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Data Analytics Supports Decentralized Innovation 数据分析支持分散式创新
Pub Date : 2019-03-11 DOI: 10.2139/ssrn.3351982
Lynn Wu, Bowen Lou, L. Hitt
Data-analytics technology can accelerate the innovation process by enabling existing knowledge to be identified, accessed, combined, and deployed to address new problem domains. However, like prior...
数据分析技术可以通过识别、访问、组合和部署现有知识来解决新的问题领域,从而加速创新过程。然而,就像之前一样……
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引用次数: 75
Innovate Versus Imitate: Theory and Experimental Evidence 创新与模仿:理论与实验证据
Pub Date : 2019-01-07 DOI: 10.2139/ssrn.3359870
J. Duffy, Jason Ralston
Abstract We model and experimentally evaluate the trade-off between innovation and imitation commonly faced by firms. Innovation involves searching for a high payoff opportunity, but paying a cost in order to do so. Imitation involves avoiding that search cost and copying the most successful payoff opportunity uncovered thus far. We formulate a novel model of sequential innovation versus imitation decisions made by a group of n regret minimizing agents. We analyze the consequences of complete versus incomplete information about the distribution of payoffs from innovation on agents’ decisions. We then study these predictions in a laboratory experiment where we find evidence in support of our theoretical predictions.
摘要本文建立模型并通过实验对企业通常面临的创新与模仿之间的权衡进行了评估。创新包括寻找高回报的机会,但要为此付出代价。模仿包括避免搜索成本,复制迄今为止发现的最成功的收益机会。我们建立了一个由n个后悔最小化代理组成的连续创新与模仿决策的新模型。我们分析了关于创新收益分配的完全信息和不完全信息对代理人决策的影响。然后,我们在实验室实验中研究这些预测,在那里我们找到支持我们理论预测的证据。
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引用次数: 3
Detecting New Approaches for a Fundamental Rights Impact Assessment to Automated Decision-Making 发现基本权利对自动化决策影响评估的新方法
Pub Date : 2018-12-17 DOI: 10.2139/ssrn.3302839
H. Janssen
Companies and other private institutions see great and promising profits in the use of automated decision-making (‘ADM’) for commercial-, financial- or efficiency in work processing purposes. Meanwhile, ADM based on a data subjects’ personal data may (severely) impact its fundamental rights and freedoms. The General Data Protection Regulation (GDPR) provides for a regulatory framework that applies whenever a controller considers and deploys ADM onto individuals on the basis of their personal data. In the design stage of the intended ADM, article 35 (3)(a) obliges a controller to apply a Data Protection Impact Assessment (DPIA), part of which is an assessment of ADM’s impact on individual rights and freedoms. Article 22 GDPR determines under what conditions ADM is allowed and endows data subjects with increased protection. Research among companies of various sizes has shown that there is (legal) insecurity about the interpretation of the GDPR (including the provisions relevant to ADM). The first objective of the author is to detect ways forward by offering practical handles to execute a DPIA that includes a slidable assessment of impacts on data subjects’ fundamental rights. This assessment is based on four benchmarks that should help to assess the gravity of potential impacts, i.e. i) to determine the impact on the fundamental right(s) at stake, ii) to establish the context in which the ADM is used, iii) the establishment of who is beneficiary of the use of personal data in the ADM and iv) the establishment who is in control over the data flows in the ADM. From the benchmarks an overall fundamental rights impact assessment about ADM should arise. A second objective is to indicate potential factors and measures that a controller should consider in its risk management after the assessment. The proposed approach should help fostering fair, compliant and trustworthy ADM and contains directions for future research.
公司和其他私人机构看到了在商业、金融或工作处理效率方面使用自动决策(“ADM”)的巨大和有前途的利润。同时,基于数据主体个人数据的ADM可能(严重)影响其基本权利和自由。《一般资料保护条例》(GDPR)提供了一个监管框架,适用于控制者根据个人资料考虑和部署个人资料管理。在预期的ADM的设计阶段,第35 (3)(a)条要求控制者应用数据保护影响评估(DPIA),其中一部分是评估ADM对个人权利和自由的影响。GDPR第22条规定了在什么情况下允许ADM,并赋予数据主体更多的保护。对不同规模的公司的研究表明,对GDPR(包括与ADM相关的条款)的解释存在(法律上的)不安全感。作者的第一个目标是通过提供执行DPIA的实际处理方法来检测前进的道路,DPIA包括对数据主体基本权利影响的可滑动评估。这个评估是基于四个基准应有助于评估潜在影响的严重性,即我)来确定对基本权利的影响(s), 2)建立的上下文使用ADM, iii)的建立是谁受益的个人数据的使用ADM和iv)建立在控制基准的数据流在海军上将整体基本权利影响评估关于ADM应该出现。第二个目标是指出控制者在评估后的风险管理中应该考虑的潜在因素和措施。建议的方法应有助于促进公平、合规和值得信赖的ADM,并包含未来的研究方向。
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引用次数: 1
Digital Technologies and the Future of Employment 数字技术与就业的未来
Pub Date : 2018-12-05 DOI: 10.2139/ssrn.3296213
Joseph Tham
This paper examines the likely impact of the development of digital technologies on the future of employment.
本文探讨了数字技术的发展对未来就业的可能影响。
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引用次数: 0
Innovation Analytics: Leveraging Artificial Intelligence in the Innovation Process 创新分析:在创新过程中利用人工智能
Pub Date : 2018-12-02 DOI: 10.2139/ssrn.3293533
Chinmay Kakatkar, Volker Bilgram, J. Füller
Artificial intelligence (AI) is about imbuing machines with a kind of intelligence that is mainly attributed to humans. Extant literature—coupled with our experiences as practitioners—suggests that while AI may not be ready to completely take over highly creative tasks within the innovation process, it shows promise as a significant support to innovation managers. In this article, we broadly refer to the derivation of computer-enabled, data-driven insights, models, and visualizations within the innovation process as innovation analytics. AI can play a key role in the innovation process by driving multiple aspects of innovation analytics. We present four different case studies of AI in action based on our previous work in the field. We highlight benefits and limitations of using AI in innovation and conclude with strategic implications and additional resources for innovation managers.
人工智能(AI)是关于赋予机器一种主要归于人类的智能。现有文献以及我们作为实践者的经验表明,虽然人工智能可能还没有准备好完全接管创新过程中高度创造性的任务,但它有望成为创新管理者的重要支持。在本文中,我们广泛地将创新过程中计算机支持的、数据驱动的见解、模型和可视化的派生称为创新分析。通过推动创新分析的多个方面,人工智能可以在创新过程中发挥关键作用。根据我们之前在该领域的工作,我们提出了四个不同的人工智能案例研究。我们强调了在创新中使用人工智能的好处和局限性,并总结了创新管理者的战略意义和额外资源。
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引用次数: 49
Effectiveness of Buyer-Supplier Prior Experience on E-Procurement Platforms 电子采购平台上买方-供应商先前经验的有效性
Pub Date : 2018-11-30 DOI: 10.2139/ssrn.3294028
Y. Hong, Benjamin B. M. Shao
E-procurement platforms facilitate transactions between suppliers and buyers from all over the world. Over time, suppliers and buyers may develop familiarity from prior experience with earlier transactions. The project team literature has established that prior experience leads to better project performance. In this study, we examine the effectiveness of prior experience between buyers and suppliers in e-procurement platforms with a focus on the moderating roles of temporal distance and language difference between the buyer and the supplier as well as the effect of routine tasks in the project (termed “task routinization”). Using a unique data set from a large e-procurement platform, Freelancer.com, we first find that buyers’ prior experience with a supplier positively affects project outcomes, and temporal distance and language difference both negatively affect project outcomes. This is consistent with previous findings for emerging e-procurement platforms. More interestingly, we find that the effectiveness of prior experience is constrained by both temporal distance and language difference, such that if a greater temporal distance separates the buyer and supplier or if the two speak different languages, prior experience is less likely to be helpful. In addition, while task routinization does not directly affect a project’s success, it has a positive interaction effect with prior experience, suggesting that buyers’ prior experience with a supplier is more effective in enhancing project outcomes when a project comprises routine tasks. Our findings on prior experience, temporal distance, language difference, and task routinization contribute to a better understanding of the e-procurement platform for global outsourcing and procurement. Limitations are discussed and topics are identified for future research.
电子采购平台促进了来自世界各地的供应商和买家之间的交易。随着时间的推移,供应商和买家可能会从之前的交易经验中发展出熟悉感。项目团队文献已经证实,先前的经验会导致更好的项目绩效。在本研究中,我们考察了电子采购平台中买方和供应商之间先前经验的有效性,重点关注了买方和供应商之间的时间距离和语言差异的调节作用,以及项目中常规任务(称为“任务常规化”)的影响。使用来自大型电子采购平台Freelancer.com的独特数据集,我们首先发现买家与供应商的先前经验对项目结果有积极影响,而时间距离和语言差异对项目结果都有消极影响。这与之前对新兴电子采购平台的调查结果一致。更有趣的是,我们发现先验经验的有效性受到时间距离和语言差异的限制,因此,如果买方和供应商之间的时间距离较大,或者两者说不同的语言,先验经验就不太可能起作用。此外,虽然任务常规化并不直接影响项目的成功,但它与先前经验有积极的交互作用,这表明当项目包含常规任务时,买方与供应商的先前经验对提高项目成果更有效。我们在先验经验、时间距离、语言差异和任务常规化方面的研究结果有助于更好地理解全球外包和采购的电子采购平台。讨论了局限性,并确定了未来研究的主题。
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引用次数: 0
Using the Crowd for Business Model Innovation: The Case of Digikala 利用群众进行商业模式创新:Digikala案例
Pub Date : 2018-11-28 DOI: 10.1111/radm.12353
S. K. Bagheri, Parya Raoufi, Mojgan Samandar Ali Eshtehardi, Saeed Shaverdy, Bahram Ramezani Akbarabad, B. Moghaddam, A. Mardani
On November 15, 2015, Digikala, one of the largest online stores in the Middle East, launched its first‐ever crowdsourcing contest called ‘A glance at tomorrow’. What distinguishes this contest from common crowd‐based initiatives is that it was aimed at Business Model Innovation (BMI) rather than product and process innovation. Although using the crowd has proven to be an effective way for firms to boost their product and process innovation, its use for BMI is challenging. Based on real large‐scale data from the Digikala’s crowdsourcing contest, this research focuses on the application of crowd‐powered solutions in BMI, which has rarely been investigated previously. Our exploratory case study indicates that the crowd could contribute to the BMI process. Our findings point to a new form of ‘division of innovation labor’ in BMI. Contribution of the crowd in BMI is more likely to be relevant to Value Proposition and Value Delivery, while it might be less relevant to Value Capture and Value Creation. The results also support the notion that crowd‐contributor characteristics affect the quality of proposals for BMI. We argue that this line of research could help companies design and implement customized crowd‐based initiatives to better support their BMI process.
2015年11月15日,中东最大的在线商店之一Digikala发起了有史以来第一次“#8216;一瞥明天”的众包竞赛。这场竞赛与普通的基于群众的活动的区别在于,它的目标是商业模式创新(BMI),而不是产品和流程创新。虽然利用群众已经被证明是企业促进产品和流程创新的有效方式,但它在BMI中的应用是具有挑战性的。本研究基于digikala众包大赛的真实大尺度数据,重点研究众包驱动解决方案在BMI中的应用,这是以往很少研究的。我们的探索性案例研究表明,人群可能对BMI过程有所贡献。我们的发现指向了一种新的创新劳动分工形式。BMI。人群在BMI中的贡献更可能与价值主张和价值交付相关,而与价值获取和价值创造的相关性可能较小。研究结果还支持这样一种观点,即群体贡献者的特征会影响BMI提案的质量。我们认为,这一系列的研究可以帮助公司设计和实施定制的基于人群的计划,以更好地支持他们的BMI过程。
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引用次数: 9
Image Reputation of Non-Uniform Blur, Illumination and Pose Using Mobilap 使用Mobilap的非均匀模糊,照明和姿态的图像声誉
Pub Date : 2018-11-21 DOI: 10.2139/ssrn.3288365
N. Sumalatha
Face reputation is a nicely-researched region, but one key region now not addressed by means of many traditional strategies is that sensible face identity operates below an “open-universe” assumption wherein a few faces ought to be diagnosed, but no longer others (called distracters). In Bob’s graduation case, satisfactory friends need to be tagged on the same time as distinct faces have to be not noted. The acting face reputation within the presence of blur are based totally definitely on the convolution model and can't cope with non-uniform blurring situations that regularly rise up from tilts and rotations in hand held cameras. In this paper, we recommend a technique for face recognition within the presence of vicinity-diverse motion blur comprising of arbitrarily-original kernels.

We version the blurred face as a convex combination of geometrically transformed times of the centered gallery face, and display that the set of all images acquired through non-uniformly blurring a given image forms a convex set. We first endorse a non uniform blur-sturdy set of rules with the aid of way of using the notion of a sparse virtual digital camera trajectory inside the digital camera movement vicinity to assemble an energy function with l1-norm constraint on the digital camera movement. The framework is then prolonged to deal with illumination variations with the aid of exploiting the reality that the set of all images obtained from a face photo by using manner of non-uniform blurring and converting the illumination paperwork a bi-convex set.
面部声誉是一个被很好地研究过的领域,但有一个关键领域现在还没有被许多传统策略所解决,那就是敏感的面部身份在一个“开放世界”的假设下运作,在这个假设下,只有少数面孔应该被诊断出来,而不再需要其他面孔(称为干扰物)。在鲍勃的毕业案例中,令人满意的朋友需要被标记,而不需要注意不同的面孔。在存在模糊的情况下,表演面部的声誉完全是基于卷积模型的,无法应对手持相机中经常出现的倾斜和旋转引起的不均匀模糊情况。在本文中,我们推荐了一种由任意原始核组成的接近不同运动模糊存在下的人脸识别技术。我们将被模糊的脸作为中心画廊脸的几何变换次数的凸组合,并显示通过非均匀模糊获得的所有图像的集合形成一个凸集。首先,利用数字相机运动附近的稀疏虚拟数字相机轨迹的概念,构建了一个具有11范数约束的数字相机运动能量函数,从而建立了一套非均匀模糊-坚固规则集。然后,利用从一张人脸照片中获得的所有图像的集合使用非均匀模糊的方式并将照明文书转换为双凸集的现实,将该框架扩展到处理照明变化。
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引用次数: 0
Competition and Product Development Innovation: The Case of Newly Launched Trademarks 竞争与产品开发创新:以新上市商标为例
Pub Date : 2018-10-03 DOI: 10.2139/ssrn.3419613
Qianqian Huang, Bingkun Yang
This paper examines the relationship between competition and product development innovation using the U.S. trademark database. We find that greater import competition spurs corporate product innovation measured by newly launched trademarks. However, such increase in foreign competition is associated with lower survival rate of new product trademarks. Moreover, firms tend to launch new trademarks in old and familiar areas in response to intensified import competition. We further show that the negative impact of competition on firm’s future performance is mitigated by product innovation. Our main results are similar when we use common domestic competition measures. Overall, our results suggest that competitive markets can promote product innovation.
本文利用美国商标数据库考察了竞争与产品开发创新之间的关系。我们发现,进口竞争加剧会刺激企业产品创新(以新推出的商标衡量)。然而,国外竞争的加剧与新产品商标的存活率较低有关。此外,企业倾向于在老的和熟悉的领域推出新商标,以应对日益激烈的进口竞争。我们进一步表明,竞争对企业未来绩效的负面影响被产品创新所缓解。当我们使用常见的国内竞争指标时,我们的主要结果是相似的。总体而言,我们的研究结果表明,竞争市场可以促进产品创新。
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引用次数: 0
Is It “Trade?�? Data Flows and the Digital Economy 是“贸易?”数据流与数字经济
Pub Date : 2018-08-30 DOI: 10.2139/SSRN.3137819
Milton L. Mueller, Karl Grindal
This paper is a preliminary attempt to analyze information as a factor of production in international trade. It is a first attempt to get a handle on the direction and balance of information flows. We have obtained quantitative data about Web-related data flows between countries, and we explore how those flows are correlated to trade in goods . Using Telegeography data on “Server Location as a Percentage of Top Websites,” we found that 2/3 of all web traffic is transnational. More than half of the top 100 web sites in 9 of the world’s 13 sub-regions are hosted in the United States. Central Asia and Eastern Europe, for whom 37% and 41% of their most popular websites, respectively, are requested from the US. Even well-developed Western Europe makes almost half of its top 100 web site requests to US-based sites. For US users, on the other hand, only about 26 of the top 100 websites are hosted outside the country, and 20 of them are in Europe.Ironically, East Asia, which has a huge goods trade surplus with the developed economies, particularly with the US, has the largest negative balance in the relationship between incoming and outgoing Web requests. Indeed, we found a very strong negative correlation (-0.878) between web traffic balances and the balance of trade in goods across all subregions. Once these aspects of transnational data flows are quantified, the paper discusses the implications of these findings for policy, especially trade policy. It raises the question whether the goal of a free and open digital economy is best advanced by placing information exchanges in the trade paradigm and pushing for free trade, or by asserting a more general human right to free and open information exchanges across borders, which has social and political as well as economic consequences. These two approaches are not mutually exclusive, of course, but by making these distinctions we clarify the debate over international policy in the digital world.
本文是对国际贸易中信息作为生产要素进行分析的初步尝试。这是掌握信息流方向和平衡的第一次尝试。我们获得了国家间网络相关数据流动的定量数据,并探讨了这些数据流动与货物贸易之间的关系。使用Telegeography的“服务器位置占顶级网站的百分比”数据,我们发现三分之二的网络流量是跨国的。在全球13个次区域中,有9个地区的前100个网站中有一半以上是在美国托管的。中亚和东欧,他们最受欢迎的网站分别有37%和41%来自美国。即使是发达的西欧,其前100个网站请求中也有近一半是向美国网站发出的。另一方面,对于美国用户来说,排名前100的网站中只有26个位于美国以外,其中20个位于欧洲。具有讽刺意味的是,与发达经济体,特别是与美国有着巨大商品贸易顺差的东亚,在输入和输出网络请求之间的关系中有着最大的负平衡。事实上,我们发现网络流量平衡与所有次区域货物贸易平衡之间存在非常强的负相关(-0.878)。一旦对跨国数据流动的这些方面进行了量化,本文将讨论这些发现对政策,特别是贸易政策的影响。它提出了这样一个问题:自由和开放的数字经济的目标是通过将信息交换置于贸易范式中并推动自由贸易,还是通过主张更普遍的人权来实现自由和开放的跨境信息交换,这将产生社会和政治以及经济后果。当然,这两种方法并不是相互排斥的,但通过区分这些区别,我们澄清了关于数字世界中国际政策的争论。
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引用次数: 1
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Development of Innovation eJournal
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