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作者:Gregory, Robert Wayne; Muntermann, Jan
作者单位:University of Navarra; IESE Business School; University of Gottingen
摘要:Design theories provide explicit prescriptions, such as principles of form and function, for constructing an artifact that is designed to meet a set of defined requirements and solve a problem. Design theory generation is increasing in importance because of the increasing number and diversity of problems that require the participation and proactive involvement of academic researchers to build and test artifact-based solutions. However, we have little understanding of how design theories are ge...
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作者:Johar, Monica; Mookerjee, Vijay; Sarkar, Sumit
作者单位:University of North Carolina; University of North Carolina Charlotte; University of Texas System; University of Texas Dallas
摘要:We study the problem of optimally choosing the composition of the offer set for firms engaging in web-based personalization. A firm can offer items or links that are targeted for immediate sales based on what is already known about a customer's profile. Alternatively, the firm can offer items directed at learning a customer's preferences. This, in turn, can help the firm make improved recommendations for the remainder of the engagement period with the customer. An important decision problem fa...
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作者:Hong, Weiyin; Chan, Frank K. Y.; Thong, James Y. L.; Chasalow, Lewis C.; Dhillon, Gurpreet
作者单位:Hong Kong University of Science & Technology; Nevada System of Higher Education (NSHE); University of Nevada Las Vegas; ESSEC Business School; Virginia Commonwealth University
摘要:This paper discusses the value of context in theory development in information systems (IS) research. We examine how prior research has incorporated context in theorizing and develop a framework to classify existing approaches to contextualization. In addition, we expound on a decomposition approach to contextualization and put forth a set of guidelines for developing context-specific models. We illustrate the application of the guidelines by constructing and comparing various context-specific...
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作者:Forman, Chris; King, John Leslie; Lyytinen, Kalle
作者单位:University System of Georgia; Georgia Institute of Technology; University of Michigan System; University of Michigan; University System of Ohio; Case Western Reserve University
摘要:The information systems field started with the expectation that information and technology will significantly shape the nature of work. The topic provides ample scope for significant scholarly inquiry. Work content, process, and organization are now different from what they were in the 1960s and 1970s, which provided a foundation for theories and understanding. Although investigations about the changing nature of work have been made for years, this special section recognizes that the time of r...
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作者:Agarwal, Ritu; Dhar, Vasant
作者单位:University System of Maryland; University of Maryland College Park; New York University
摘要:We address key questions related to the explosion of interest in the emerging fields of big data, analytics, and data science. We discuss the novelty of the fields and whether the underlying questions are fundamentally different, the strengths that the information systems (IS) community brings to this discourse, interesting research questions for IS scholars, the role of predictive and explanatory modeling, and how research in this emerging area should be evaluated for contribution and signifi...
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作者:Zhang, Juheng; Aytug, Haldun; Koehler, Gary J.
作者单位:University of Massachusetts System; University of Massachusetts Lowell; State University System of Florida; University of Florida
摘要:We study the problem where a decision maker uses a linear classifier over attribute values (e. g., age, income, etc.) to classify agents into classes (e. g., creditworthy or not). Sometimes the attribute values are altered and/or hidden by agents to obtain a favorable but undeserved classification. Our main goal is to develop methods to thwart agents from hiding or distorting attribute values to obtain a favorable but incorrect classification. Intentionally altered attributes to obtain strateg...
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作者:Kallinikos, Jannis; Tempini, Niccolo
作者单位:University of London; London School Economics & Political Science
摘要:This paper investigates a web-based, medical research network that relies on patient self-reporting to collect and analyze data on the health status of patients, mostly suffering from severe conditions. The network organizes patient participation in ways that break with the strong expert culture of medical research. Patient data entry is largely unsupervised. It relies on a data architecture that encodes medical knowledge and medical categories, yet remains open to capturing details of patient...
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作者:Lukyanenko, Roman; Parsons, Jeffrey; Wiersma, Yolanda F.
作者单位:State University System of Florida; Florida International University; Memorial University Newfoundland; Memorial University Newfoundland
摘要:User-generated content (UGC) is becoming a valuable organizational resource, as it is seen in many cases as a way to make more information available for analysis. To make effective use of UGC, it is necessary to understand information quality (IQ) in this setting. Traditional IQ research focuses on corporate data and views users as data consumers. However, as users with varying levels of expertise contribute information in an open setting, current conceptualizations of IQ break down. In partic...
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作者:Zheng, Zhiqiang (Eric); Pavlou, Paul A.; Gu, Bin
作者单位:University of Texas System; University of Texas Dallas; Pennsylvania Commonwealth System of Higher Education (PCSHE); Temple University; Arizona State University; Arizona State University-Tempe
摘要:This paper presents and extends Latent Growth Modeling (LGM) as a complementary method for analyzing longitudinal data, modeling the process of change over time, testing time-centric hypotheses, and building longitudinal theories. We first describe the basic tenets of LGM and offer guidelines for applying LGM to Information Systems (IS) research, specifically how to pose research questions that focus on change over time and how to implement LGM models to test time-centric hypotheses. Second an...
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作者:Singh, Param Vir; Sahoo, Nachiketa; Mukhopadhyay, Tridas
作者单位:Carnegie Mellon University; Boston University; Carnegie Mellon University; Qatar Foundation (QF); Carnegie Mellon University in Qatar
摘要:We investigate the dynamics of blog reading behavior of employees in an enterprise blogosphere. A dynamic model is developed and calibrated using longitudinal data from a Fortune 1,000 IT services firm. Our modeling framework allows us to segregate the impact of textual characteristics (sentiment and quality) of a post on attracting readers from retaining them. We find that the textual characteristics that appeal to the sentiment of the reader affect both reader attraction and retention. Howev...