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Stock market prediction, COVID-19 pandemic and neural networks: an SCG algorithm application 股市预测、COVID-19大流行与神经网络:SCG算法应用
Pub Date : 2023-04-28 DOI: 10.1108/econ-07-2022-0101
Himanshu Goel, B. K. Som
PurposeThis study aims to predict the Indian stock market (Nifty 50) by employing macroeconomic variables as input variables identified from the literature for two sub periods, i.e. the pre-coronavirus disease 2019 (COVID-19) (June 2011–February 2020) and during the COVID-19 (March 2020–June 2021).Design/methodology/approachSecondary data on macroeconomic variables and Nifty 50 index spanning a period of last ten years starting from 2011 to 2021 have been from various government and regulatory websites. Also, an artificial neural network (ANN) model was trained with the scaled conjugate gradient algorithm for predicting the National Stock exchange's (NSE) flagship index Nifty 50.FindingsThe findings of the study reveal that Scaled Conjugate Gradient (SCG) algorithm achieved 96.99% accuracy in predicting the Indian stock market in the pre-COVID-19 scenario. On the contrary, the proposed ANN model achieved 99.85% accuracy in during the COVID-19 period. The findings of this study have implications for investors, portfolio managers, domestic and foreign institution investors, etc.Originality/valueThe novelty of this study lies in the fact that are hardly any studies that forecasts the Indian stock market using artificial neural networks in the pre and during COVID-19 periods.
本研究旨在通过使用宏观经济变量作为从文献中确定的两个子时期的输入变量,即2019年冠状病毒病前(COVID-19)(2011年6月至2020年2月)和COVID-19期间(2020年3月至2021年6月),来预测印度股市(Nifty 50)。设计/方法/方法宏观经济变量和Nifty 50指数近十年(2011年至2021年)的二手数据来自各个政府和监管网站。此外,采用缩放共轭梯度算法训练人工神经网络(ANN)模型,用于预测美国国家证券交易所(NSE)旗舰指数Nifty 50。研究结果表明,缩放共轭梯度(SCG)算法在预测covid -19前情景下的印度股市时准确率达到96.99%。相反,在COVID-19期间,所提出的ANN模型的准确率达到99.85%。本研究的发现对投资者、投资组合经理、国内外机构投资者等都有影响。独创性/价值本研究的新颖之处在于,在COVID-19之前和期间,几乎没有任何研究使用人工神经网络预测印度股市。
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引用次数: 0
From Austrian theory of capital to dissent: Nicholas Kaldor, Friedrich A. Hayek and the way to disequilibrium 从奥地利资本理论到异议:尼古拉斯·卡尔多、弗里德里希·哈耶克与非均衡之路
Pub Date : 2023-04-11 DOI: 10.1108/econ-10-2022-0139
Keanu Telles
PurposeIn the early 1930s, Nicholas Kaldor could be classified as an Austrian economist. The author reconstructs the intertwined paths of Kaldor and Friedrich A. Hayek to disequilibrium economics through the theoretical deficiencies exposed by the Austrian theory of capital and its consequences on equilibrium analysis.Design/methodology/approachThe author approaches the discussion using a theoretical and historical reconstruction based on published and unpublished materials.FindingsThe integration of capital theory into a business cycle theory by the Austrians and its shortcomings – e.g. criticized by Piero Sraffa and Gunnar Myrdal – called attention to the limitation of the theoretical apparatus of equilibrium analysis in dynamic contexts. This was a central element to Kaldor’s emancipation in 1934 and his subsequent conversion to John Maynard Keynes’ The General Theory of Employment, Interest, and Money (1936). In addition, it was pivotal to Hayek’s reformulation of equilibrium as a social coordination problem in “Economics and Knowledge” (1937). It also had implications for Kaldor’s mature developments, such as the construction of the post-Keynesian models of growth and distribution, the Cambridge capital controversy, and his critique of neoclassical equilibrium economics.Originality/valueThe close encounter between Kaldor and Hayek in the early 1930s, the developments during that decade and its mature consequences are unexplored in the secondary literature. The author attempts to construct a coherent historical narrative that integrates many intertwined elements and personas (e.g. the reception of Knut Wicksell in the English-speaking world; Piero Sraffa’s critique of Hayek; Gunnar Myrdal’s critique of Wicksell, Hayek, and Keynes; the Hayek-Knight-Kaldor debate; the Kaldor-Hayek debate, etc.) that were not connected until now by previous commentators.
在20世纪30年代初,尼古拉斯·卡尔多可以被归类为奥地利经济学家。通过奥地利资本理论暴露出的理论缺陷及其对均衡分析的影响,重构卡尔多与哈耶克走向非均衡经济学的交织路径。设计/方法/途径作者基于已出版和未出版的材料,通过理论和历史的重构来进行讨论。奥地利学派将资本理论整合到经济周期理论中,以及其不足之处——例如受到皮耶罗·斯拉法和贡纳尔·默达尔的批评——引起了人们对动态背景下均衡分析理论工具局限性的关注。这是卡尔多在1934年获得解放以及随后皈依约翰·梅纳德·凯恩斯的《就业、利息和货币通论》(1936)的核心因素。此外,它对哈耶克在《经济学与知识》(1937)中将均衡重新表述为社会协调问题起到了关键作用。它还对卡尔多的成熟发展产生了影响,比如后凯恩斯主义增长和分配模型的构建、剑桥资本争议以及他对新古典均衡经济学的批评。卡尔多和哈耶克在20世纪30年代初的亲密接触,在那十年中的发展及其成熟的后果是次要文献中未探讨的。作者试图构建一个连贯的历史叙事,整合了许多相互交织的元素和人物(例如,克努特·威克塞尔在英语世界的接受;皮耶罗·斯拉法对哈耶克的批判;贡纳·默达尔对维克塞尔、哈耶克和凯恩斯的批判;哈耶克-奈特-卡尔多之争;卡尔多-哈耶克辩论等),直到现在才被之前的评论员联系起来。
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引用次数: 1
Yellow corn wholesale price forecasts via the neural network 通过神经网络预测黄玉米批发价格
Pub Date : 2023-04-04 DOI: 10.1108/econ-05-2022-0026
Xiaojie Xu, Yun Zhang
PurposeForecasts of commodity prices are vital issues to market participants and policy makers. Those of corn are of no exception, considering its strategic importance. In the present study, the authors assess the forecast problem for the weekly wholesale price index of yellow corn in China during January 1, 2010–January 10, 2020 period.Design/methodology/approachThe authors employ the nonlinear auto-regressive neural network as the forecast tool and evaluate forecast performance of different model settings over algorithms, delays, hidden neurons and data splitting ratios in arriving at the final model.FindingsThe final model is relatively simple and leads to accurate and stable results. Particularly, it generates relative root mean square errors of 1.05%, 1.08% and 1.03% for training, validation and testing, respectively.Originality/valueThrough the analysis, the study shows usefulness of the neural network technique for commodity price forecasts. The results might serve as technical forecasts on a standalone basis or be combined with other fundamental forecasts for perspectives of price trends and corresponding policy analysis.
商品价格预测对市场参与者和决策者来说是至关重要的问题。考虑到玉米的战略重要性,玉米也不例外。在本研究中,作者评估了2010年1月1日至2020年1月10日期间中国黄玉米每周批发价格指数的预测问题。设计/方法/方法采用非线性自回归神经网络作为预测工具,评估不同模型设置在算法、延迟、隐藏神经元和数据分割比率等方面的预测性能,得出最终模型。最后的模型相对简单,结果准确稳定。其中训练、验证和测试的相对均方根误差分别为1.05%、1.08%和1.03%。通过分析,研究表明了神经网络技术在商品价格预测中的实用性。这些结果可以单独作为技术预测,也可以与其他基本预测结合起来作为价格趋势前景和相应的政策分析。
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引用次数: 8
Investor reaction to ESG news sentiment: evidence from South Africa 投资者对ESG新闻情绪的反应:来自南非的证据
Pub Date : 2023-03-21 DOI: 10.1108/econ-09-2022-0126
Kingstone Nyakurukwa, Yudhvir Seetharam
PurposeUtilising a database that distinctly classifies firm-level ESG (environmental, social and governance) news sentiment as positive or negative, the authors examine the information flow between the two types of ESG news sentiment and stock returns for 20 companies listed on the Johannesburg Stock Exchange between 2015 and 2021.Design/methodology/approachThe authors use Shannonian transfer entropy to examine whether information significantly flows from ESG news sentiment to stock returns and a modified event study analysis to establish how stock prices react to changes in the two types of ESG sentiment.FindingsUsing Shannonian transfer entropy, the authors find that for the majority of the companies studied, information flows from the positive ESG news sentiment to stock returns while only a minority of the companies exhibit significant information flow from negative ESG news sentiment to returns. Furthermore, the study’s findings show significantly positive (negative) abnormal returns on the event date and beyond for both upgrades and downgrades in positive ESG news sentiment.Originality/valueThis study is among the first in an African context to investigate the impact of ESG news sentiment on stock market returns at high frequencies.
利用一个将公司层面的ESG(环境、社会和治理)新闻情绪明确分类为积极或消极的数据库,作者研究了2015年至2021年间在约翰内斯堡证券交易所上市的20家公司的两种ESG新闻情绪和股票回报之间的信息流。设计/方法/方法作者使用山农转移熵来检验信息是否显著地从ESG新闻情绪流向股票回报,并使用修正事件研究分析来确定股价如何对两种类型的ESG情绪变化做出反应。利用山农转移熵,作者发现,对于大多数被研究的公司来说,信息从积极的ESG新闻情绪流向股票回报,而只有少数公司表现出从消极的ESG新闻情绪到回报的显著信息流。此外,研究结果显示,对于积极的ESG新闻情绪,无论是评级上调还是评级下调,在事件当日及之后都会产生显著的正(负)异常回报。原创性/价值本研究是首次在非洲背景下调查ESG新闻情绪对高频股票市场回报的影响。
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引用次数: 2
Economics as a rhetorical language game 经济学是一种修辞的语言游戏
Pub Date : 2023-03-09 DOI: 10.1108/econ-11-2022-0161
Raquel Mesquita Almeida
PurposeThis paper aims to argue that Economics is not a neutral science.Design/methodology/approachPost-structuralist perspective of Lyotard (1984), alongside the Pragmatics of Searle (1979) and Travis (1981) are useful for analyzing enunciations in mainstream Economics.FindingsEconomists use illocutionary acts expressed in formal language to achieve perlocutionary effects. Because of the importance attached to objectivity in mainstream Economics, the use of artificial languages is preferred to natural language. However, formal language is preferred regarding its perlocutionary effects on economists' community.Originality/valueThis paper puts together the Continental and the Analytical Philosophy and show, in an original manner, how their intersections and how they can be useful to better understand the epistemology of Economics.
本文旨在论证经济学不是一门中立的科学。设计/方法论/方法Lyotard(1984)的后结构主义视角,以及Searle(1979)和Travis(1981)的语用学对分析主流经济学中的表述很有用。经济学家使用以正式语言表达的言外行为来达到言外效果。由于主流经济学对客观性的重视,人工语言的使用比自然语言更受青睐。然而,就其对经济学家群体的行为影响而言,形式语言更受青睐。原创性/价值本文将大陆哲学和分析哲学结合在一起,以一种新颖的方式展示它们之间的交集,以及它们如何有助于更好地理解经济学的认识论。
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引用次数: 0
Mobility prospects and preferences for redistribution in Latin America 拉丁美洲的流动性前景和再分配偏好
Pub Date : 2022-12-30 DOI: 10.18800/economia.202202.001
Evelin Lasarga, Martín Leiter
The present paper aims to provide evidence about the POUM hypothesis (prospects of upward mobility) in Latin America. It postulates that preferences for redistribution decrease with the prospects of upward mobility of individuals, given that in a possible economic improvement they would be harmed by redistribution. The case of Latin America is analyzed for the period 2009-2018, which has registered changes in inequality and intragenerational mobility in part, due to redistributive policies in the past decade. For this, data from Latinobarómetro and the Probit-Adapted OLS methodology are used. The results support the POUM hypothesis, unlike what the studies carried out for previous periods obtain, in another context of inequality and mobility in Latin America. In addition, suggestive results are obtained about the influence of intergenerational mobility, religiosity, ideology and institutional quality on preferences for redistribution. It should be noted that these results vary according to the country.
本文旨在为拉丁美洲的POUM假说(向上流动的前景)提供证据。它假定对再分配的偏好随着个人向上流动的前景而减少,因为在可能的经济改善中,他们将受到再分配的损害。本研究分析了2009年至2018年期间拉丁美洲的情况,在一定程度上,由于过去十年的再分配政策,该地区的不平等和代际流动性发生了变化。为此,使用了Latinobarómetro的数据和probit - adaptive OLS方法。在拉丁美洲的不平等和流动性的另一个背景下,研究结果支持POUM假设,与之前的研究不同。此外,关于代际流动性、宗教信仰、意识形态和制度质量对再分配偏好的影响也得到了启发式的结果。应该指出的是,这些结果因国家而异。
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引用次数: 0
Women Empowerment and Demand for Sexual and Reproductive Health Services 赋予妇女权力和对性健康和生殖健康服务的需求
Pub Date : 2022-12-30 DOI: 10.18800/economia.202202.005
Pedro Francke, Diego Quispe-Ortogorin
We analyze the effect of women's empowerment on their demand for reproductive and sexual health services. In particular, we explore their use of modern contraceptive methods, if the women have had an HIV screening and if they have made a health consultation after experiencing symptoms of sexually transmitted infections. We calculate four women empowerment indexes, proxies to the economic dimension of empowerment, the freedom of movement to visit family or friends, the respect of their couple to their opinions, wishes and rights, and the ability of women to decide about their health. We found that freedom of movement for women at a medium level increases the probability of using modern contraceptive methods as well as screening for HIV/AIDS and that the couple's respect for the views and rights of women positively influences the use of modern contraceptive methods. However, women´s autonomy to make decisions regarding their health is the empowerment indicator with the most robust results on the use of sexual and reproductive health services, increasing the probability of using modern contraceptive methods and consulting for STI symptoms.
我们分析了赋予妇女权力对她们对生殖和性健康服务需求的影响。我们特别调查了她们使用现代避孕方法的情况,以及她们是否接受过艾滋病毒检查,以及她们是否在出现性传播感染症状后进行过健康咨询。我们计算了四项妇女赋权指数,分别代表赋权的经济维度、探亲访友的行动自由、夫妇对她们的意见、愿望和权利的尊重,以及女性决定自己健康的能力。我们发现,中等程度的行动自由增加了妇女使用现代避孕方法以及进行艾滋病毒/艾滋病筛查的可能性,夫妇尊重妇女的意见和权利对现代避孕方法的使用产生了积极影响。然而,妇女自主作出有关其健康的决定是赋权指标,在使用性健康和生殖健康服务方面取得了最有力的成果,增加了使用现代避孕方法和咨询性传播感染症状的可能性。
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引用次数: 0
Healthcare expenditure, good governance and human development 保健支出、善政和人的发展
Pub Date : 2022-12-16 DOI: 10.1108/econ-06-2022-0072
Banna Banik, C. Roy, R. Hossain
PurposeThis study aims to investigate the consequence of the quality of governance (QoG) in moderating the effect of healthcare spending on human development.Design/methodology/approachThe authors employ a two-step Windmeijer finite sample-corrected system-generalized method of moments (sys-GMM) estimation technique on a panel dataset of 161 countries from 2005 to 2019. The authors use healthcare expenditure as the main explanatory variable and the Human Development Index (HDI) as the dependent variable and also consider voice and accountability (VnA), political stability and absence of terrorism (PSnAT), governance effectiveness (GoE), regulatory quality (ReQ), rules of law (RLaw) and control of corruption (CoC) dimensions of governance indicators as proxies of good governance. The authors develop a new measure of good governance from these six dimensions of governance using principal component analysis (PCA).FindingsThe authors empirically revealed that allocating more healthcare support alone is insufficient to improve human development. Individually, PSnAT has the highest net positive effect on health expenditure that helps to increase human welfare. Further, the corresponding interaction effect between expenditure and the Good Governance Index (GGI) is negative but insignificant for low-income countries (LICs); negative and statistically significant for sub-Saharan African (SSA) economies and positive but insignificant for South Asian nations.Originality/valueThis study is an in-depth analysis of how governance impacts the effectiveness of healthcare expenditure to ensure higher human development, particularly in a large panel of 161 countries. The authors have developed a new index of good governance and later extended the analysis by separating countries based on the income level and geographical location, which are utterly absent in existing literature.
目的本研究旨在探讨治理质量(QoG)在调节医疗保健支出对人类发展的影响中的作用。作者对2005年至2019年161个国家的面板数据集采用了两步Windmeijer有限样本校正系统广义矩量法(sys-GMM)估计技术。作者将医疗保健支出作为主要解释变量,将人类发展指数(HDI)作为因变量,并将话语权和问责制(VnA)、政治稳定和无恐怖主义(PSnAT)、治理有效性(GoE)、监管质量(ReQ)、法治(RLaw)和腐败控制(CoC)维度作为善治指标的代理。作者利用主成分分析(PCA)从治理的这六个维度开发了一种新的衡量良好治理的方法。研究结果:作者的经验表明,仅仅分配更多的医疗保健支持不足以改善人类发展。就个人而言,PSnAT对有助于提高人类福利的保健支出具有最大的净积极影响。此外,支出与良好治理指数(GGI)之间的相应交互效应为负,但在低收入国家(lic)不显著;对撒哈拉以南非洲(SSA)经济体来说是负的,在统计上显著;对南亚国家来说是正的,但不显著。原创性/价值本研究深入分析了治理如何影响医疗保健支出的有效性,以确保更高的人类发展,特别是在161个国家的大型小组中。作者开发了一种新的良好治理指数,后来通过根据收入水平和地理位置将国家分开来扩展分析,这在现有文献中是完全没有的。
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引用次数: 0
Intergovernmental transfers to the Brazilian unified health system and party alignment 向巴西统一卫生系统和政党结盟的政府间转移
Pub Date : 2022-08-08 DOI: 10.1108/econ-05-2022-0014
V. F. Orellano, Taís Cardoso Tellini
PurposeThis study investigates the impact of political alignment on intergovernmental transfers to the Brazilian unified health system (SUS). The authors analyzed both automatic transfers based on pre-established rules and discretionary transfers, using two criteria of political alignment between mayors and the central government.Design/methodology/approachFor the empirical analysis the authors used regression-discontinuity design (RDD) and the outcomes of close elections between 2001 and 2017.FindingsThe results indicate positive and statistically significant effects of party alignment on the two transfer categories, especially discretionary transfers, but also on transfers based on pre-established rules. The effect of direct party alignment, when mayors and the president are from the same party, is greater than that resulting from coalitions established in municipal and federal elections.Research limitations/implicationsThe positive effect of party alignment was found both in discretionary transfers (those that do not have previously established rules) and some non-discretionary transfers (although they have previously defined regulations). A part of these regulations depends on production capacity and on taking part in programs promoted by the central government, which may produce entropy in the financing system, and a margin to benefit political allies. In the case of the SUS system, it is possible that this entropy is greater in the basic health care category than in the moderate and high complexity one, allowing a higher margin for discretion in transfers allocated to the former. Stricter rules associated to basic health care transfers would be desirable.Practical implicationsIn Brazil, stricter rules and monitoring associated to basic healthcare intergovernmental transfers would be desirable.Social implicationsThe results may inspire some improvement in the mechanisms that govern the distribution of resources to basic healthcare in Brazil, improving social welfare by improving social justice in the distribution of resources to basic healthcare.Originality/valueThe authors does not know any other study about the impact of party alignment on the distribution of intergovernmental transfers to the Brazilian unified health system.
目的本研究调查了政治联盟对政府间转移到巴西统一卫生系统(SUS)的影响。作者使用市长和中央政府之间的政治联盟的两个标准,分析了基于预先建立的规则的自动转移和自由裁量转移。设计/方法/方法对于实证分析,作者使用了回归不连续设计(RDD)和2001年至2017年之间的密切选举结果。研究结果表明,政党结盟对两类转移支付,尤其是自由裁量转移支付,以及基于预先建立的规则的转移支付都有显著的积极影响。当市长和总统来自同一政党时,直接政党结盟的效果比在市政和联邦选举中建立联盟的效果更大。研究的局限性/启示政党结盟的积极影响在自由裁量转移(那些没有先前建立规则的转移)和一些非自由裁量转移(尽管它们先前已经定义了法规)中都被发现。这些规定的一部分取决于生产能力和参与中央政府推动的计划,这可能会在融资系统中产生熵,并有利于政治盟友。在单一系统的情况下,基本医疗保健类别的熵可能大于中等和高度复杂性类别,从而允许在分配给前者的转移方面有更高的自由裁量余地。与基本卫生保健转移有关的更严格规则是可取的。在巴西,与基本医疗政府间转移有关的更严格的规则和监测将是可取的。社会意义研究结果可能会启发改进巴西基本医疗资源分配机制,通过提高基本医疗资源分配的社会公正来改善社会福利。原创性/价值作者不知道任何其他关于政党结盟对巴西统一卫生系统政府间转移分配影响的研究。
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引用次数: 0
Some Long-Run Correlations of Inflation in Developed Countries 发达国家通货膨胀的一些长期相关性
Pub Date : 2022-08-01 DOI: 10.18800/economia.202201.001
K. West, T. Cao
Using 100+ years of data from 18 developed countries, we use a frequency domain technique to compute “long-run” correlations between inflation on the one hand and money growth and nominal interest rates on the other. The estimated long-run correlations are almost always positive. Their magnitude is relatively substantial for money growth, more modest for interest rates. We conclude that some traditional propositions about monetary neutrality are broadly consistent with the data.
使用来自18个发达国家100多年的数据,我们使用频域技术来计算通货膨胀与货币增长和名义利率之间的“长期”相关性。估计的长期相关性几乎总是正的。就货币增长而言,它们的幅度相对较大,而就利率而言则较为温和。我们的结论是,一些关于货币中性的传统命题与数据大致一致。
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引用次数: 1
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