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Food delivery competition in the digital economy: Price war strategy in a developing country 数字经济中的食品配送竞争:发展中国家的价格战战略
Pub Date : 2024-03-20 DOI: 10.1016/j.digbus.2024.100076
Rattawut Nivornusit, Tanpat Kraiwanit, Pongsakorn Limna

This study investigates how consumers make decisions when using online food delivery services in Thailand, with a particular focus on the price-related factors that influence their choices. The research adopts a mixed-method approach, combining quantitative and qualitative data collection and analysis. Quantitatively, data was gathered from 392 respondents through closed-ended questionnaires, and statistical analysis software was used, employing binary regression to explore the relationship between various independent variables (including gender, age, education, marital status, income, residence, experience, reasons, information sources, frequency, and expenses) and the price war strategy, which serves as the dependent variable. Qualitatively, in-depth interviews were conducted with ten purposively selected participants. The qualitative data were analyzed using content analysis and the NVivo software program. The study's results highlight the significant influence of income and information on the price-related decisions in Thailand's online food delivery market. Moreover, consumers in Thailand prioritize factors like price sensitivity, value perception, convenience, promotions, and cultural food preferences when selecting online food delivery services. This understanding is essential for businesses operating in this market to effectively meet consumer preferences and succeed in the competitive online food delivery industry.

本研究调查了泰国消费者在使用在线食品配送服务时是如何做出决定的,尤其关注影响其选择的价格相关因素。研究采用混合方法,将定量和定性数据收集与分析相结合。在定量方面,通过封闭式问卷向 392 名受访者收集数据,并使用统计分析软件,采用二元回归法探讨各种自变量(包括性别、年龄、教育程度、婚姻状况、收入、居住地、经验、原因、信息来源、频率和支出)与价格战策略(即因变量)之间的关系。在定性分析方面,对有目的地选出的 10 名参与者进行了深入访谈。采用内容分析法和 NVivo 软件程序对定性数据进行了分析。研究结果凸显了收入和信息对泰国在线食品配送市场价格相关决策的重要影响。此外,泰国消费者在选择在线食品配送服务时,会优先考虑价格敏感度、价值感知、便利性、促销和文化饮食偏好等因素。要想有效满足消费者的偏好,并在竞争激烈的在线食品配送行业中取得成功,在该市场开展业务的企业就必须了解这些因素。
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引用次数: 0
Mapping the scholarly landscape of TikTok (Douyin): A bibliometric exploration of research topics and trends 绘制嘀嗒(豆瓣)的学术图景:研究课题和趋势的文献计量学探索
Pub Date : 2024-02-22 DOI: 10.1016/j.digbus.2024.100075
Abderahman Rejeb , Karim Rejeb , Andrea Appolloni , Horst Treiblmaier , Mohammad Iranmanesh

The TikTok platform has become widely popular among younger generations and has influenced various industries and aspects of life. This systematic literature review, using bibliometric methods, aims to examine the evolution of TikTok research from its initial development to its current status. A total of 402 journal articles from 2019 to 2022 were systematically selected from the Web of Science Core Collection. Descriptive statistical analysis identified the most contributing academic institutions, nations, journals, scholars, and influential studies. Using CiteSpace, three visualization types were implemented: cluster views, timezone views, and timeline views. The study results indicate that several TikTok research clusters exist, which summarize important topics such as the platform's overall impact on society, politics, culture, as well as human-centric issues such as social attachment, functional tics, and their implications for public health. According to the co-word analysis, TikTok research revolves around body consciousness, social behavior, consumer behavior, and news media. The comprehensive mapping of TikTok research provides valuable insights into the current state of knowledge and identifies numerous relevant technical and social areas for future investigation. As the first bibliometric review of TikTok research, this study offers an important foundation for future scholarly inquiry in various areas.

TikTok 平台已在年轻一代中广为流行,并影响了各行各业和生活的方方面面。本系统性文献综述采用文献计量学方法,旨在研究TikTok研究从最初发展到目前现状的演变过程。我们从 Web of Science 核心文库中系统地选取了 2019 年至 2022 年期间的 402 篇期刊论文。通过描述性统计分析,确定了贡献最大的学术机构、国家、期刊、学者和有影响力的研究。利用 CiteSpace 实现了三种可视化类型:集群视图、时区视图和时间轴视图。研究结果表明,存在多个 TikTok 研究集群,这些集群概括了一些重要主题,如该平台对社会、政治、文化的整体影响,以及以人为本的问题,如社会依恋、功能性抽搐及其对公共卫生的影响。根据共词分析,TikTok 研究围绕身体意识、社会行为、消费者行为和新闻媒体展开。对 TikTok 研究的全面梳理为了解当前的知识状况提供了宝贵的见解,并为今后的调查确定了许多相关的技术和社会领域。作为对 TikTok 研究的首次文献计量学回顾,本研究为未来各领域的学术探索奠定了重要基础。
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引用次数: 0
Unraveling the crypto market: A journey into decentralized finance transaction network 揭开加密货币市场的神秘面纱:去中心化金融交易网络之旅
Pub Date : 2024-02-14 DOI: 10.1016/j.digbus.2024.100074
Andry Alamsyah, Ivan Farid Muhammad

The explosive growth of decentralized finance (DeFi) has revolutionized the accessibility and functionality of financial services. To gain valuable insights into this evolving ecosystem, analyzing transaction data using network analysis methodology proves to be highly effective. Network analysis allows us to uncover intricate relationships, patterns, and communities within the DeFi market by examining participant transactions. We model nodes group representing actors or wallet addresses, and edges represent transactions between wallet addresses. This study focuses on three prominent DeFi token-based Ethereum protocols: DAI, UNI, and WBTC. We analyzed 5,802,742 transaction data spanning from January 2022 to January 2023 of those three tokens. Using network topology metrics, we uncover market size, average transaction of each wallet address, market density, and reachability (diameter). We also detect the presence of transaction clusters and grouping quality using the modularity metric. At last, we employ centrality calculation to identify the most important wallet address and their role in the market. We gain insight by comparing those three tokens and reveal valuable insight into patterns and relationships, network dynamics, decentralized nature, and the presence of intermediaries in the token economy market. Our objective is to uncover hidden dynamics and trace asset flows, which can provide valuable information to market participants, regulators, and innovators seeking to optimize the DeFi infrastructure, ensure stability, and mitigate risks. Leveraging the power of network analysis offers the potential to shape the future of DeFi by enhancing efficiency, security, and accessibility, thereby fostering financial inclusion and empowering individuals and businesses globally.

去中心化金融(DeFi)的爆炸式增长彻底改变了金融服务的可获得性和功能性。为了深入了解这一不断发展的生态系统,使用网络分析方法分析交易数据被证明是非常有效的。网络分析使我们能够通过研究参与者的交易,发现 DeFi 市场中错综复杂的关系、模式和社区。我们将节点分组代表参与者或钱包地址,边代表钱包地址之间的交易。本研究重点关注三个著名的基于 DeFi 代币的以太坊协议:DAI、UNI 和 WBTC。我们分析了这三种代币从 2022 年 1 月到 2023 年 1 月的 5802742 笔交易数据。利用网络拓扑指标,我们发现了市场规模、每个钱包地址的平均交易量、市场密度和可达性(直径)。我们还使用模块化指标检测交易集群的存在和分组质量。最后,我们利用中心性计算来确定最重要的钱包地址及其在市场中的作用。通过比较这三种代币,我们可以深入了解代币经济市场的模式和关系、网络动态、去中心化性质以及中介机构的存在。我们的目标是发现隐藏的动态并追踪资产流,从而为市场参与者、监管者和寻求优化 DeFi 基础设施、确保稳定性和降低风险的创新者提供有价值的信息。利用网络分析的力量,我们有可能通过提高效率、安全性和可访问性来塑造 DeFi 的未来,从而在全球范围内促进金融包容性并增强个人和企业的能力。
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引用次数: 0
Strategies to mitigate the cannibalization effect between subscription video-on-demand and transactional video-on-demand 缓解订阅视频点播和交易视频点播之间蚕食效应的策略
Pub Date : 2024-01-19 DOI: 10.1016/j.digbus.2024.100073
Hyunmi Baek , Moonkyoung Jang , Seongcheol Kim

Video-on-demand (VOD) service providers face the challenge of making strategic decisions regarding the allocation of movies to specific pricing plan libraries. This study delves into the cannibalization effect that occurs when a movie transitions from the transactional video-on-demand (TVOD) library to the subscription video-on-demand (SVOD) library. We conducted a comprehensive analysis using user purchasing and viewing data for 1541 movies offered by SK Broadband, South Korea's leading VOD service provider. Our analysis employed propensity score matching and difference-in-difference methodologies. The results of our initial analysis reveal that allocating movies to SVOD leads to an 192% increase in the number of views while simultaneously 52% decreasing TVOD sales. Additionally, we investigate the characteristics of movies that are particularly effective for SVOD servicing. To accomplish this, we scrutinized 236 movies available in SK Broadband's SVOD service using a cost-effectiveness analysis. Our second analysis demonstrates that certain categories of movies, including foreign films, non-G-rated movies, animations, and films not allowed as Download-To-Own (DTO), are more suitable for allocation to SVOD libraries. Furthermore, movies with lower box office viewership numbers exhibit greater success when allocated to SVOD. This study offers insights into the strategic considerations that VOD service providers should embrace, emphasizing a content feature-driven approach to managing pricing plan combinations.

视频点播(VOD)服务提供商面临着为特定定价计划库分配电影做出战略决策的挑战。本研究深入探讨了电影从交易视频点播(TVOD)库过渡到订阅视频点播(SVOD)库时产生的蚕食效应。我们利用韩国领先的视频点播服务提供商 SK Broadband 提供的 1541 部电影的用户购买和观看数据进行了综合分析。我们的分析采用了倾向得分匹配法和差分法。我们的初步分析结果显示,将电影分配给 SVOD 会导致观看次数增加 192%,而同时 TVOD 的销售量会减少 52%。此外,我们还研究了对 SVOD 服务尤为有效的电影特征。为此,我们使用成本效益分析法仔细研究了 SK Broadband SVOD 服务中的 236 部电影。我们的第二项分析表明,某些类别的电影,包括外国电影、非 G 级电影、动画片和不允许下载-拥有(DTO)的电影,更适合分配给 SVOD 库。此外,票房收视率较低的电影在分配给 SVOD 时表现出更大的成功率。本研究为 VOD 服务提供商应采取的战略考虑提供了见解,强调了以内容特征为导向的定价计划组合管理方法。
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引用次数: 0
Exploring determinants of engagement in the use of IoT for healthcare during the COVID-19 pandemic: A fear-driven perspective 探索在 COVID-19 大流行期间参与将物联网用于医疗保健的决定因素:恐惧驱动的视角
Pub Date : 2023-12-28 DOI: 10.1016/j.digbus.2023.100072
Khalid Samhale , Richard Ladwein , Soukaina Samhale

Our research analyzes how the fear related to the Coronavirus disease 2019 (COVID-19) epidemic reinforces the engagement in the use of Internet of Things (IoT) devices for healthcare. While prior research has examined the adoption of IoT for healthcare, there is a notable absence of exploration regarding the influence of COVID-19-related factors, such as fear and desire for self-care, on user engagement with IoT devices and their determining factors. A quantitative study using the partial least squares algorithm was conducted to analyze this gap. The mediating role of the desire for self-care between fear and social influences, on the one hand, and engagement in using this technology, on the other, was confirmed by adopting the Macro Process on SPSS.1 The study results make it possible to put forward several interesting recommendations that facilitate the long-term adoption of the Internet of Things for health. The mediating role of the desire for self-care in the relationship between fear and user engagement explains that IoT users who are afraid of catching COVID-19 will be more concerned about health monitoring, leading them to adopt this technology of IoT devices.

我们的研究分析了与 2019 年冠状病毒病(COVID-19)疫情相关的恐惧如何加强了人们对医疗保健领域物联网(IoT)设备使用的参与度。虽然之前的研究已经探讨了物联网在医疗保健领域的应用,但对于 COVID-19 相关因素(如恐惧和自我保健的愿望)对用户使用物联网设备的影响及其决定因素,却明显缺乏探讨。为了分析这一空白,我们使用偏最小二乘法进行了一项定量研究。通过采用 SPSS 的宏观过程1 ,证实了自我保健愿望在恐惧和社会影响与参与使用该技术之间的中介作用。自我保健愿望在恐惧与用户参与度之间的中介作用说明,害怕感染 COVID-19 的物联网用户会更加关注健康监测,从而促使他们采用物联网设备的这一技术。
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引用次数: 0
A multi-theoretical view on social media continuance intention: Combining theory of planned behavior, expectation-confirmation model and consumption values 社交媒体持续意向的多元理论视角:结合计划行为理论、期望-确认模型和消费价值观
Pub Date : 2023-11-29 DOI: 10.1016/j.digbus.2023.100070
Mohammad Mehrabioun

This research introduces an innovative multi-theoretical model that combines Expectation-Confirmation Theory, Theory of Consumption Values, and Theory of Planned Behavior.

The model sheds light on the intricate determinants influencing users' intentions to continue engaging with social media platforms as a post-adoptive behavior. Drawing upon data collected from 425 valid survey responses, this study affirms the effectiveness of this combined model in predicting users' intentions to persist in using social media and emphasizes the central importance of the Theory of Planned Behavior constructs. The theory of Planned Behavior emerges as the primary driver shaping users' intention for continued social media use, surpassing the significance of the Theory of Consumption Values and Expectation-Confirmation Theory constructs. Furthermore, this study enriches our comprehension of the profound importance of all types of consumption values in the social media context, unveiling a hierarchy of these values and their varying impact on users' intentions to maintain their social media engagement. By embracing users' perspectives across a diverse array of social media platforms, this research enhances the generalizability and applicability of its findings, ensuring their relevance in diverse social media contexts. Additionally, the study delves into the moderating role of social media experience, unveiling intriguing dynamics in user behavior and elucidating the distinctions between experienced and less experienced users in their social media usage patterns. The paper explores the theoretical, methodological, practical, and social implications of these findings.

本研究引入了一个创新的多理论模型,该模型结合了期望-确认理论、消费价值观理论和计划行为理论。该模型揭示了影响用户继续使用社交媒体平台的意愿的复杂决定因素,并将其作为一种后采纳行为。本研究利用从 425 份有效调查问卷中收集到的数据,肯定了这一组合模型在预测用户坚持使用社交媒体的意愿方面的有效性,并强调了计划行为理论建构的核心重要性。计划行为理论是影响用户持续使用社交媒体意向的主要驱动因素,其重要性超过了消费价值理论和期望-确认理论。此外,本研究还丰富了我们对社交媒体背景下各类消费价值观的深刻重要性的理解,揭示了这些价值观的层次结构及其对用户保持社交媒体参与意愿的不同影响。本研究从不同社交媒体平台的用户视角出发,增强了研究结果的普遍性和适用性,确保了研究结果在不同社交媒体环境中的相关性。此外,本研究还深入探讨了社交媒体经验的调节作用,揭示了用户行为中耐人寻味的动态变化,并阐明了经验丰富和经验不足的用户在社交媒体使用模式上的区别。本文探讨了这些发现的理论、方法、实践和社会意义。
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引用次数: 0
Exploring audience engagement with ChatGPT-related content on YouTube: Implications for content creators and AI tool developers 探索YouTube上与chatgpt相关内容的受众参与度:对内容创作者和人工智能工具开发人员的影响
Pub Date : 2023-11-28 DOI: 10.1016/j.digbus.2023.100071
Khalid Hussain , M. Laeeq Khan , Aqdas Malik

The emergence of ChatGPT in the broader field of generative artificial intelligence (AI) has sparked scholarly discourse on its utilization in various disciplines. Yet, a significant void exists in our understanding of the dynamics of consumer engagement with content creators producing ChatGPT-related content. Therefore, the present study aims to delineate how ChatGPT-related content garners consumer engagement on YouTube. Data from 100 YouTube videos amassing an aggregate of 65 million views on ChatGPT were extracted using three application programming interfaces (APIs), namely, VidIQ, Tubebuddy, and SocialBlade. We subsequently contrasted this dataset with data from 200 other videos produced by the same creators. The data were analyzed using one-way ANOVA, multigroup SEM, and comparative line graphs. Employing the Uses and Gratifications (U&G) theoretical framework, our results indicate that innovative content such as ChatGPT-related videos garners more engagement than other content types from the same YouTube channels. Intriguingly, this study finds that ChatGPT-focused content exhibited diminished sensitivity to channel subscriber counts, with channels having fewer subscribers achieving higher viewership numbers. Furthermore, ChatGPT-related content induced a surge in new subscribers to the channel compared to the other content types. The present study pioneers the investigation of audience engagement with ChatGPT-related content by juxtaposing it with other content from the same YouTube channels. We also explicate the relationship between content sensitivity and extant subscriber counts. The present study provides vital insights and implications for a diverse audience, including content creators, developers of AI tools, advertisers, and content publishers.

ChatGPT在更广泛的生成式人工智能(AI)领域的出现引发了关于其在各个学科中的应用的学术讨论。然而,在我们理解消费者与内容创作者制作chatgpt相关内容的互动动态方面,还存在一个重大空白。因此,本研究旨在描述chatgpt相关内容如何在YouTube上获得消费者参与。使用三个应用程序编程接口(api),即VidIQ, Tubebuddy和SocialBlade,提取了100个YouTube视频的数据,这些视频在ChatGPT上的浏览量总计为6500万。随后,我们将该数据集与同一创作者制作的其他200个视频的数据进行了对比。数据分析采用单因素方差分析、多组扫描电镜和比较折线图。采用使用和满足(U&G)理论框架,我们的研究结果表明,创新内容,如chatgpt相关视频,比来自相同YouTube频道的其他内容类型获得更多的参与度。有趣的是,本研究发现,以chatgpt为重点的内容对频道订阅者数量的敏感性降低,频道订阅者较少,收视率较高。此外,与其他内容类型相比,chatgpt相关的内容引起了频道新订阅者的激增。本研究通过将chatgpt相关内容与来自相同YouTube频道的其他内容并置,开创了观众参与chatgpt相关内容的调查。我们还解释了内容敏感性和现有订阅者数量之间的关系。本研究为不同的受众提供了重要的见解和启示,包括内容创作者、人工智能工具开发者、广告商和内容发布者。
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引用次数: 0
Investigating the factors fostering early-stage digital start-up survival during gestation in Nigeria market 调查尼日利亚市场孕育期早期数字创业公司生存的因素
Pub Date : 2023-10-30 DOI: 10.1016/j.digbus.2023.100069
Emmanuel Okoro Ajah

The challenge of failure is a well-known issue for many founders of digital start-ups during market entry. Unfortunately, sub-Saharan Africa has experienced a particularly high rate of failure for digital start-ups during early-stage development. Between 2010 and 2018, an average of 54.20% of digital start-ups failed on the continent. Globally, the survival rate during early-stage development is only around 10% to 20%, which means that roughly 80% of digital start-ups fail during market entry. To address this issue, it's critical to investigate the factors that contribute to the few successes, especially in sub-Saharan Africa. This study focuses on the behaviour of Nigerian founders whose digital start-ups survived during market entry. The goal is to explore how these founders overcame the various complexities and uncertainties that come with entrepreneurial activities in the Nigerian market. The researcher conducted a qualitative case study research, using enactment theory and effectuation theory to investigate the underlying factors that drive the actions and practices of founders to the early-stage survival of digital start-ups in Nigeria.

失败的挑战是许多数字初创企业创始人在进入市场时面临的一个众所周知的问题。不幸的是,撒哈拉以南非洲的数字初创企业在早期发展阶段的失败率特别高。2010年至2018年期间,非洲大陆平均有54.20%的数字初创企业失败。在全球范围内,早期发展阶段的存活率只有10%到20%左右,这意味着大约80%的数字初创企业在进入市场时失败。要解决这个问题,关键是要调查导致少数成功的因素,特别是在撒哈拉以南非洲。这项研究的重点是尼日利亚创始人的行为,他们的数字创业公司在进入市场时幸存下来。我们的目标是探索这些创始人如何克服尼日利亚市场创业活动带来的各种复杂性和不确定性。研究人员进行了定性的案例研究,运用颁布理论和效果理论来调查驱动创始人的行动和实践对尼日利亚数字初创企业早期生存的潜在因素。
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引用次数: 0
Exploring blockchain-based metaverses: Data collection and valuation of virtual lands using machine learning techniques 探索基于区块链的元数据:使用机器学习技术收集和评估虚拟土地
Pub Date : 2023-10-28 DOI: 10.1016/j.digbus.2023.100068
Simone Casale-Brunet , Marco Mattavelli , Leonardo Chiariglione

In recent years, the concept of the metaverse has evolved significantly, with the aim of defining richer immersive and interactive environments that can support various types of virtual experiences and interactions among users. This evolution has given rise to several metaverse platforms that utilize blockchain technology and non-fungible tokens (NFTs) to establish ownership of metaverse elements and attach features and information to them. This article seeks to delve into the complexity and heterogeneity of the data involved in these metaverse platforms and highlight some of the dynamics and features that make them unique. Additionally, the paper introduces a metaverse analysis tool developed by the authors, which leverages machine learning techniques to collect and analyze daily data, including blockchain transactions, platform-specific metadata, and social media trends. The experimental results of our approach are presented with a use-case scenario focused on the trading of digital parcels, commonly referred to as metaverse real estate. This scenario allows us to demonstrate the effectiveness of our tool and showcase the potential of using machine learning techniques to analyze and gain insights into the metaverse ecosystem.

近年来,虚拟世界的概念有了显著的发展,其目的是定义更丰富的沉浸式和交互式环境,可以支持各种类型的虚拟体验和用户之间的交互。这种演变产生了几个元宇宙平台,它们利用区块链技术和不可替代令牌(nft)来建立元宇宙元素的所有权,并为它们附加功能和信息。本文试图深入研究这些元宇宙平台中涉及的数据的复杂性和异构性,并强调使它们独特的一些动态和特性。此外,本文还介绍了作者开发的一种元数据分析工具,该工具利用机器学习技术收集和分析日常数据,包括区块链交易、特定平台的元数据和社交媒体趋势。我们的方法的实验结果与一个专注于数字包裹交易的用例场景一起呈现,通常被称为虚拟房地产。这个场景使我们能够展示我们的工具的有效性,并展示使用机器学习技术来分析和深入了解元生态系统的潜力。
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引用次数: 0
FinTech and SMEs financing: A systematic literature review and bibliometric analysis 金融科技与中小企业融资:系统文献综述与文献计量分析
Pub Date : 2023-10-10 DOI: 10.1016/j.digbus.2023.100067
Bahati Sanga , Meshach Aziakpono

Small and medium-sized enterprises (SMEs) face obstacles in raising capital and accessing financial services due to information asymmetry, high transaction costs and lack of collateral. FinTech developments have made gathering and sharing information easier, changed how funds are mobilized and allocated, and increased capital-raising activities. This paper conducts a systematic literature review on FinTech and SME financing for the period 2008–2022. So far there are unstructured and separate publications on this topic. Therefore, there is a need to consolidate the empirical research and their findings on the effectiveness of FinTech in meeting SMEs' financing needs. The bibliometric findings show that few studies on FinTech and SME financing are empirical in nature. These empirical studies surged a decade later after FinTech 3.0 started in 2008, with the majority of them using quantitative methods based on data from surveys and FinTech platforms. Furthermore, emerging alternative digital financing to SMEs have attracted more empirical studies than those on FinTech and bank lending to SMEs. In terms of publications, China is dominating, followed by the United States. The content analysis shows that FinTech has increased the ability of financial and non-financial institutions to collect and process accurate information about SMEs, thus reducing information asymmetry and transaction costs. FinTech has also increased the speed and quality of the lending cycle, from establishing an SME pipeline, collecting and processing information, to loan screening, monitoring and repayment. Finally, the paper presents research gaps and areas for future studies, challenges and policy recommendations on this novel subject.

由于信息不对称、交易成本高和缺乏抵押品,中小企业在筹集资金和获得金融服务方面面临障碍。金融科技的发展使信息的收集和共享变得更加容易,改变了资金的调动和分配方式,并增加了资本筹集活动。本文对2008-2012年期间金融科技和中小企业融资进行了系统的文献综述。到目前为止,关于这个主题的出版物都是非结构化的和独立的。因此,有必要整合金融科技在满足中小企业融资需求方面的有效性的实证研究及其发现。文献计量学研究结果表明,很少有关于金融科技和中小企业融资的研究是实证性质的。这些实证研究在2008年FinTech 3.0启动十年后激增,其中大多数使用了基于调查和FinTech平台数据的定量方法。此外,新兴的中小企业替代数字融资吸引了比金融科技和中小企业银行贷款更多的实证研究。在出版物方面,中国占主导地位,其次是美国。内容分析表明,金融科技提高了金融和非金融机构收集和处理中小企业准确信息的能力,从而降低了信息不对称和交易成本。金融科技还提高了贷款周期的速度和质量,从建立中小企业管道、收集和处理信息,到贷款筛选、监控和还款。最后,本文介绍了这一新课题的研究空白和未来研究领域、挑战和政策建议。
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引用次数: 0
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