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Investing in Lending Technology: IT Spending in Banking 投资借贷技术:银行业的IT支出
Pub Date : 2021-10-01 DOI: 10.2139/ssrn.3936084
Sheila Jiang, Zhiguo He, Xiaojiao Yin, Douglas Xu
This paper investigates lending technologies in the banking sector after the arrival of the information age, by examining investment in information technologies (IT) by U.S. commercial banks. Given the distinctive nature of banks' dealings with information as they engage in lending activities, we link banks' IT spending in various categories to different aspects of their lending technologies. Investment in communication IT is shown to be associated more with improving banks' ability of soft information production and transmission, while investment in software IT helps enhance banks' hard information processing capacity. By exploiting polices that affect geographic regions differentially, we show that banks respond to an increased demand for small business credit (mortgage refinance) by increasing their spending on communication (software) IT spending. We also find an asymmetric impact of technological development on labor employment in the banking sector.
本文通过考察美国商业银行在信息技术(IT)方面的投资,研究了信息时代到来后银行业的贷款技术。鉴于银行在从事贷款活动时处理信息的独特性质,我们将银行在不同类别的IT支出与其贷款技术的不同方面联系起来。通信信息技术投资更多地与提高银行软信息生产和传输能力相关,而软件信息技术投资则有助于提高银行硬信息处理能力。通过利用影响地理区域差异的政策,我们表明银行通过增加通信(软件)IT支出来响应对小企业信贷(抵押贷款再融资)需求的增加。我们还发现技术发展对银行业劳动力就业的不对称影响。
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引用次数: 10
Governing 'European values' Inside Data Flows: Interdisciplinary Perspectives 管理“欧洲价值观”内部数据流:跨学科的观点
Pub Date : 2021-09-30 DOI: 10.14763/2021.3.1582
K. Irion, Mira Burri, A. Kolk, S. Milan
This editorial introduces ten research articles, which form part of this special issue, exploring the governance of “European values” inside data flows. Protecting fundamental human rights and critical public interests that undergird European societies in a global digital ecosystem poses complex challenges, especially because the United States and China are leading in novel technologies. We envision a research agenda calling upon different disciplines to further identify and understand European values that can adequately perform under conditions of transnational data flows.
这篇社论介绍了十篇研究文章,它们构成了本期特刊的一部分,探讨了数据流中“欧洲价值观”的治理。在全球数字生态系统中,保护欧洲社会赖以生存的基本人权和关键公共利益构成了复杂的挑战,特别是因为美国和中国在新技术方面处于领先地位。我们设想了一个研究议程,呼吁不同学科进一步确定和理解在跨国数据流动条件下能够充分发挥作用的欧洲价值观。
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引用次数: 4
More Competitive Search Through Regulation 通过监管提高搜索竞争力
Pub Date : 2021-09-14 DOI: 10.2139/ssrn.3923593
Paul Heidhues, A. Bonatti, L. Celis, Gregory S. Crawford, David Dinielli, Michael Luca, Tobias Salz, Monika Schnitzer, Fiona M. Scott Morton, Katja Seim, Michael Sinkinson, Jidong Zhou
This paper identifies a set of possible regulations that could be used both to make the search market more competitive and simultaneously ameliorate the harms flowing from Google’s current monopoly position. The purpose of this paper is to identify conceptual problems and solutions based on sound economic principles and to begin a discussion from which robust and specific policy recommendations can be drafted. Consumers are harmed when a single, for-profit firm acts as the solitary gatekeeper between billions of end users and those with whom they would transact. These harms become even larger when innovative new technologies such as the internet of things may be captured by the incumbent monopolist. Economic theory can help us develop and apply regulations that lower entry barriers and encourage competition in this important market.
本文确定了一套可能的法规,既可以使搜索市场更具竞争力,同时也可以改善百度目前垄断地位带来的危害。本文的目的是根据合理的经济原则确定概念性问题和解决办法,并开始讨论,从中可以起草有力和具体的政策建议。当一家以营利为目的的公司在数十亿终端用户和他们的交易对象之间充当孤独的看门人时,消费者就会受到伤害。当物联网(internet of things)等创新新技术可能被现有垄断者掌握时,这些危害会变得更大。经济理论可以帮助我们制定和实施法规,降低进入壁垒,鼓励这个重要市场的竞争。
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引用次数: 0
Business News and Business Cycles 商业新闻和商业周期
Pub Date : 2021-09-01 DOI: 10.2139/ssrn.3446225
Leland Bybee, B. Kelly, Asaf Manela, D. Xiu
We propose an approach to measuring the state of the economy via textual analysis of business news. From the full text of 800,000 Wall Street Journal articles for 1984–2017, we estimate a topic model that summarizes business news into interpretable topical themes and quantifies the proportion of news attention allocated to each theme over time. News attention closely tracks a wide range of economic activities and explains 25% of aggregate stock market returns. A text-augmented VAR demonstrates the large incremental role of news text in modeling macroeconomic dynamics. We use this model to retrieve the narratives that underlie business cycle fluctuations.
我们提出了一种通过对商业新闻的文本分析来衡量经济状况的方法。从1984-2017年的80万篇《华尔街日报》文章全文中,我们估计了一个主题模型,该模型将商业新闻总结为可解释的主题,并量化每个主题随时间分配的新闻关注比例。新闻关注密切追踪着广泛的经济活动,并解释了25%的股市总回报率。文本增强VAR显示了新闻文本在宏观经济动态建模中的巨大增量作用。我们使用这个模型来检索商业周期波动背后的叙述。
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引用次数: 24
Efecto de la banda ancha sobre el valor agregado en los municipios de Colombia (Effect of Broadband on Added Value in Colombia Municipalities) 本研究的目的是评估宽带对哥伦比亚各城市增值的影响,并评估宽带对哥伦比亚各城市增值的影响。
Pub Date : 2021-09-01 DOI: 10.2139/ssrn.3919809
José Santiago Gómez Medina
Spanish Abstract: El objetivo de este estudio es determinar el impacto de la banda ancha en Colombia a nivel municipal sobre el valor agregado en municipios. A partir de información de penetración de banda ancha fija, y de usuarios de telefonía móvil con cobertura de internet móvil 4G en 1.101 municipios para el periodo 2012-2018, se estiman los efectos sobre el valor agregado per cápita abordando la endogeneidad a través del estimador del método generalizado de momentos (GMM) de Arellano-Bover y Blundell-Bond y estimando un modelo de efectos fijos por el enfoque de variable instrumental. Bajo las diferentes metodologías se encuentran efectos positivos de la penetración de la banda ancha fija y móvil. Para la estimación de variables instrumentales se encuentra que un aumento en la penetración de la banda ancha fija sobre hogares de 10 puntos porcentuales tiene un efecto positivo y significativo de 1.6% en el valor agregado per cápita, mientras que este mismo incremento en la penetración para la banda ancha móvil tiene un efecto de 0.8%. Además, se encuentran retornos decrecientes de la banda ancha fija sobre el nivel de ingreso de los municipios, mientras que en la banda ancha móvil no se observan diferencias por nivel de ingreso. English Abstract: The main purpose of this study is to evaluate the impact of broadband development in Colombia at municipal level on the added value of Colombian municipalities. Based on information on fixed broadband penetration, and mobile phone users penetration with 4G internet coverage in 1,101 municipalities for the period 2012-2018, the effects of these variables on the municipal per capita added value are estimated by addressing the endogeneity through the estimator of the generalized method of moments (GMM) of Arellano-Bover and Blundell- Bond and estimating a fixed effects model by the instrumental variable approach. Under the different methodologies there are positive effects of the penetration of fixed and mobile broadband. For the estimation of instrumental variables, I found that an increase in the penetration of fixed broadband over households of 10 percentage points has a positive and significant effect of 1.6% on the added value per capita, while this same increase in penetration for mobile broadband has an effect of 0.8% on the per capita value added of the municipalities. In addition, there are decreasing returns for fixed broadband over the income level of the municipalities, while mobile broadband does not show a substantial difference by income level.
摘要:本研究的目的是确定宽带在哥伦比亚城市层面对城市附加值的影响。固定宽带普及率从信息,手机用户的移动互联网4G的覆盖1.101各市2012-2018时期,估计人均增值解决影响endogeneidad通过普遍时刻(GMM)方法的估价师Arellano-Bover和Blundell-Bond估计方法的一个固定效应模型工具变量。在不同的方法下,我们发现了固定和移动宽带渗透的积极影响。估计变量工具的增加一个处在问题固定宽带家庭普及率10个百分点的有显著的积极影响和占人均增值,而这一增长影响移动宽带普及率为0.8%。此外,固定宽带在城市收入水平上的回报递减,而移动宽带在收入水平上没有差异。英文摘要:本研究的主要目的是评估哥伦比亚市级宽带发展对哥伦比亚市级增值的影响。Based on information on固定broadband penetration, and mobile phone users penetration with 4G网络涵盖in 1,101的for the period 2012-2018, the effects of人均市政这些变量on the value added估计by解决endogeneity through the estimator of the generalized method of时刻部落格(GMM) Arellano-Bover and Blundell -邦德与estimating固定effects model by the approach工具变量。在不同的方法下,固定和移动宽带的渗透都有积极的影响。For the estimation of工具变量I found that an增加in the penetration of固定宽带over the of 10百分比points一直积极开展effect of人均占on the value added,而this same增加penetration For mobile broadband人均has an effect of 0.8% on the added value of the的。此外,固定宽带的回报超过了各市的收入水平,而移动宽带在收入水平上并没有显示出很大的差异。
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引用次数: 0
The Impact of Online Product Reviews on Retailer's Pricing and Return Policy Decisions 在线产品评论对零售商定价和退货政策决策的影响
Pub Date : 2021-08-31 DOI: 10.2139/ssrn.3914886
M. Altug
After a purchase, customers increasingly feel more comfortable sharing their experience in the form of online product reviews, which help resolve future buyers' valuation uncertainty for that product. On the other hand, retailers offer lenient return policies that also help with customers' ex-ante valuation uncertainty. We consider a monopolist retailer that sells a new experience good over two periods and makes pricing and refund decisions. Because returns for these types of products are generally associated with lack of or inadequate functionality, a customer review mentioning a return experience generally creates a negative sentiment. Consequently, in this environment, a higher refund not only increases the volume of returns which need to be resold at a discounted price, but also creates more reviews that will have a negative sentiment. Similarly, a lower refund (and the associated lower price) would decrease the return volume and increase the fraction of customers writing positive reviews. Using a framework in which the negative reviews are weighed more heavily compared to the positive ones, surprisingly, we show that the retailer offers even a more generous refund compared to the benchmark setting with no reviews. In a duopolistic competition, the overall common sentiment of the on-line reviews are influenced by the refund and pricing decisions of both retailers; in other words, a customer with the same valuation purchasing the same product at different price and refund values will have a different ex-post utility and experience. Interestingly, we show that the retailers make their returns even more lenient compared to not only the benchmark setting with no reviews, but also the monopolist retailer with the same salvage value when their decision collectively determine the review sentiment. In both settings, we show that the refund increases with salvage value, valuation heterogeneity, second-period demand and decreases with first-period demand. We show that our results remain robust when i) consumers incur hassle cost ii) consumers have ex-ante valuation heterogeneity iii) the second-period valuation uncertainty is partially resolved with reviews.
在购买后,消费者越来越愿意以在线产品评论的形式分享他们的体验,这有助于解决未来买家对该产品估值的不确定性。另一方面,零售商提供宽松的退货政策,这也有助于消除顾客事前估值的不确定性。我们考虑一个垄断零售商,它在两个周期内销售一种新的体验商品,并做出定价和退款决定。由于这类产品的退货通常与缺乏或功能不足有关,因此提到退货体验的客户评论通常会产生负面情绪。因此,在这种环境下,更高的退款不仅会增加退货量,需要以折扣价转售,还会产生更多负面评论。同样,较低的退款(以及相应的较低价格)将减少回头量,并增加撰写正面评论的客户比例。使用负面评价比正面评价权重更大的框架,令人惊讶的是,我们发现与没有评论的基准设置相比,零售商提供的退款甚至更慷慨。在双寡头竞争中,在线评论的整体共同情绪受到零售商的退款和定价决策的影响;换句话说,具有相同估值的客户以不同的价格和退款值购买相同的产品,将具有不同的事后效用和体验。有趣的是,我们表明,零售商的回报不仅比没有评论的基准设置更宽松,而且当他们的决定共同决定评论情绪时,具有相同剩余价值的垄断零售商的回报也更宽松。在这两种情况下,我们都表明退款随残值、估值异质性、第二期需求而增加,随第一期需求而减少。我们表明,当i)消费者产生麻烦成本ii)消费者具有事前估值异质性iii)第二期估值不确定性通过评估部分解决时,我们的结果仍然稳健。
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引用次数: 2
Do audit committees manage legitimacy through increased voluntary reporting? Evidence from a large-scale textual analysis of audit committee reports 审计委员会是否通过增加自愿报告来管理合法性?证据来自对审计委员会报告的大规模文本分析
Pub Date : 2021-08-16 DOI: 10.2139/ssrn.3118408
Michelle A. Draeger, Bradley P. Lawson, Jaime J. Schmidt
This study investigates whether audit committees manage legitimacy by voluntarily disclosing their financial reporting and audit oversight activities in the audit committee report. The answer is important because, if true, it would suggest that a regulatory mandate to require expanded audit committee reports may not be necessary. Performing a large-scale textual analysis of over 24,000 U.S. companies’ audit committee report disclosures issued between 2006 and 2017, we find that audit committees of large accelerated filers (LAFs) voluntarily increase disclosure of their financial reporting and audit oversight activities following (1) the SEC’s 2015 Concept Release which encouraged greater audit committee disclosure and (2) a company’s announced need to restate its financial statements. However, we do not find a similar increase following either event for non-large accelerated filers. Our findings indicate that large companies respond to external demand for additional audit committee disclosure but that a regulatory mandate may improve small company audit committee reporting.
本研究考察审计委员会是否通过在审计委员会报告中自愿披露其财务报告和审计监督活动来管理合法性。这个问题的答案很重要,因为如果是真的,它将表明,要求扩大审计委员会报告的监管授权可能没有必要。对2006年至2017年间发布的24,000多家美国公司审计委员会报告披露进行了大规模文本分析,我们发现大型加速申报公司(LAFs)的审计委员会在以下情况下自愿增加其财务报告和审计监督活动的披露:(1)美国证券交易委员会2015年概念发布鼓励更多审计委员会披露;(2)公司宣布需要重述其财务报表。然而,对于非大型加速过滤器,我们没有发现在这两个事件之后出现类似的增长。我们的研究结果表明,大公司对审计委员会额外披露的外部需求做出了回应,但监管要求可能会改善小公司审计委员会的报告。
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引用次数: 2
Next-G Wireless: Learning from 5G Techno-Economics to Inform Next Generation Wireless Technologies Next- g无线:从5G技术经济学中学习,为下一代无线技术提供信息
Pub Date : 2021-08-02 DOI: 10.2139/ssrn.3898099
E. Oughton, W. Lehr
A new generation of cellular technology has been deployed every decade since the 1980s. We are presently amid the global commercial deployment by Mobile Network Operators (MNOs) of the fifth generation (5G) of cellular technology; and concurrently, a flurry of research is engaged in designing the next generation (6G). This offers an opportune time to assess the techno-economics research literature over the past decade that informed 5G’s development lifecycle from standardization to deployment. Our goal is to provide a retrospective review of this literature and offer recommendations for how the methodologies employed in this style of model-based research (theoretical and empirical) may be improved to best contribute to the design of Next Generation (Next-G) wireless technologies. Our review categorizes the prior research into eight key research themes including use cases, technologies, modeling techniques, financial metrics, open science practices, business model evaluation, spatial focus and data visualization. Our review of the prior literature leads us to conclude that the quality and impact of techno-economic assessment studies directed at designing Next-G (or 6G) technologies would be improved if researchers are: (i) more transparent about network quality of service assumptions, (ii) openly share input data, code, and results, (iii) focus on total cost analysis, with special attention paid to (iv) ensuring the affordability of 6G technologies, and, (v) actively take account of developments emerging from other modeling efforts to maximize the potential for mutual benefits.
自20世纪80年代以来,每十年就会部署新一代蜂窝技术。我们目前正处于移动网络运营商(mno)第五代(5G)蜂窝技术的全球商业部署之中;与此同时,设计下一代(6G)的研究也在迅速展开。这为评估过去十年的技术经济学研究文献提供了一个良机,这些文献为5G从标准化到部署的开发生命周期提供了信息。我们的目标是对这些文献进行回顾性回顾,并就如何改进这种基于模型的研究风格(理论和实证)所采用的方法,以最好地为下一代(Next- g)无线技术的设计做出贡献提出建议。我们将之前的研究分为八个关键研究主题,包括用例、技术、建模技术、财务指标、开放科学实践、商业模式评估、空间焦点和数据可视化。我们对先前文献的回顾使我们得出结论,如果研究人员做到以下几点,针对设计Next-G(或6G)技术的技术经济评估研究的质量和影响将得到改善:(i)对网络服务质量假设更加透明,(ii)公开共享输入数据、代码和结果,(iii)关注总成本分析,特别关注(iv)确保6G技术的可负担性,以及(v)积极考虑其他建模工作的发展,以最大限度地提高互惠互利的潜力。
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引用次数: 4
Blockchain Applications for Waste Management - Analysis of Blockchain Use cases in Waste Management and General Guidance for Starting Blockchain Projects 区块链在废物管理中的应用——废物管理中的区块链用例分析和启动区块链项目的一般指导
Pub Date : 2021-07-14 DOI: 10.2139/ssrn.3941795
R. Lenz
The aim of this study is to learn from the analysis of best practice examples in waste management for future application in the municipal sector. The focus is on the problems that the blockchain technology can primarily solve. Blockchain is a cross-sectional technology and can be used for a wide variety of purposes. Secondly, the structural characteristics of the use cases can also be of interest, for example whether a case is a pure business solution for companies, i.e. B2B, or a business-to-consumer (B2C) or C2C solution, or whether a municipality or public administration is involved, i.e. P2C or P2B. The analysis should also reveal in which segment, or for which type of waste (municipal or industrial waste, or only one specific waste category like glass, plastics or paper) most use cases could be found. The study begins with a description of the general characteristics of the blockchain applications found in waste management. Based on this, categories for screening are defined and screening results are presented and interpreted. Of course, it is questionable whether the results of a limited number of use cases (20 cases) are meaningful. Consequently, the results are compared with other studies on blockchain applications and analyzed for similarities and differences. Finally, core results are summarized, and the main findings are presented.
本研究的目的是分析废物管理的最佳做法,以便将来在市政部门应用。重点是区块链技术可以主要解决的问题。区块链是一种横截面技术,可用于各种各样的目的。其次,用例的结构特征也会引起人们的兴趣,例如,一个用例是公司的纯业务解决方案,即B2B,还是企业对消费者(B2C)或C2C解决方案,或者是否涉及市政当局或公共管理部门,即P2C或P2B。分析还应揭示在哪个部分或哪种类型的废物(城市或工业废物,或只有一种特定的废物类别,如玻璃,塑料或纸张)中可以找到大多数用例。本研究首先描述了在废物管理中发现的区块链应用的一般特征。在此基础上,定义了筛选的类别,并给出了筛选结果并进行了解释。当然,有限数量用例(20个用例)的结果是否有意义是值得怀疑的。因此,将结果与其他区块链应用研究进行比较,并分析其异同。最后,对核心结果进行了总结,并给出了主要发现。
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引用次数: 2
The Real Deal: Return Policies against Review Manipulation 真正的交易:退货政策反对评论操纵
Pub Date : 2021-07-07 DOI: 10.2139/ssrn.3897140
Y. Ho, Sheng-Zhi Mao
Review manipulation is pervasive on e-platforms. Opportunistic sellers boost sales by manipulating reviews and inflating perceived product qualities. Such immoral behavior ruins market fairness and efficiency, harming social welfare. Though various technologies have been developed to detect fake reviews, review manipulation remains rampant due to the lack of economic incentives from a platform’s perspective (i.e., costs of fake-review-detection technologies and potential loss of commissions). Unlike extant literature focusing on developing advanced algorithms, we take another route to explore economic incentives via return policies. We craft a game theory-based model, endogenizing a platform’s return policy and sellers’ manipulation efforts and pricing, given heterogeneous consumers. Our results show that a full-refund policy is a powerful device to alter sellers’ misbehaviors. Yet, the policy could be a double-edged sword that either inhibits or enhances review manipulation, depending on the severity of sellers’ competition. We further identify a return-manipulation paradox – the platform is more willing to choose the policy (either full-refund or no-return) that encourages manipulation the most. In other words, the platform would hurt the welfare of sellers and consumers while maximizing its profit. To resolve the paradox, we investigate the autonomous return scheme wherein sellers are delegated to make return policies. The analyses suggest that the alternative scheme effectively lowers overall manipulation in the ecosystem and increases social welfare, compared to the platform’s dictatorial return policy (i.e., the centralized scheme). The analytical results are translated into executable actions to consumers, sellers, and platforms for healthy, sustainable e-markets.
评论操纵在电子平台上非常普遍。投机取巧的卖家通过操纵评论和夸大人们对产品质量的认知来促进销售。这种不道德的行为破坏了市场的公平和效率,损害了社会福利。虽然已经开发了各种技术来检测虚假评论,但由于缺乏平台角度的经济激励(即虚假评论检测技术的成本和潜在的佣金损失),评论操纵仍然猖獗。与现有文献专注于开发先进算法不同,我们采取另一种途径,通过回报政策来探索经济激励。我们设计了一个基于博弈论的模型,将平台的退货政策和卖家的操纵努力和定价内在化,考虑到消费者的异质性。我们的研究结果表明,全额退款政策是改变卖家不当行为的有力手段。然而,该政策可能是一把双刃剑,根据卖家竞争的严重程度,它可能会抑制或加剧评论操纵。我们进一步确定了退货-操纵悖论——平台更愿意选择最鼓励操纵的政策(全额退款或不退货)。换句话说,该平台在最大化其利润的同时,会损害卖家和消费者的福利。为了解决这一矛盾,我们研究了委托卖家制定退货政策的自主退货方案。分析表明,与平台的独裁返回政策(即集中式方案)相比,替代方案有效地降低了生态系统中的整体操纵并增加了社会福利。分析结果转化为消费者、卖家和平台的可执行行动,以实现健康、可持续的电子市场。
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引用次数: 0
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