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Forecasting volatility by using wavelet transform, ARIMA and GARCH models 利用小波变换、ARIMA 和 GARCH 模型预测波动率
IF 3.4 Q2 ECONOMICS Pub Date : 2023-12-10 DOI: 10.1007/s40822-023-00243-x
Lihki Rubio, Adriana Palacio Pinedo, Adriana Mejía Castaño, Filipe Ramos

Forecasting volatility of certain stocks plays an important role for investors as it allows to quantify associated trading risk and thus make right decisions. This work explores econometric alternatives for time series forecasting, such as the ARIMA and GARCH models, which have been widely used in the financial industry. These techniques have the advantage that training the models does not require high computational cost. To improve predictions obtained from ARIMA, the discrete Fourier transform is used as ARIMA pre-processing, resulting in the wavelet ARIMA strategy. Due to the linear nature of ARIMA, non-linear patterns in the volatility time series cannot be captured. To solve this problem, two hybridisation techniques are proposed, combining wavelet ARIMA and GARCH. The advantage of applying this methodology is associated with the ability of each to capture linear and non-linear patterns present in a time series. These two hybridisation techniques are evaluated to verify which provides better prediction. The volatility time series is associated with Tesla stock, which has a highly volatile nature and it is of major interest to many investors today.

预测某些股票的波动率对投资者来说非常重要,因为这可以量化相关的交易风险,从而做出正确的决策。这项工作探索了时间序列预测的计量经济学替代方法,如 ARIMA 和 GARCH 模型,这些模型已在金融业广泛使用。这些技术的优势在于训练模型不需要高昂的计算成本。为了改进 ARIMA 预测,离散傅里叶变换被用作 ARIMA 预处理,从而产生了小波 ARIMA 策略。由于 ARIMA 的线性性质,波动时间序列中的非线性模式无法捕捉。为了解决这个问题,提出了两种混合技术,将小波 ARIMA 和 GARCH 结合起来。应用这种方法的优势在于每种方法都能捕捉时间序列中的线性和非线性模式。我们对这两种混合技术进行了评估,以验证哪种技术能提供更好的预测。波动率时间序列与特斯拉股票有关,该股票具有高度波动性,是当今许多投资者的主要兴趣所在。
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引用次数: 0
Social sentiment and exchange-specific liquidity at a Eurasian stock exchange outside of US market hours 欧亚证券交易所在美国市场交易时间外的社会情绪和交易所特定流动性
IF 3.4 Q2 ECONOMICS Pub Date : 2023-12-09 DOI: 10.1007/s40822-023-00245-9
Tamara Teplova, Mariya Gubareva, Nikolai Kudriavtsev

We perform a neural network analysis of the impact of Russian retail investors´ sentiment on the stock price behavior of well-known American companies. We study American stocks in a situation of a time-segmentation of the stock market. A special feature of our analysis is the separate time trading mode, when trading is active at the SPB (formerly St. Petersburg) exchange and inactive at the US stock exchanges. Building on the unique local exchange data and original technique for constructing a neural network to identify the sentiment of messages from several Internet forums, we uncover the existence of behavioral anomalies in a non-English-speaking emerging market and analyze sentiment and attention metrics in social networks. We construct several sentiment metrics based on AI text analysis and use panel regression to identify their statistical significance under the selected hypotheses. The impact of sentiment is examined across the entire sample of US companies available to investors on the SPB exchange and a separate zooming is made at the top 10, 25, 50, and 100 stocks that are under special interest manifested by volume of discussions and trading volume. We also analyze the impact of sentiment on price reaction for individual popular stocks and by industry. We find that retail investors’ sentiment exercises a statistically significant influence on price spikes. The stocks, most sensitive to sentiment, are healthcare and high tech.

我们对俄罗斯散户投资者情绪对美国知名公司股价行为的影响进行了神经网络分析。我们研究的是股票市场分时交易情况下的美国股票。我们分析的一个特点是分时交易模式,即 SPB(前圣彼得堡)交易所交易活跃,而美国证券交易所交易不活跃。基于独特的本地交易所数据和构建神经网络以识别来自多个互联网论坛的消息情绪的原创技术,我们发现了非英语新兴市场中存在的行为异常,并分析了社交网络中的情绪和关注度指标。我们在人工智能文本分析的基础上构建了多个情感指标,并使用面板回归来确定它们在选定假设下的统计意义。我们在 SPB 交易所投资者可访问的全部美国公司样本中考察了情绪的影响,并根据讨论量和交易量对受到特别关注的前 10、25、50 和 100 只股票进行了单独放大。我们还分析了情绪对热门个股和行业价格反应的影响。我们发现,散户投资者的情绪对价格飙升有显著的统计学影响。对情绪最敏感的股票是医疗保健和高科技。
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引用次数: 0
Active labor market policies and institutional quality of governance: evidence from OECD countries 积极的劳动力市场政策与治理的制度质量:来自经合组织国家的证据
IF 3.4 Q2 ECONOMICS Pub Date : 2023-11-29 DOI: 10.1007/s40822-023-00247-7
Marwa Sahnoun, Chokri Abdennadher

The purpose of this paper is to evaluate the efficiency of Active Labor Market Policies (ALMP) expenditures of OECD countries taking into account the institutional quality of governance. The emphasis is on the quality of governance that affects the supply and demand of employment and the ability of governments to master public spending. Using the general method of moments (GMM) for 31 OECD countries over the 2000/2020 period, we show that measures of institutional quality such as Control of Corruption, the Effectiveness of Governance and the Regulatory Quality affects significantly the efficiency of ALMP on unemployment rate. This result is found consistent using Institutional Quality Index ‘IQI’. The influence of institutional quality on the link between ALMP expenditure and unemployment rate suggest the importance for policy makers to enhance institutional quality. They consider it as a possible instrument for improvement results in labor market of OECD countries.

本文的目的是在考虑治理制度质量的情况下,评估经合组织国家积极劳动力市场政策(ALMP)支出的效率。重点是影响就业供求和政府控制公共支出能力的治理质量。利用一般矩量法(GMM)对31个经合组织国家2000/2020年的数据进行分析,我们发现腐败控制、治理有效性和监管质量等制度质量指标显著影响了ALMP对失业率的影响。使用机构质量指数“IQI”发现这一结果是一致的。制度质量对养老保险支出与失业率关系的影响表明政策制定者提高制度质量的重要性。他们认为这是改善经合发组织国家劳动力市场结果的可能工具。
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引用次数: 0
Effectiveness and conduct of macroprudential policy in Indonesia in 2003–2020: Evidence from the structural VAR models 2003-2020年印度尼西亚宏观审慎政策的有效性和行为:来自结构VAR模型的证据
IF 3.4 Q2 ECONOMICS Pub Date : 2023-11-28 DOI: 10.1007/s40822-023-00244-w
Marek A. Dąbrowski, Dimas Mukhlas Widiantoro

The paper examines the effectiveness of macroprudential policy in Indonesia and policy reactions to economic developments. Using the structural vector autoregression and data on the regulatory LTV ratio, we investigate the policy effectiveness in controlling credit growth and real property prices along with the effects on economic activity. We find that the LTV-based policy in Indonesia is effective in taming credit growth in the medium run. It, however, is not the case with real property prices whose response to policy changes is counterintuitive and resembles the price puzzle found in the studies on monetary policy. Moreover, our results lend moderate support to the effect of LTV policy on economic activity, especially in the non-COVID-19 sample. We also show that the LTV policy in Indonesia is conducted in an active and circumspective way. In a series of robustness checks, we demonstrate that the results hold when the ordering of variables is changed, alternative proxies for macroprudential policy, output gap, and financial conditions are employed, or the sample is limited to the non-COVID-19 period.

本文考察了印尼宏观审慎政策的有效性以及政策对经济发展的反应。利用结构向量自回归和监管LTV比率的数据,我们研究了政策在控制信贷增长和房地产价格方面的有效性以及对经济活动的影响。我们发现,印尼基于ltv的政策在中期抑制信贷增长方面是有效的。然而,房地产价格的情况并非如此,房地产价格对政策变化的反应是违反直觉的,类似于货币政策研究中发现的价格谜题。此外,我们的研究结果适度支持LTV政策对经济活动的影响,特别是在非covid -19样本中。我们还表明,印尼的LTV政策是在积极和审慎的方式进行的。在一系列稳健性检验中,我们证明,当变量的顺序发生变化,使用宏观审慎政策、产出缺口和金融状况的替代代理,或者样本仅限于非covid -19时期时,结果仍然成立。
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引用次数: 0
Unveiling the influence of economic complexity and economic shocks on output growth volatility: evidence from a global sample 揭示经济复杂性和经济冲击对产出增长波动性的影响:来自全球样本的证据
IF 3.4 Q2 ECONOMICS Pub Date : 2023-11-24 DOI: 10.1007/s40822-023-00246-8
Lan Khanh Chu, Huong Hoang Diep Truong, Hoang Phuong Dung

While several studies have explored the impact of economic shocks on output volatility, little attention has been given to the role of a country’ productive knowledge in moderating such relationship. In this paper, we raise two unsettled questions: Does productive knowledge reduce the volatility of output growth? and Does it magnify or alleviate the impacts of economic shocks on output volatility? These two questions are answered by applying the system-generalized method of moments to a dataset of 122 countries from 1996 to 2019. The paper shows that high economic complexity is significantly associated with reduced output growth volatility. However, such beneficial effect only occurs in high- and upper middle-income countries. Economic complexity is also found to strongly moderate the relationship between terms of trade shock, inflation shock, and output growth volatility. Economic complexity significantly exacerbates the unfavorable effects of these two shocks on output growth volatility, especially in highly complex economies. The discovered inter-related relationship between economic complexity, shocks, and economic volatility suggests the policymakers to be cautious in the process of transforming their economies towards higher knowledge-intensive ones.

虽然有几项研究探讨了经济冲击对产出波动的影响,但很少注意到一个国家的生产知识在调节这种关系方面的作用。在本文中,我们提出了两个悬而未决的问题:生产性知识是否降低了产出增长的波动性?它是放大还是减轻经济冲击对产出波动的影响?通过对1996年至2019年122个国家的数据集应用系统广义矩量法来回答这两个问题。研究表明,经济复杂性高与产出增长波动性降低显著相关。然而,这种有益效果只发生在高收入和中高收入国家。研究还发现,经济复杂性对贸易条件冲击、通胀冲击和产出增长波动之间的关系有很强的调节作用。经济复杂性显著加剧了这两种冲击对产出增长波动性的不利影响,尤其是在高度复杂的经济体中。经济复杂性、冲击和经济波动之间的相互关联表明,政策制定者在经济向更高知识密集型经济转型的过程中要谨慎。
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引用次数: 0
Bank performance, capital and size: a comparative analysis in MENA and EU 银行绩效、资本和规模:中东和北非与欧盟的比较分析
IF 3.4 Q2 ECONOMICS Pub Date : 2023-11-24 DOI: 10.1007/s40822-023-00248-6
Marwan Al-Zoubi, Mais Sha’ban

The debate on optimal bank capital and size and their association with bank performance is still ongoing and high on policy makers’ agenda. This study analyzes the impact of capital and size on bank performance for 1053 banks operating in the EU and MENA regions over the period 2009–2020. The results show that capital is an important determinant of bank performance as it is highly significant in both regions; however, banks’ performance in MENA seems to be more responsive to changes in the capital ratios. Further, while bank size has a positive non-linear relationship with profitability in the EU region, it does not seem to have a significant impact in the MENA region. This study contributes to the literature by providing a strong empirical evidence that more capital is associated with higher profitability in regions characterized by different levels of development, contrary to the bankers’ belief that capital is costly. Regulators may find this conclusion to be useful and in line with their objective of boosting bank resilience and performance.

关于最优银行资本和规模及其与银行绩效的关系的辩论仍在进行中,并在政策制定者的议程上占据重要地位。本研究分析了2009-2020年期间在欧盟和中东和北非地区经营的1053家银行的资本和规模对银行业绩的影响。结果表明,资本是银行绩效的重要决定因素,在两个地区都非常显著;然而,银行在中东和北非的表现似乎对资本比率的变化更敏感。此外,虽然银行规模与欧盟地区的盈利能力呈正非线性关系,但在中东和北非地区似乎没有显著影响。本研究提供了强有力的经验证据,证明在不同发展水平的地区,更多的资本与更高的盈利能力相关,这与银行家认为资本是昂贵的相反,这对文献有贡献。监管机构可能会发现这一结论很有用,也符合他们提高银行抵御能力和业绩的目标。
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引用次数: 0
Is precarity a fate for women in Türkiye? Rethinking energy poverty from a gender perspective 不稳定是<s:1>基耶妇女的命运吗?从性别角度重新思考能源贫困
Q2 ECONOMICS Pub Date : 2023-11-13 DOI: 10.1007/s40822-023-00242-y
Meltem Ucal, Simge Günay
Energy poverty is a challenging issue that hampers economic and sustainable development and lowers people’s standard of living. While trying to understand energy poverty, it is imperative to focus on the disadvantaged individuals mentioned in the literature, as they are often most vulnerable to the problem. Focusing on them is essential to achieving sustainable development goals, especially in developing countries, particularly regarding poverty, energy poverty, and gender equality. Therefore, the paper aims to examine the impact of economic precarity on working-age females’ energy poverty perceptions using 2018–2020 TURKSTAT-SILC pooled cross-sectional data. Our findings from the bivariate probit, multivariate probit and Bayesian bivariate probit models suggested that economic precarity has a disruptive role on females’ energy poverty perceptions. Furthermore, inefficient energy use is an important factor in influencing females’ perceptions of energy poverty. Females’ inability to pay required housing expenses increases their perceived energy poverty. Therefore, social-welfare policies and energy policies should be considered together by the policymakers to resolve females’ energy poverty problem to achieve a more sustainable future.
能源贫困是一个具有挑战性的问题,它阻碍了经济和可持续发展,降低了人民的生活水平。在试图理解能源贫困的同时,必须关注文献中提到的弱势群体,因为他们往往是最容易受到问题影响的。重点关注这些问题对于实现可持续发展目标至关重要,特别是在发展中国家,特别是在贫困、能源贫困和性别平等方面。因此,本文旨在利用2018-2020年TURKSTAT-SILC汇总的横截面数据,研究经济不稳定性对工作年龄女性能源贫困认知的影响。二元概率模型、多元概率模型和贝叶斯二元概率模型的研究结果表明,经济不稳定性对女性的能量贫困感知具有破坏性作用。此外,低效率的能源使用是影响女性对能源贫穷看法的一个重要因素。女性无力支付所需的住房费用增加了她们的能源贫困感。因此,政策制定者应该将社会福利政策和能源政策结合起来考虑,以解决女性的能源贫困问题,实现更可持续的未来。
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引用次数: 0
Impact of uncertainty on inflation forecast errors in Central and Eastern European countries 不确定性对中欧和东欧国家通胀预测误差的影响
Q2 ECONOMICS Pub Date : 2023-11-11 DOI: 10.1007/s40822-023-00237-9
Agata Kliber, Magdalena Szyszko, Mariusz Próchniak, Aleksandra Rutkowska
Abstract The question underlying the research problem addressed by this study concerns various factors, including uncertainty, that could affect forecast errors. Previous works, focusing mainly on world-leading economies, are inconclusive on how economic agents form inflation forecasts or why forecast errors occur. There is a gap in the empirical literature that needs to be filled. The analysis covers the 2016–2020 period and seven economies: Albania, Czechia, Hungary, Poland, Romania, Serbia, and Turkey. We verify whether forecast errors are driven by production, inflation, exchange rates, interest rates, oil prices, changes in the tone of the central bank’s releases and their uncertainty. We assess whether economic agents can process available information to present accurate inflation forecasts. The results suggest that neither consumers nor professionals do—they present inaccurate forecasts regularly. The results suggest that exchange rate volatility is the most important variable that positively affects forecast errors, followed by inflation and its volatility. This confirms (in most cases) a theoretical assumption that a stable environment is better for long-term development as lower inflation forecast errors allow for the optimization of economic decisions. The study implies that mechanisms supporting forecasting during turbulent times must be strengthened. It presents the set of variables that should be analyzed more carefully by consumers and professionals. In addition, central banks could provide more precise communication regarding the evolution of error drivers. Our results build on existing literature by explicitly linking macroeconomic uncertainty with forecast errors including for small open economies from Eurasia.
本研究解决的研究问题涉及各种因素,包括不确定性,这些因素可能影响预测误差。之前的研究主要集中在世界领先的经济体,在经济主体如何形成通胀预测或预测错误为何发生方面没有定论。实证文献中有一个空白需要填补。该分析涵盖了2016-2020年期间的七个经济体:阿尔巴尼亚、捷克、匈牙利、波兰、罗马尼亚、塞尔维亚和土耳其。我们验证预测误差是否由生产、通货膨胀、汇率、利率、油价、央行发布的语气变化及其不确定性驱动。我们评估经济主体是否能够处理现有信息以提出准确的通胀预测。结果表明,无论是消费者还是专业人士都不会——他们经常给出不准确的预测。结果表明,汇率波动率是影响预测误差的最重要变量,其次是通货膨胀率及其波动率。这证实了(在大多数情况下)一个理论假设,即稳定的环境更有利于长期发展,因为较低的通胀预测误差允许经济决策的优化。这项研究表明,必须加强在动荡时期支持预报的机制。它提出了一组变数,消费者和专业人士应该更仔细地分析这些变数。此外,中央银行可以就错误驱动因素的演变提供更精确的沟通。我们的结果建立在现有文献的基础上,明确地将宏观经济不确定性与预测误差联系起来,包括欧亚大陆的小型开放经济体。
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引用次数: 0
Impact of macroprudential policy on economic growth in Indonesia: a growth-at-risk approach 宏观审慎政策对印尼经济增长的影响:一种风险增长方法
Q2 ECONOMICS Pub Date : 2023-11-11 DOI: 10.1007/s40822-023-00236-w
Raluca Maran
Macroprudential policy yields important benefits in terms of preventing and mitigating systemic risk, but it can also have an impact on economic growth, particularly on the left tail of the growth distribution. In this context, policymakers need to consider the effects of macroprudential policies on the entire growth distribution, and not only on average growth. The growth-at-risk (GaR) approach represents a useful framework for such an assessment. This paper describes the use of the GaR method and illustrates its implementation for assessing the impact of macroprudential policy on GaR in Indonesia. As a first step, I select 26 macrofinancial variables that are relevant for the Indonesian economy and build three partitions that capture financial conditions, macrofinancial vulnerabilities and other relevant factors. Results from quantile regressions have important policy implications, suggesting that an early tightening of macroprudential policy would reduce downside risks to Indonesia’s gross domestic product (GDP) growth by increasing the resilience of the financial system. Results further show that a materialization of risk, stemming from either a loosening of financial conditions, an increase of macrofinancial vulnerabilities or a deterioration of the macroeconomic environment have important effects on Indonesia’s GDP growth distribution and particularly on the left tail of the distribution, which represents the GaR. Under each of these scenarios, a tightening or loosening of the macroprudential stance, depending on the underlying vulnerabilities, yields high benefits in terms of improving Indonesia’s GaR, which range from 0.06 and 0.14 percentage points.
宏观审慎政策在预防和减轻系统性风险方面具有重要的效益,但它也可能对经济增长产生影响,特别是对增长分布的左尾。在这种背景下,政策制定者需要考虑宏观审慎政策对整个增长分配的影响,而不仅仅是对平均增长的影响。风险增长(GaR)方法为这种评估提供了一个有用的框架。本文描述了GaR方法的使用,并说明了其实施情况,以评估印度尼西亚宏观审慎政策对GaR的影响。作为第一步,我选择了26个与印尼经济相关的宏观金融变量,并构建了三个分区,分别捕捉金融状况、宏观金融脆弱性和其他相关因素。分位数回归的结果具有重要的政策意义,表明早期收紧宏观审慎政策将通过提高金融体系的弹性来降低印尼国内生产总值(GDP)增长的下行风险。结果进一步表明,由金融条件放松、宏观金融脆弱性增加或宏观经济环境恶化引起的风险具体化,对印度尼西亚的GDP增长分布产生了重要影响,特别是对分布的左尾(即GaR)产生了重要影响。在每一种情况下,根据潜在的脆弱性,收紧或放松宏观审慎立场,在提高印尼的GaR方面都会产生很高的效益,其范围在0.06到0.14个百分点之间。
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引用次数: 0
Fiscal decentralization and income inequality in OECD countries: does shadow economy matter? 经合组织国家的财政分权与收入不平等:影子经济重要吗?
Q2 ECONOMICS Pub Date : 2023-11-01 DOI: 10.1007/s40822-023-00241-z
Cong Minh Huynh, Tan Loi Nguyen, Thi Huong Tra Lam
The impacts of fiscal decentralization on income inequality have been debated, especially they can depend on fiscal tools and other factors. This paper explores whether the allocation of government spending and tax revenue at different levels of government truly alleviates income inequality or inadvertently exacerbates it, considering the presence of the shadow economy – which operates outside formal channels. The study focuses on 23 OECD countries over the period 2002–2020 due to the significant surge in fiscal decentralization, and the growing concerns regarding rising income inequality and the shadow economy within OECD countries. Results show that: (i) tax revenue decentralization increases income inequality; (ii) expenditure decentralization significantly reduces income inequality; (iii) income inequality is positively affected by shadow economy; (iv) the shadow economy intensifies the detrimental effect of tax revenue decentralization on income equality, and it weakens the beneficial effect of expenditure decentralization on income equality; (v) the threshold is 18.53%, meaning that expenditure decentralization abates income inequality as long as the shadow economy is below this threshold, but above this level, expenditure decentralization exacerbates income inequality. These findings suggest that tax revenue decentralization may not be the silver bullet for combating income inequality, whereas expenditure decentralization holds promise when the shadow economy is controlled. These insights call for cautious policymaking in the realm of fiscal decentralization, particularly in the context of the shadow economy, to foster a more equitable future.
财政分权对收入不平等的影响一直存在争议,特别是它们可能取决于财政工具和其他因素。考虑到影子经济(在正规渠道之外运作)的存在,本文探讨了各级政府支出和税收的分配是否真正缓解了收入不平等,还是在无意中加剧了收入不平等。由于财政分权的大幅增加,以及对经合组织国家内部收入不平等加剧和影子经济日益增长的担忧,该研究重点关注了2002年至2020年期间23个经合组织国家。结果表明:(1)税收分权加剧了收入不平等;支出分权大大减少了收入不平等;(三)影子经济正向影响收入不平等;(四)影子经济加剧了税收分权对收入平等的不利影响,削弱了支出分权对收入平等的有利影响;(v)阈值为18.53%,即只要影子经济低于该阈值,支出分散化就会缓解收入不平等,但高于该阈值,支出分散化就会加剧收入不平等。这些发现表明,税收分权可能不是解决收入不平等问题的灵丹妙药,而在控制影子经济的情况下,支出分权则有希望。这些见解要求在财政分权领域,特别是在影子经济的背景下,谨慎地制定政策,以促进更公平的未来。
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引用次数: 0
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Eurasian Economic Review
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