard the opinion that unemployment and adverse financial situation are key drivers of mobility in contemporary Poland. In a more international context, we provide evidence on how long- and short-distance migration are different in nature and discuss some policy implications regarding countering depopulation in peripheral areas.
研究背景:居民流动性影响城市空间结构和城市发展。较长距离的移徙还有许多其他影响:它影响到派遣地区的人口状况及其增长前景。关于区域间,特别是国际移民的文献认为居住满意度至少是次要的。这一概念在城市内迁移和郊区化的研究中得到了更多的关注。在spare(1974)的一篇开创性论文中,居住满意度被发现是搬家意愿的最佳预测指标。然而,人口流动的决定因素因国家而异。本文目的:回答以下研究问题:1)城市居民迁移意愿的规模和选择性是什么?2)居住满意度能否解释移民意向的变化?方法:数据来源于波兰卢布林市(样本:1101名居民)的PAPI生活质量调查。我们建立了有序的logit模型,解释了居民对不同类型的迁移(城市内迁移、郊区化、区域间迁移和国际迁移)的声明,其中包括各种居住满意度、经济状况和人口属性。研究结果和附加价值:迁移倾向被宣布为大约。15-30%的受访者,这取决于移民的类型,这表明与欧盟国家相比,流动性相对较低。我们确认搬家的意图是高度选择性的。解释迁移意愿的估计有序logit模型证明,对住房和社区特征的满意度以及生活阶段特征是区域内外迁移意愿的相关预测因素。我们无视失业和不利的财政状况是当代波兰流动性的主要驱动因素的观点。在更国际化的背景下,我们提供了关于长途和短途迁移在本质上的不同的证据,并讨论了一些关于应对外围地区人口减少的政策影响。
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引用次数: 11
Technological convergence across European regions 欧洲各地区的技术融合
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.014
A. Kijek, A. Matras-Bolibok
Research background: Given the pivotal role of innovations and technological progress in shaping the economic development of regions and the crucial significance of spatial dimension of innovation processes at the regional level, the assessment of technological convergence in the regional scope becomes an essential research problem. Technological convergence could be identified on the basis of the analysis of total factor productivity (TFP). The significance of the technological convergence analysis results from the fact that income convergence can be both accelerated or impeded, depending on whether the initial differences in the level of technology (TFP) decrease or increase over time. Purpose of the article: The aim of the paper is twofold. Firstly, we attempt to develop a theoretical framework for the analysis of the technological convergence. Secondly, we investigate the technological convergence (on the basis of the TFP analysis) across European regions. Methods: During the first stage of the research, we employ the multiplicatively-complete Fare-Primont index to calculate TFP. The second stage of the study includes estimation of spatial panel models applied to assess the level of technological convergence across European regions. The research sample consists of 273 NUTS 2 European Union (EU) regions over the period 2010? 2016. Findings & Value added: The results of the study confirm a clear division of Europe into the Western European regions with high TFP values and the Eastern European regions with low TFP level. The research also shows that in the Eastern European regions the process of reducing the differences in the productivity levels is faster than in Western European regions. Since the issue of technological convergence is still not sufficiently explored in the relevant literature our paper attempts to fill a cognitive and methodological gap in the investigation of the technological convergence in the European regional space.
研究背景:鉴于创新和技术进步在塑造区域经济发展中的关键作用,以及创新过程在区域层面的空间维度的重要意义,区域范围内的技术趋同评估成为一个重要的研究问题。可以在全要素生产率分析的基础上确定技术趋同。技术趋同分析的重要性来自于这样一个事实,即收入趋同既可能加速,也可能阻碍,这取决于技术水平的初始差异是随着时间的推移而减少还是增加。文章的目的:本文的目的是双重的。首先,我们试图建立一个分析技术趋同的理论框架。其次,我们调查了欧洲地区的技术趋同(基于TFP分析)。方法:在研究的第一阶段,我们使用乘完全Fare Primont指数来计算TFP。研究的第二阶段包括对用于评估欧洲各地区技术趋同水平的空间面板模型的估计。研究样本包括2010年期间的273个NUTS 2欧盟(EU)地区?2016年。研究结果和附加值:研究结果证实,欧洲明确划分为全要素生产率高的西欧地区和全要素生产率低的东欧地区。研究还表明,东欧地区缩小生产力水平差异的进程比西欧地区更快。由于技术趋同问题在相关文献中仍未得到充分探讨,本文试图填补欧洲区域空间技术趋同研究中的认知和方法空白。
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引用次数: 23
Decoupling economic growth from greenhouse gas emissions: the case of the energy sector in V4 countries 经济增长与温室气体排放脱钩:V4国家能源部门的案例
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.011
J. Chovancová, J. Tej
Research background: The production and use of energy satisfies human needs, but also gives rise to a host of adverse environmental pressures, such as air pollution and waste generation. The issue of energy efficiency and climate chance resonates in the energy sector as one of the main producers of green-house gas emissions (GHG). While the European Union in general is doing well in reducing emissions and increasing the share of renewables, unfortunately, there are countries that are still far from reaching their goal. Purpose of the article: The paper is focused on the quantitative assessment of the link between the economic growth of the energy sector and the production of GHG emissions by the energy sector in V4 countries during the period 1995–2016. For this purpose, decoupling analysis will be realized. Methods: The decoupling of economic growth and the environmental pressures caused by this growth has a rich tradition within the sustainable development literature. The decoupling method was chosen for its ability to link economic and environmental indicators. Decoupling elasticity will be calculated with the aim of assessing the relationship between the economic growth of the energy sector (measured in GVA) and GHG emissions produced by the energy sector in V4 countries within the research period. Decoupling elasticity indicates different forms of the decoupling and coupling of the two variables. Findings & Value added: The results of the analysis suggest the prevailing strong decoupling of the economic growth of the energy sector and GHG emissions produced by the energy sector, which can be considered a positive trend. The findings of this paper are relevant for the government, state and public institutions and stakeholders in general, who play important roles in the preparation of programs, projects and policies to make energy generation, transport and use more efficient and environmentally sustainable.
研究背景:能源的生产和使用满足了人类的需求,但也带来了一系列不利的环境压力,如空气污染和废物产生。作为温室气体排放的主要生产者之一,能源效率和气候机会问题在能源部门引起了共鸣。尽管欧盟总体上在减少排放和增加可再生能源份额方面做得很好,但不幸的是,仍有一些国家远未实现其目标。文章目的:本文重点对1995-2016年期间V4国家能源部门的经济增长与能源部门温室气体排放量之间的联系进行定量评估。为此,将实现解耦分析。方法:在可持续发展文献中,经济增长与由此产生的环境压力脱钩有着丰富的传统。之所以选择脱钩方法,是因为它能够将经济和环境指标联系起来。将计算解耦弹性,目的是评估V4国家能源部门的经济增长(以GVA衡量)与能源部门在研究期内产生的GHG排放之间的关系。解耦弹性表示两个变量解耦和耦合的不同形式。调查结果和附加值:分析结果表明,能源部门的经济增长与能源部门产生的温室气体排放之间普遍存在强烈脱钩,这可以被视为一种积极的趋势。本文的研究结果与政府、国家和公共机构以及一般利益相关者有关,他们在制定计划、项目和政策以提高能源生产、运输和使用效率和环境可持续性方面发挥着重要作用。
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引用次数: 44
Resistance of commercial banks to the crisis caused by the COVID-19 pandemic: the case of Poland 商业银行对新冠肺炎大流行危机的抵抗力:以波兰为例
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.010
Zbigniew Korzeb, Paweł Niedziółka
Research background: The analysis allows to assess the impact of the industry structure of the credit portfolio on the resistance of commercial banks to the crisis resulting from the COVID-19 pandemic. It uses two independent methods to measure the impact of the pandemic on industry risk and the methodology allowing to prioritize industries in terms of potential negative effects of the crisis. Purpose of the article: The aim of the research is to assess the resilience of commercial banks operating in the Polish banking sector to the potential effects caused by the COVID-19 pandemic. The diagnostic features of 13 commercial banks were selected for its implementation. Methods: Two linear ordering methods were used, namely the Hellwig method and the TOPSIS method. The following were used as the criteria for parametric assessment of the resilience of commercial banks: capital adequacy, liquidity level, profitability of business activity, share in the portfolio of exposures with recognized impairment and the resilience of the bank's credit portfolio to the risk resulting from the exposure in economic sectors. These sectors were classified according to the level of risk associated with the effects of the crisis caused by the COVID-19 pandemic. Findings & Value added: The study allows to conclude that the largest banks conducting their operations in Poland are the most resistant ones to the consequences of the pandemic. At the same time, the banks most vulnerable due to the crisis were identified. The conclusions can be used, inter alia, in the process of managing the financial system stability risk and contribute to the discussion on the impact of the pandemic on the condition of commercial banks in emerging markets.
研究背景:分析可以评估信贷组合的行业结构对商业银行抵御COVID-19大流行造成的危机的影响。它使用两种独立的方法来衡量大流行对行业风险的影响,以及允许根据危机的潜在负面影响对行业进行优先排序的方法。文章的目的:研究的目的是评估在波兰银行业经营的商业银行对COVID-19大流行造成的潜在影响的抵御能力。选取13家商业银行的诊断特征进行实施。方法:采用Hellwig法和TOPSIS法两种线性排序方法。以下指标被用作商业银行弹性参数评估的标准:资本充足率、流动性水平、业务活动的盈利能力、已确认减值的风险敞口在投资组合中的份额以及银行信贷组合对经济部门风险敞口产生的风险的弹性。根据与COVID-19大流行造成的危机影响相关的风险水平,对这些部门进行了分类。研究结果和附加价值:该研究得出结论,在波兰开展业务的大型银行对疫情后果的抵抗力最强。与此同时,受危机影响最脆弱的银行也得到了确认。这些结论可用于管理金融系统稳定风险的过程,并有助于讨论疫情对新兴市场商业银行状况的影响。
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引用次数: 90
Effect of the integration into Global Value Chains on the employment contract in Central and Eastern European countries 融入全球价值链对中欧和东欧国家就业合同的影响
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.013
D. Nikulin, Sabina Szymczak
Research background: In the era of globalization, there is a need to address decent work deficits in Global Value Chains (GVCs). The forms of working conditions reveal a broad dispersion of contents. The literature review exposes hardly any Europe-focused research assessing the socio-economic impact of global production links and going beyond their pure economic effects assessed in terms of employment, productivity or wages. Purpose of the article: This paper investigates how involvement in GVCs affects labor standards. In particular, we assess how the integration into GVCs impacts the probability of having indefinite type of employment contract, which stands for one of the decent work indicator. Moreover, we draw individual and firm-level characteristics determining the type of employment contract. Methods: We use linked employer-employee data from the Structure of Earnings Survey merged with industry-level statistics on GVCs based on World Input-Output Database — the sample is composed of over 5 million workers from 10 Central and Eastern European countries (CEEC) observed in 2014. The involvement into GVCs is measured using a novel approach based on the concepts of global import intensity (GII). We employ logistic regression with robust standard errors. Findings & Value added: Controlling for individual and firm-level characteristics (sex, age, education level, length of service in enterprise, size of the enterprise) we find that greater integration into GVCs increases the probability of having temporary type of employment contact, mainly in tradable sectors. However, across CEE countries the relation between GVC and employment type is mixed. In this way we expand the existing literature by reporting the effects of GVCs on labor standards in CEEC.
研究背景:在全球化时代,有必要解决全球价值链中的体面工作赤字问题。工作条件的形式显示出内容的广泛分散性。文献综述几乎没有披露任何以欧洲为重点的研究,这些研究评估了全球生产联系的社会经济影响,并超越了从就业、生产力或工资角度评估的纯粹经济影响。文章的目的:本文调查了全球价值链的参与对劳动标准的影响。特别是,我们评估了融入全球价值链如何影响拥有不确定类型就业合同的可能性,这是体面工作指标之一。此外,我们还得出了决定雇佣合同类型的个人和企业层面的特征。方法:我们使用收入结构调查中的关联雇主-雇员数据,以及基于世界投入产出数据库的全球价值链行业级统计数据——该样本由2014年观察到的来自10个中欧和东欧国家(CEEC)的500多万工人组成。全球价值链的参与是使用一种基于全球进口强度概念的新方法来衡量的。我们采用具有稳健标准误差的逻辑回归。研究结果和附加值:控制个人和企业层面的特征(性别、年龄、教育水平、企业服务年限、企业规模),我们发现更大程度地融入全球价值链会增加临时性就业接触的可能性,主要是在可贸易部门。然而,在整个中东欧国家中,全球价值链与就业类型之间的关系喜忧参半。通过这种方式,我们通过报道全球价值链对中东欧国家劳动标准的影响来扩展现有文献。
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引用次数: 8
Deterministic chaos and forecasting in Amazon’s share prices 亚马逊股价的确定性混乱和预测
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.012
M. Hanias, Stefanos Tsakonas, L. Magafas, E. Thalassinos, L. Zachilas
Research background: The application of non-linear analysis and chaos theory modelling on financial time series in the discipline of Econophysics. Purpose of the article: The main aim of the article is to identify the deterministic chaotic behavior of stock prices with reference to Amazon using daily data from Nasdaq-100. Methods: The paper uses nonlinear methods, in particular chaos theory modelling, in a case study exploring and forecasting the daily Amazon stock price. Findings & Value added: The results suggest that the Amazon stock price time series is a deterministic chaotic series with a lot of noise. We calculated the invariant parameters such as the maxi-mum Lyapunov exponent as well as the correlation dimension, managed a two-days-ahead forecast through phase space reconstruction and a grouped data handling method.
研究背景:金融时间序列的非线性分析和混沌理论建模在经济学学科中的应用。本文的目的:本文的主要目的是利用纳斯达克100指数的每日数据,识别亚马逊股价的确定性混沌行为。方法:本文采用非线性方法,特别是混沌理论建模,对亚马逊的日股价进行了探索和预测。研究结果与附加值:研究结果表明,亚马逊股价时间序列是一个具有大量噪声的确定性混沌序列。我们计算了不变参数,如最大李雅普诺夫指数和相关维数,通过相空间重构和分组数据处理方法管理了两天的预测。
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引用次数: 2
Estimation of the price elasticity of petroleum products’ consumption in Ukraine 乌克兰石油产品消费价格弹性的估计
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.015
Leonid Galchynskyi
Research background: The analysts of the petroleum product markets of industrial countries believe that the elasticity of demand varies at different periods, which gave rise to the hypothesis that behavioral and structural factors have changed the consumers’ reaction during the last few decades, with a change in prices of petroleum products. Purpose of the article: The purpose of this article is to study the elasticity of demand and prices in order to identify changes in consumer behavior in the oil market after significant socio-economic shocks and to establish a correlation between changes in elasticity and price volatility, with the Ukrainian petroleum products market as an illustrative example. Methods: Based on the time series of the petroleum product market of Ukraine, static and dynamic models for assessing the demand elasticity were constructed. It was found that the time series of demand for petroleum products is non-stationary but then the time series of the first differences is stationary according to the extended Dickey-Fuller test; further, the fact of co-integration between time series of consumption, income, and prices was established by the Johansson test. This made it possible to construct co-integration dependence, allowing, in turn, the development of models for assessing the elasticity of demand for petroleum products, on the basis of which objective assessments of changes in consumer behavior were established. Analysis of the monthly calculation of petroleum products’ price volatility during the period 2008 to 2018 has showed that the values of volatility increased abnormally in the period between the beginning of 2014 and the middle of 2015. The estimates of price and demand elasticities obtained for the two periods up to the beginning of 2014 and the second half of 2015 differ significantly from the values of the corresponding elasticities between the beginning of 2014 and the middle of 2015. Findings & Value added: Assessments of income elasticities and price elasticities for petroleum products in the Ukrainian market were obtained by three co-integration models, both short and long term, for each of the three previously defined time intervals. In one of them, characterized by a high level of price volatility conditionally referred to as a crisis, the value of elasticities differed markedly from the corresponding values in the other two periods, in particular, -0.383 for price elasticity and 1.068 for a long-term bond. In the other two periods, these were, respectively, 0.543 for price elasticity and 0.274 for long-term pre-crisis elasticity, and -0.470 for price elasticity and 0.235 for long-term post-crisis elasticity. Appropriate elasticity estimates were obtained for both the short-run and the dynamic model, for the same defined intervals. A comparison of these estimates showed the closeness of the values of elasticities for the pre-crisis and post-crisis intervals and a marked difference from the estimates of the elas
研究背景:工业国家石油产品市场的分析师认为,不同时期的需求弹性不同,这就产生了一种假设,即在过去几十年中,随着石油产品价格的变化,行为和结构因素改变了消费者的反应。本文的目的:本文的目的是研究需求和价格的弹性,以确定重大社会经济冲击后石油市场消费者行为的变化,并建立弹性变化与价格波动之间的相关性,以乌克兰石油产品市场为例。方法:基于乌克兰石油产品市场的时间序列,建立了评估需求弹性的静态和动态模型。根据扩展的Dickey-Fuller检验,发现石油产品需求的时间序列是非平稳的,而第一差分的时间序列则是平稳的;此外,消费、收入和价格的时间序列之间的协整事实是通过Johansson检验建立的。这使得构建共同整合依赖性成为可能,反过来又允许开发评估石油产品需求弹性的模型,在此基础上建立对消费者行为变化的客观评估。对2008年至2018年期间石油产品价格波动的月度计算分析表明,2014年初至2015年年中期间,波动值异常增加。截至2014年初和2015年下半年的两个时期的价格和需求弹性估计值与2014年初至2015年年中的相应弹性值有很大差异。调查结果和附加值:乌克兰市场石油产品的收入弹性和价格弹性评估是通过三个共同整合模型获得的,包括短期和长期,分别针对之前定义的三个时间间隔。其中一个时期的特点是价格高度波动,有条件地称为危机,弹性值与其他两个时期的相应值明显不同,特别是价格弹性为-0.383,长期债券为1.068。在其他两个时期,价格弹性分别为0.543,危机前长期弹性为0.274,价格弹性为-0.470,危机后长期弹性为0.235。对于相同的定义区间,短期和动态模型都获得了适当的弹性估计。对这些估计值的比较表明,危机前和危机后区间的弹性值接近,与危机区间的弹性估计值存在显著差异。因此,研究发现,弹性的显著变化伴随着价格波动的增加。
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引用次数: 1
Determinants of capital structure in Russian small and medium manufacturing enterprises 俄罗斯中小制造业企业资本结构的决定因素
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-06-24 DOI: 10.24136/eq.2020.017
E. Panova
Research background: Capital structure decisions are very important for any kind of business, but they have a special meaning for small and medium enterprises (SMEs), because their strategic miscalculations can lead to a crisis or even bankruptcy much faster due to the limited scope of their activities. Purpose of the article: The research investigates the basic theories of capital structure and their applicability to SMEs considering the specificities of their functioning. The study aims to identify the determinants of SMEs own and borrowed funds ratio and the main driving forces of their financial decisions. The paper identifies the reasons why SMEs have difficulties in attracting borrowed funds and problems with collateral provision. The paper also presents the dynamics of the capital structure and the composition of the borrowed funds in Russian SMEs. Methods: The research is based on the panel data of Russian manufacturing SMEs in the period of years 2010–2018. The panel data is unbalanced to avoid a survival bias. The financial ratios selected as variables was calculated using consolidated financial statements published by Russian Federal State Statistics Service. The statistical relations between the indicators were performed by a fixed effects regression with a dummy. Findings & Value added: The results of the research identified that current liquidity and asset structure have the statistically significant negative impact on the financial leverage in Russian manufacturing SMEs. The determinants of capital structure in Russian SMEs have not been investigated before, so the presented empirical findings are novel and can be used as a base for further research and analysis.
研究背景:资本结构决策对任何类型的企业都非常重要,但对中小企业来说都有特殊的意义,因为由于其活动范围有限,其战略误判可能更快地导致危机甚至破产。本文的目的:考虑到中小企业运作的特殊性,研究资本结构的基本理论及其在中小企业中的适用性。本研究旨在确定中小企业自有资金和借入资金比率的决定因素及其财务决策的主要驱动力。本文指出了中小企业在吸引借贷资金方面存在困难的原因以及抵押品提供方面的问题。本文还介绍了俄罗斯中小企业资本结构的动态和借款资金的构成。方法:本研究基于2010-2018年俄罗斯制造业中小企业的面板数据。面板数据是不平衡的,以避免生存偏差。被选为变量的财务比率是使用俄罗斯联邦国家统计局发布的合并财务报表计算的。指标之间的统计关系通过使用假人的固定效应回归进行。研究结果和附加值:研究结果表明,当前的流动性和资产结构对俄罗斯制造业中小企业的财务杠杆具有统计上显著的负面影响。俄罗斯中小企业资本结构的决定因素以前没有被研究过,因此所提出的实证结果是新颖的,可以作为进一步研究和分析的基础。
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引用次数: 4
Macroeconomic imbalance procedure (MIP) scoreboard indicators and their predictive strength of “multidimensional crises” 宏观经济失衡程序记分牌指标及其对“多维危机”的预测力
IF 5.7 Q1 Economics, Econometrics and Finance Pub Date : 2020-03-31 DOI: 10.24136/eq.2020.001
Krzysztof Biegun, J. Karwowski
Research background: The evaluation of the predictive strength of MIP indicators in relation to crises is extremely important for the process of coordinating the economic policies of the EU countries. MIP is one of the pillars of the economic crisis prevention procedure. Predictive power of individual indicators has not been tested before their introduction. Purpose of the article: Evaluation of the predictive strength of fourteen MIP indicators in relation to multidimensional crises in the EU countries. Methods: We used ordered probit model to test the ability of MIP indicators to correctly predict episodes of “multidimensional crises” (as defined by the authors) in the period between 2008 and 2017 in all EU Member States. Findings & Value added: We defined “multidimensional crises”, combining several negative phenomena into one limited dependent variable. This work is also novel in its application of probit regression to test the predictive strength of MIP indicators with an ordered probit model. We identified five MIP variables which were statistically significant in predicting “multidimensional crises” for all EU countries: net international investment position, nominal unit labour cost index, house price index, private sector credit flow and general government gross debt. Other variables turned out to be less important or not effective in crises prediction.
研究背景:评估MIP指标对危机的预测力对于协调欧盟国家的经济政策至关重要。MIP是经济危机预防程序的支柱之一。单个指标的预测能力在引入之前尚未经过测试。文章目的:评估14项MIP指标对欧盟国家多层面危机的预测强度。方法:我们使用有序probit模型来测试MIP指标正确预测2008年至2017年期间所有欧盟成员国“多维危机”(由作者定义)的能力。研究结果和附加值:我们定义了“多维危机”,将几个负面现象合并为一个有限的因变量。这项工作在应用probit回归用有序probit模型测试MIP指标的预测强度方面也是新颖的。我们确定了五个MIP变量,这些变量在预测所有欧盟国家的“多维危机”方面具有统计学意义:净国际投资头寸、名义单位劳动力成本指数、房价指数、私营部门信贷流量和一般政府总债务。事实证明,其他变量在危机预测中不那么重要或无效。
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引用次数: 7
期刊
Equilibrium-Quarterly Journal of Economics and Economic Policy
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