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作者:Nageswaran, Leela; Jain, Aditya; Gurnani, Haresh
作者单位:University of Washington; University of Washington Seattle; City University of New York (CUNY) System; Baruch College (CUNY); State University of New York (SUNY) System; Stony Brook University
摘要:This article may be used only for the purposes of research, teaching, and/or private study. Commercial use or systematic downloading (by robots or other automatic processes) is prohibited without explicit Publisher approval, unless otherwise noted. For more information, contact permissions@informs.org. The Publisher does not warrant or guarantee the article's accuracy, completeness, merchantability, fitness inclusion of an advertisement in this article, neither constitutes nor implies a guaran...
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作者:Peng, Zhenkang; Li, Chengzhang; Rong, Ying; Luo, Zichao; Ma, Guangrui; Zhao, Mingyong
作者单位:Zhejiang University; Shanghai Jiao Tong University
摘要:Problem definition: How should online retailers make demand predictions or operational decisions with limited relevant data? Motivated by conventional data aggregation approaches, we develop a flexible data aggregation (FlexDA) framework to adapt to different degrees of heterogeneity across products, thereby striking a better balance between the bias and variance of data-driven predictions and decisions. Methodology/ results: Under the FlexDA framework, we propose aggregating the individual da...
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作者:Oblander, Shin; Jerath, Kinshuk
作者单位:University of British Columbia; Columbia University
摘要:Problem definition: For e-commerce companies to assess how best to invest in improving delivery times, it is important to understand how improving delivery times affects customer demand. In collaboration with a business-to-business (B2B) e-commerce company, we study how the promised delivery time in a quote affects the customer's purchase probability. Methodology/results: We use observational and experimental data from our partner with quote-level variation in promised delivery times. This all...
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作者:Wu, Zhiqiao; Luo, Jian; Hao, Zhaowei; Qi, Wei
作者单位:Dongbei University of Finance & Economics; Hainan University; Dongbei University of Finance & Economics; Tsinghua University
摘要:Problem definition: E-commerce giants scale up their order-picking operations by adopting robotic fulfillment centers (RFCs). In RFCs, automated guided vehicles transport movable shelf racks to pickers' workstations, instead of having human pickers travel to pick items. Unfortunately, this apparent relief for pickers turns out to be a curse: Pickers become the bottleneck in the order-picking process. They undertake high-intensity, stationary, and repetitive tasks, which often cause both physic...
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作者:Zhang, Yue; Tomlin, Brian
作者单位:Duke University; Dartmouth College
摘要:Problem definition: Businesses with short-term production needs can rent equipment (e.g., 3D printer) from a manufacturer or distributor (hereafter, OEM) or use a manufacturing-services firm (e.g., print farm). Those who rent may vary in their expertise and therefore in their cost of attaining quality. Those who use a print farm benefit from the expertise of print-farm technicians. An OEM that offers rentals has an incentive to provide technical service to improve customer expertise so as to m...
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作者:Fu, Chenyi; Zhou, Minglong; Lou, Zhiyuan; Xie, Jingui; Sim, Melvyn; Tan, Kelvin Bryan
作者单位:Northwestern Polytechnical University; Fudan University; Technical University of Munich; Technical University of Munich; National University of Singapore; Ministry of Health - Singapore; Nanyang Technological University
摘要:Problem definition: During pandemics, policymakers must make critical decisions about public health interventions and allocations of scarce resources in response to rapidly evolving diseases under high levels of uncertainty. Epidemiological models, such as the Susceptible-Exposed-Infectious-Recovered-type (SEIR-type) compartmental model, are indispensable tools for predicting how a pandemic may spread over time and how different public health interventions could affect the outcome. Based on su...
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作者:Lyu, Jiancheng; Shen, Xiaobei; Zhou, Yuqian; Kong, Xiangyin
作者单位:Chinese Academy of Sciences; University of Science & Technology of China, CAS; Zhejiang University
摘要:Problem definition: The rise of crowdfunding hides a flaw: creators' private information that is unobservable enables them to exploit backers, stalling the sector. To shield backers, platforms now escrow part of raised funds as deferred-payment insurance. We explore whether the implementation of deferred payment (DePay) shapes quality signaling under private information and how to utilize DePay for better campaign outcomes. Methodology/results: We build a stylized signaling game with a represe...
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作者:Yang, Yang; Sun, Qiuzhuang; Peng, Jimmy Chih-Hsien; Tang, Loon Ching; Ye, Zhisheng
作者单位:University of Macau; University of Macau; Singapore Management University; National University of Singapore; National University of Singapore
摘要:Problem definition: Normal operations of a power system require that alternating current frequency be maintained at a nominal value, for example, 50 Hz, whereas severe deviation from this value due to power deficiencies can cause cascading generator trips. Maintaining the frequency requires adequate inertia and frequency regulation reserve, which are primarily provided by online generators. In daily operations, generators due for preventive maintenance must be taken offline, and thus an improp...
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作者:Park, Minje; Chan, Carri W.; Boell, Keith; Mitchell, Elliot G.; Tariq, Abdul A.; Vawdrey, David K.
作者单位:University of Hong Kong; Columbia University; University of Pennsylvania; Pennsylvania Medicine; Childrens Hospital of Philadelphia
摘要:Problem definition: With the advance of data analytics, many disease prediction models have been developed with the intent of detecting diseases earlier and improving patient outcomes through earlier treatment. The operationalization of interventions and care based on these predictive models is critical to attaining these goals. We study the real-world effects of a machine learning-guided colorectal cancer screening outreach program deployed at a health system in Pennsylvania. Methodology/resu...
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作者:Ahn, Hyun-Soo; Ryan, Christopher Thomas; Uichanco, Joline; Zhang, Mengzhenyu
作者单位:University of Michigan System; University of Michigan; University of British Columbia; New York University; New York University Tandon School of Engineering; University of London; University College London
摘要:Problem definition: Influencer marketing has become a prevalent strategy to promote products through social media. This paper examines the value of influencer marketing when followers not only learn from the influencer's signal but can also engage in social learning by observing peers' purchase behaviors and reviews. Methodology/results: We adopt an information design framework to analyze how a firm should value an influencer based on two key dimensions: the accuracy of the influencer's past r...