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Digitalization in state financial risk management 国家财政风险管理的数字化
O. Arkadeva, N. Berezina
The purpose of the study was to identify the main trends in the development of digitalization processes in the field of public administration. At the initial stage of the digitalization process in the Russian Federation, public services became more accessible to society, but this process was accompanied by the growth of structures involved in servicing technologies. Further development has focused on technologies that increase the efficiency of budget revenue administration, and financial risk management has become more perceived in the context of tax administration. The main research methods were general scientific methods - analysis and synthesis, induction and deduction; the comparative method was also used. As a result of their application, based on the study and generalization of scientific and official sources, the key dangers of the development of information technologies for financial risk management at the present stage were identified. They include the conflict between the activities of the state as a regulator and as an economic entity. Management of risks associated with the formation, distribution, redistribution and use of centralized funds to ensure the functions of public authorities and the implementation of public administration and regulation of activities, in some cases, contradicts the goals, tools and measures of risk management associated with the formation of additional resources for the economy and ensuring the stability of the financial system. The study indicated that the digitalization of the general government includes processes and measures that can both strengthen and undermine trust in the government and, as a result, influence the public's response to emerging risks. The pandemic has exacerbated the existing negative trends in the development of digitalization processes, as a result of which the use of digital technologies to overcome the consequences of financial risks in itself can generate new risks.
该研究的目的是确定公共行政领域数字化进程发展的主要趋势。在俄罗斯联邦数字化进程的初始阶段,社会更容易获得公共服务,但这一进程伴随着服务技术结构的增长。进一步发展的重点是提高预算收入管理效率的技术,财政风险管理在税务管理方面已得到更多的认识。主要的研究方法是一般的科学方法——分析与综合、归纳与演绎;还采用了比较法。由于它们的应用,在对科学和官方来源进行研究和概括的基础上,确定了现阶段信息技术发展对金融风险管理的主要危险。它们包括国家作为监管者和作为经济实体的活动之间的冲突。管理与集中资金的形成、分配、再分配和使用有关的风险,以确保公共当局的职能,并实施公共行政和管理活动,在某些情况下,与为经济形成额外资源和确保金融体系稳定有关的风险管理的目标、工具和措施相矛盾。该研究表明,一般政府的数字化包括既可以加强也可以破坏对政府的信任的过程和措施,从而影响公众对新出现的风险的反应。疫情加剧了数字化进程发展中现有的消极趋势,因此,利用数字技术克服金融风险的后果本身就可能产生新的风险。
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引用次数: 1
Sustainable economic growth in Vietnam: challenges and opportunities of the coronavirus pandemic 越南经济可持续增长:冠状病毒大流行的挑战与机遇
L. Guzikova, Thi Hong Van Lo, T. Nguyen
The article represents the experience of Vietnam in the fight against coronavirus and the impact of the COVID-19 pandemic on the country's economy. Historical and logical methods are applied to examine the spread of coronavirus in Vietnam and the government's response to the pandemic. The approach used by the authors us based on the sustainable development concept and distinguishing the concepts of sustainable economic growth and sustainable economic development. The main attention is paid to the analysis of the reasons to allowed Vietnam's quick taking control over the epidemic situation in the country. Based on the materials of international organisations and data from the General Statistics Office of Vietnam, the impact of the pandemic on industry is estimated in terms of its structure. The important roles of the national innovation system and the achievements in digital transformation are revealed in the fight against coronavirus. The opportunities and chanllenges for Vietnam to achieve sustainable economic growth and to join the group of new industrial countries after the coronavirus pandemic are proven on the basis of the Vietnam Research Institute's of the Bank for Investment and Development data and of the World Monetary Fund's forecasts about the prospects of Vietnam's economic growth. By comparison of industrial production for the first six months of 2020 and for the similar period of 2019 the limitations in the development of manufacturing industry are disclosed. The conclusions are made about the resistance of Vietnamese economy and its growth opportunity during and after the coronavirus pandemic. The results of the investigation may be used by researchers studying the problems of economic development and by policy-makers involved in economic planning of developing countries.
这篇文章代表了越南抗击新冠肺炎疫情的经验以及新冠肺炎疫情对越南经济的影响。运用历史和逻辑的方法来研究冠状病毒在越南的传播和政府对大流行的反应。本文采用的方法是在可持续发展观的基础上,区分可持续经济增长和可持续经济发展的概念。重点分析了越南迅速控制国内疫情的原因。根据国际组织的资料和越南总统计局的数据,从结构方面估计了疫情对工业的影响。国家创新体系和数字化转型成果在抗击新冠肺炎疫情中发挥重要作用。根据越南研究所的投资开发银行数据和世界货币基金组织对越南经济增长前景的预测,越南在冠状病毒大流行后实现可持续经济增长并加入新工业国家集团的机遇和挑战得到了证明。通过对2020年前6个月和2019年同期工业生产的比较,揭示了制造业发展的局限性。得出了越南经济在冠状病毒大流行期间和之后的抵抗力和增长机会的结论。调查结果可供研究经济发展问题的研究人员和参与发展中国家经济计划的决策者使用。
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引用次数: 1
Financial Support for Business Entities in the City of Sevastopol 对塞瓦斯托波尔市商业实体的财政支持
E. Piskun, E. Chaykina, S. Tarasenko, V. Khokhlov
Stable financial activities of organizations directly affect the sustainable development of the region. Based on statistical material, it is shown that the business structures of the city of Sevastopol are developing inefficiently. The main reasons are: lack of own financial resources, poor access to borrowed sources of financing, low investment attractiveness of the region due to the sanctions regime. In Sevastopol, credit organizations are not ready to actively finance legal entities - residents and individual entrepreneurs. The cost of credit resources is constantly decreasing, which is associated with a decrease in the discount rate of the Central Bank of the Russian Federation, but they still remain too expensive for business entities - banking clients. Therefore, it is advisable not to stop the program of preferential lending, including subsidizing the cost of paying interest on loans, but to improve it in terms of resolving issues regarding the legislative support of the size of budget support for lending, simplifying the access of business entities to preferential loansIt should not be forgotten that today, during the period of struggle in the country with the spread of coronavirus infection, the financial situation of individuals and legal entities has deteriorated sharply. The drop in revenue, the growth of counterparty defaults - all this will make it difficult for organizations to access cheaper bank loans. At the same time, for companies seriously affected by the crisis, interest rates on loans at some banks may even increase. There are a number of projects in the city within the framework of state programs, but the opacity of tender procedures and the inadequate mechanisms of their financing, including from budget sources, do not allow regional organizations to participate in their implementation.
组织稳定的财务活动直接影响区域的可持续发展。根据统计资料,表明塞瓦斯托波尔市的商业结构发展效率低下。主要原因是:缺乏自己的财政资源,难以获得借来的资金来源,由于制裁制度,该区域的投资吸引力较低。在塞瓦斯托波尔,信贷组织不准备积极为法人实体- -居民和个体企业家提供资金。信贷资源的成本不断下降,这与俄罗斯联邦中央银行的贴现率下降有关,但对商业实体- -银行客户来说,信贷资源的成本仍然太高。因此,不应停止优惠贷款计划,包括补贴贷款利息成本,而应在解决预算支持贷款规模的立法支持、简化企业获得优惠贷款的途径等问题上加以改进。不应忘记,今天,在国家与冠状病毒感染蔓延作斗争的时期,个人和法人的财务状况急剧恶化。收入的下降、交易对手违约的增加——所有这些都将使企业难以获得更便宜的银行贷款。与此同时,对于受危机严重影响的公司,一些银行的贷款利率甚至可能会上升。在国家计划的框架内,该市有一些项目,但招标程序的不透明和融资机制的不充分,包括预算来源,不允许区域组织参与其实施。
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引用次数: 0
Application of a Preventive Company Readiness Regime in Case of Uncertainty 在不确定情况下预防性公司准备制度的应用
A. Ivanus, V. Nevezhin, E. Piskun, Ekaterina Sharma
Any enterprise, regardless of the industry in which it operates, is exposed to both internal and external factors that can provoke its transition to an unfavorable situation. Thus, the enterprise should be ready for any kind of changes, associated with both internal and external influences, including uncertain ones. At the same time, the company should strive to get out of the current unfavorable situation within the shortest possible period of time. The article provides a variant of transition of the enterprise to the state of so-called "maximum readiness", in which it will feel comfortable in the event of external uncertainty. The concept of enterprise management in this situation is offered. Thereunder, the analysis of financial and economic indicators of a number of well-known Russian enterprises that belong to the same field of activity - the automotive industry has been carried out. The choice of this industry and its economic and social indicators is not accidental, since this industry represents a fairly large-scale segment of production, and it is simply not possible to avoid and neglect the influence of various macroeconomic factors on it. These indicators were considered from the point of view of the possibility of applying to them the state of maximum readiness in conditions of uncertainty. This approach allows to adapt the state of the enterprise and, accordingly, to maintain or increase its stable position in the market upon the availability of uncertainty factors. The proposed concept can be recommended for many firms and enterprises that are innovation-oriented, since they are usually the ones that are adversely affected by external uncertainty factors.
任何企业,无论其经营的是哪个行业,都会受到内部和外部因素的影响,这些因素可能会促使其转变为不利的局面。因此,企业应该准备好应对任何类型的变化,包括与内部和外部影响相关的变化,包括不确定的变化。同时,公司应努力在最短的时间内摆脱目前的不利局面。本文提供了企业向所谓的“最大准备”状态过渡的一种变体,在这种状态下,如果发生外部不确定性,企业将感到舒适。提出了这种情况下的企业管理理念。在此基础上,对属于同一活动领域-汽车工业的一些知名俄罗斯企业的财务和经济指标进行了分析。这个行业及其经济社会指标的选择并不是偶然的,因为这个行业代表了相当大规模的生产环节,各种宏观经济因素对它的影响是不可能避免和忽视的。从在不确定条件下对这些指标适用最高准备状态的可能性的角度来考虑这些指标。这种方法允许调整企业的状态,并相应地根据不确定因素的可用性保持或增加其在市场中的稳定地位。所提出的概念可以推荐给许多以创新为导向的公司和企业,因为它们通常是受外部不确定性因素不利影响的公司和企业。
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引用次数: 0
Research Into The Level of Sustainable Development in The Middle East 中东地区可持续发展水平研究
E. Solovyova, Tatiana Bogdanova
This article focuses on the concept of sustainable development in the Middle East using the fuzzy sets method, taking into account cultural, historical, social, economic, and political factors, as well as the presence of stable national traditions. The Middle East region is the largest supplier not only of oil and gas, but also of high-tech solutions in various fields: from military equipment to agriculture. The potential of the Middle East countries has a significant impact on global processes, affecting economic, social and environmental trends, which leads to the need to study the processes of sustainable development of the countries of this region. The use of quantitative methods such as the fuzzy sets approach in the analysis of the development of countries and the region as a whole, takes into account modern processes of digitalization and allows us to systematize the criteria and results of the study, tracking changes and analysing trends and forecasts. These indicators for the development of the Middle East enables national strategies for sustainable development to be developed, both for individual countries in the region and for the global community as a whole. The purpose of this study is to assess the level of sustainable development of Middle Eastern countries in the context of digitalization of the economy on the basis of a fuzzy sets approach. As part of the study, the criteria for the sustainable development of the Middle East countries were systematized in three directions in accordance with the global concept of sustainable development (economic, social, and environmental directions), five criteria (indicators) in each direction. After applying a fuzzy-multiple approach to calculate the level of sustainable development of countries in each direction, a rating of countries in the Middle East in accordance with the level of sustainable development was formed.
本文主要利用模糊集的方法来研究中东地区的可持续发展概念,考虑到文化、历史、社会、经济和政治因素,以及稳定的民族传统的存在。中东地区不仅是石油和天然气的最大供应商,也是从军事装备到农业等各个领域高科技解决方案的最大供应商。中东国家的潜力对全球进程产生重大影响,影响到经济、社会和环境趋势,因此需要研究该区域各国的可持续发展进程。在分析国家和整个地区的发展时,使用模糊集方法等定量方法,考虑到现代数字化进程,使我们能够将研究的标准和结果系统化,跟踪变化并分析趋势和预测。中东发展的这些指标使得能够为该区域的个别国家和整个全球社会制定可持续发展的国家战略。本研究的目的是基于模糊集方法评估经济数字化背景下中东国家的可持续发展水平。作为研究的一部分,根据全球可持续发展概念(经济、社会和环境方向),将中东国家的可持续发展标准分为三个方向进行系统化,每个方向有五个标准(指标)。采用模糊多元法对各方向各国的可持续发展水平进行计算后,形成了中东地区各国可持续发展水平的评级。
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引用次数: 0
Artificial neural network model for managing bank capital 银行资金管理的人工神经网络模型
A. Kulachinskaya, N. Lomakin, M. Maramygin, Tatyana Kuzmina
The paper considers the theoretical foundations for the use of artificial intelligence systems for managing bank capital. By growth rates of assets of a commercial bank, one can judge about its success and competitiveness. However, any activity of a bank is associated with the risk of growth, and, depending on a size of the bank, the parameters under consideration will differ. The aim of the study is to develop a neural network model to ensure the capital management of a commercial bank. The results obtained represent an increment in scientific knowledge, since the developed neural network algorithm provides a contribution to the scientific field regarding the use of artificial intelligence systems in solving problems in the banking sector. The hypothesis was advanced and proved that the neural network model "Kohonen Map" can be used to forecast the asset growth. Thus, for example, with the input parameters of the model: asset in 2018 - 26972302745 thousand rubles and asset in 2019 - 27735034904 thousand rubles, the projected value of growth in Sberbank's assets for the next year will be 2.8%, which coincides with the actual growth of the current year. A VaR model has been developed to assess the financial risk of building up a bank asset. The obtained value of X(1) = -4131299748 thousand rubles indicates that in the next year, the growth of assets will not exceed the value of -4131299748 thousand rubles with a 99% probability. And X(5) indicates that over the next five years, the decrease in assets will not fall below -9237867073.53 thousand rubles with a probability of 99%.
本文考虑了使用人工智能系统管理银行资本的理论基础。通过商业银行的资产增长率,可以判断其成功与否和竞争力。然而,银行的任何活动都与增长风险有关,而且,根据银行规模的不同,所考虑的参数也会有所不同。研究的目的是建立一个神经网络模型,以保证商业银行的资本管理。所获得的结果代表了科学知识的增长,因为开发的神经网络算法为科学领域提供了关于使用人工智能系统解决银行业问题的贡献。提出了假设,并证明了神经网络模型“Kohonen Map”可以用于预测资产增长。因此,以模型的输入参数为例:2018年的资产- 2697230274.5万卢布,2019年的资产- 27735034904万卢布,俄罗斯联邦储蓄银行明年的资产增长率预计为2.8%,与当年的实际增长率一致。已经开发了一个VaR模型来评估建立银行资产的财务风险。得到的值X(1) = -4131299748万卢布表示下一年,资产的增长有99%的概率不会超过-4131299748万卢布。X(5)表示在未来五年内,资产的减少不会低于-9237867073.53万卢布,概率为99%。
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引用次数: 1
Analyzing the trends in the digital economy and the factors of industrial clustering 分析数字经济发展趋势及产业集聚因素
A. Babkin, L. Tashenova, O. Smirnova, D. Burkaltseva
Today the digital economy makes a considerable contribution to the world economy and the economies of individual countries and is reasonably one of the priority ways for the development of the former. Correspondingly, it is important to determine the tendencies in the digital economy, which will define the global trends in the immediate and distant future. One of the objectives of the study is an attempt of the authors to define the development trends of the digital economy based on the research of scientometrical indicators. In addition, the authors systematized the externalities and internalities of the industrial clustering processes. The object of the research is the digitalization processes both in Russia and abroad, and the factors that affect economic clustering. The research is aimed at defining the role of the digital economy in modern processes of global transformation, revealing the development trends of the digital economy based on the study of scientometric databases, as well as analyzing and classifying the economic clustering factors, including: economic, scientific and technological, institutional, geographic, global and legislativel.The methods used at various stages of the research include the methods of mathematical statistics, correlation-regression analysis, expert methods, as well as classifications, a comparative literature review, and correlation of the data obtained by Russian and foreign authors. The authors note that interest in the digital economy grows every year and currently this growth is exponential. In the scientific article authors describe the areas and programs of development of the digital economy in Russia and in some foreign countries. It is highlighted that most of the research in the digital economy is dedicated to digital technology application. Based on the analysis of the scientometric databases of the Russian Science Citation Index (RSCI) and Scopus, the development trends of the digital economy were shown.
今天,数字经济对世界经济和各国经济做出了相当大的贡献,并合理地成为前者发展的优先途径之一。相应地,确定数字经济的趋势也很重要,这将决定近期和遥远未来的全球趋势。本文的研究目标之一是试图在科学计量指标研究的基础上界定数字经济的发展趋势。此外,本文还对产业集群过程的外部性和内部性进行了系统分析。研究的对象是俄罗斯和国外的数字化进程,以及影响经济集群的因素。本研究旨在界定数字经济在现代全球转型过程中的作用,在科学计量数据库研究的基础上揭示数字经济的发展趋势,并对经济集群因素进行分析和分类,包括:经济集群、科技集群、制度集群、地理集群、全球集群和立法集群。在研究的各个阶段使用的方法包括数理统计、相关回归分析、专家方法、分类、比较文献审查和俄罗斯和外国作者获得的数据的相关性。作者指出,对数字经济的兴趣每年都在增长,目前这种增长是指数级的。在这篇科学文章中,作者描述了俄罗斯和一些外国数字经济发展的领域和计划。值得强调的是,大多数数字经济研究都致力于数字技术的应用。通过对俄罗斯科学引文索引(RSCI)和Scopus等科学计量数据库的分析,揭示了数字经济的发展趋势。
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引用次数: 2
Approaches to Evaluation of Digital Transformation of Government: Comparative Analysis of Indicators in the Central and Eastern European Countries 政府数字化转型的评估方法:中欧和东欧国家指标的比较分析
M. Ivanova, N. Putintseva
E-government emphasizes new values of governance, such as civic engagement, openness and participation, it helps with reduction of costs and leads to better quality. However, there are countries that do not reach these goals despite the implementation of digital technologies. An important part of it is poorly designed strategy of reforms. Particularly, the case when the indicators of strategy do not conform closely to what is widely thought to be the modern digital government. In this case even the actual accomplishment of the targeted values cannot testify to the existence of a working e-government. The objectives of this research are to undertake a comparative analysis of the systems of indicators that Central and Eastern European (CEE) countries set for the digital reform and to compare these systems to international evaluation systems and theoretical background. The research question is whether the indicators that governments set can really show the transformation to the digital government. Using analysis of e-government indicators contained in the adopted reform programs and their relation with international digital government common goals and the indicators the author has tried to compare the approaches of the CEE countries to the reforms. The analysis showed that the systems of evaluation of e-government often do not meet all the requirements, and even the proper values of all the indicators cannot testify to the implementation of genuine digital government.
电子政务强调新的治理价值观,如公民参与、开放和参与,有助于降低成本,提高质量。然而,有些国家尽管实施了数字技术,但仍未实现这些目标。其中一个重要原因是改革战略设计不当。特别是,当战略指标不符合被广泛认为是现代数字政府的情况下。在这种情况下,即使目标价值的实际实现也不能证明电子政务的存在。本研究的目的是对中欧和东欧(CEE)国家为数字化改革设定的指标体系进行比较分析,并将这些体系与国际评估体系和理论背景进行比较。研究的问题是政府设置的指标是否能够真正反映政府向数字政府的转型。通过分析所采用的改革方案中包含的电子政务指标及其与国际数字政府共同目标和指标的关系,作者试图比较中东欧国家的改革方法。分析表明,电子政务的评价体系往往不能满足所有的要求,甚至所有指标的正确值也不能证明真正的数字政府的实施。
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引用次数: 2
Countering Illicit Transfer of Funds Abroad Improving the System of Countering Money Laundering 打击境外非法资金转移完善反洗钱制度
Tatyana Feofilova, I. Alekseeva, E. Radygin, A. Litvinenko, Fedor Ivanov
Every country has to deal with the problem of managing and monitoring cross-border cash flows. The purpose of the study is to analyse tendencies in cross-border transactions, determine potential risks arising from the on-going introduction of digital technologies and innovative financial flows and propose measures to counter illicit transfer of funds abroad. The study focuses on net outward transfers of financial resources by the private sector and natural persons. The dynamics of funds being transferred from the Russian Federation in the last decade in absolute and relative terms are alarming for two reasons. First of all, the amount of money leaving Russia remains significant. When comparing the total net outward transfers made by the private sector to GDP values, it could be seen that they showed the highest numbers during difficult phases of the financial crisis. In 2008 and 2014, net outward transfers were estimated at 7.5% of Russia's GDP. Moreover, during the most favourable periods for the economy, their number increases, hereby approaching the decreasing number of net outward transfers by the private sector. This pattern proves the significance of such cash flows for the Russian economy. Secondly, when dealing with the problem of large amounts of funds being transferred from the country, it becomes crucial to identify not only their sources, but also their recipients and destination. In the study, tendencies in the transactions marked suspicious by primary financial monitoring bodies were described and analysed according to the imposed restrictive measures. Finally, it was decided that additional restrictive measures and improved schemes of countering illicit transfer of funds from Russia are needed now that the financial support to affected industries is allocated from the state budget, and more digital technologies are used in providing cash flows.
每个国家都必须处理管理和监测跨境现金流的问题。该研究的目的是分析跨境交易的趋势,确定正在引入的数字技术和创新资金流动所带来的潜在风险,并提出打击海外非法资金转移的措施。这项研究的重点是私营部门和自然人的财政资源向外净转移。过去十年从俄罗斯联邦转移的资金的绝对和相对动态令人震惊,原因有二。首先,离开俄罗斯的资金数额仍然很大。当将私营部门的净对外转移总额与国内生产总值值进行比较时,可以看到它们在金融危机的困难阶段显示出最高的数字。2008年和2014年,净对外转移估计占俄罗斯GDP的7.5%。此外,在经济最有利的时期,它们的数量增加,从而接近私营部门向外净转移的减少数量。这种模式证明了这种现金流对俄罗斯经济的重要性。第二,在处理从该国转移大量资金的问题时,至关重要的是不仅要查明其来源,而且要查明其接收者和目的地。在研究中,根据所施加的限制措施,描述和分析了被主要金融监测机构标记为可疑交易的趋势。最后,会议决定,由于受影响行业的财政支持由国家预算拨款,并且在提供现金流方面使用了更多的数字技术,因此需要采取额外的限制措施和改进的计划来打击来自俄罗斯的非法资金转移。
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引用次数: 0
Tax Clustering of Russian Regions as an Instrument to Classify Territories: Drivers in Digital Economy 俄罗斯地区税收集聚作为区域分类工具:数字经济的驱动因素
N. Victorova, E. Vylkova, V. Naumov, N. Pokrovskaia
The paper is devoted to issues of diagnosing territories in terms of the effect that taxes are made on their development. The message of the research is competition that occurs between territories to possess a tax base. The purpose of the research is related to grouping regions into clusters by a set of indicators, which reflect tax status, tax administration and tax policy. The authors selected the official statistics of 2018, and using these data they calculated 14 indicators. Initially, the research covered 84 Russia's federal constituent entities. However, five Russia's federal constituent entities were excluded from the survey due to their abnormal data: Moscow, Sevastopol, Ingushetia, Khanty-Mansi and Yamalo-Nenets autonomous areas. The cluster analysis is conducted using the software SPSS, Rstudio, Anaconda Navigator. The analysis resulted into highlighting three regional clusters: 1) least functionally proportional (7 regions), 2) medium functionally proportional (50 regions), 3) diversely most successful (22 regions). It is found out that the leaders of the third cluster by digital indicators are Tyumen region, Murmansk region, Republic of Tatarstan, Leningrad region. These regions are highly rated by accessibility of digital technologies, internet usage and dissemination of digital competences. The authors of this paper suggest considering tax clustering of regions as an instrument to establish the tax policy at the sub-federal level. The given research has the following promising areas to develop.1) Adding non-typical indicators for specification of tax environment to the cluster analysis, which fully reflect the influence of miscellaneous external factors on regions' tax status. 2) Extrapolating results to assessment of the tax status for territories of other states. 3) Necessity to improve the method of tax clustering using the technology of artificial intelligence.
这篇论文致力于从税收对其发展的影响的角度来诊断领土问题。这项研究传达的信息是,地区之间为了拥有税基而展开的竞争。这项研究的目的是通过一套反映税收状况、税收管理和税收政策的指标将区域分组成集群。作者选择了2018年的官方统计数据,并利用这些数据计算了14个指标。最初,这项研究涵盖了84个俄罗斯联邦组成实体。然而,由于数据异常,五个俄罗斯联邦组成实体被排除在调查之外:莫斯科、塞瓦斯托波尔、印古什、汉特-曼西和亚马尔-涅涅茨自治区。采用SPSS、Rstudio、Anaconda Navigator等软件进行聚类分析。分析结果突出了三个区域集群:1)功能比例最小(7个地区),2)中等功能比例(50个地区),3)多样化最成功(22个地区)。通过数字指标发现,第三集群的领导者是秋明地区,摩尔曼斯克地区,鞑靼斯坦共和国,列宁格勒地区。这些地区在数字技术的可及性、互联网的使用和数字能力的传播方面获得了很高的评价。本文建议将区域税收集聚作为制定地方税收政策的一种手段。本研究具有以下发展前景:1)在聚类分析中加入税收环境规范的非典型指标,充分反映了杂项外部因素对区域税收状况的影响。2)外推结果,以评估其他国家领土的税收状况。3)利用人工智能技术改进税收聚类方法的必要性。
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引用次数: 0
期刊
Proceedings of the 2nd International Scientific Conference on Innovations in Digital Economy
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