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作者:Li, Jingjing; Larsen, Kai; Abbasi, Ahmed
作者单位:University of Virginia; University of Colorado System; University of Colorado Boulder; University of Notre Dame
摘要:The scholarly information-seeking process for behavioral research consists of three phases: searching, accessing, and processing of past research. Existing IT artifacts, such as Google Scholar, have in part addressed the searching and accessing phases, but fall short of facilitating the processing phase, creating a knowledge inaccessibility problem. We propose a behavioral ontology learning from text (BOLT) design framework that presents concrete prescriptions for developing systems capable of...
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作者:Wang, Shuting (Ada); Greenwood, Brad N.; Pavlou, Paul A.
作者单位:City University of New York (CUNY) System; Baruch College (CUNY); George Mason University; University of Houston System; University of Houston
摘要:In this study, we examine how a firm's decision to post on social media affects the propensity of its followers to (1) purchase its products and (2) unfollow the firm. Using a unique dataset from a large fashion retailer which frequently sends mass non-customized information-only posts on social media (i.e., non-coupons), findings indicate that such posts increase short-term purchases by 6%. However, these posts also increase followers ' propensity to unfollow the firm by 280%, significantly r...
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作者:Kitchens, Brent; Johnson, Steven L.; Gray, Peter
作者单位:University of Virginia
摘要:Echo chambers and filter bubbles are potent metaphors that encapsulate widespread public fear that the use of social media may limit the information that users encounter or consume online. Specifically, the concern is that social media algorithms combined with tendencies to interact with like-minded others both limits users' exposure to diverse viewpoints and encourages the adoption of more extreme ideological positions. Yet empirical evidence about how social media shapes information consumpt...
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作者:Shin, Donghyuk; He, Shu; Lee, Gene Moo; Whinston, Andrew B.; Cetintas, Suleyman; Lee, Kuang-Chih
作者单位:Arizona State University; Arizona State University-Tempe; University of Connecticut; University of British Columbia; University of Texas System; University of Texas Austin; Yahoo! Inc; Alibaba Group
摘要:This research methods article proposes a visual data analytics framework to enhance social media research using deep learning models. Drawing on the literature of information systems and marketing, complemented with data-driven methods, we propose a number of visual and textual content features including complexity, similarity, and consistency measures that can play important roles in the persuasiveness of social media content. We then employ state-of-the-art machine learning approaches such a...
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作者:Park, YoungKi; Fiss, Peer C.; El Sawy, Omar A.
作者单位:George Washington University; University of Southern California
摘要:Faced with the challenge of multifaceted digital phenomena, researchers in IS and related fields have increasingly adopted qualitative comparative analysis (QCA). However, in the absence of explicit guidelines for how to use QCA for theory development, the popularity and proliferation of QCA possibly amplifies the risk of using QCA in an atheoretical manner, hindering theoretical advancement. In this paper, we offer a conceptual framework and prescriptive guidelines for applying QCA to develop...
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作者:Sykes, Tracy Ann
作者单位:University of Arkansas System; University of Arkansas Fayetteville
摘要:Understanding how support structures influence job outcomes in the context of enterprise system (ES) implementations is important if we are to advance the rate of success of such implementations. This paper examines how support structures-conceptualized as formal support structures (FSS) and informal support structures (ISS)-affect job outcomes in the shakedown phase of an ES implementation by drawing on the job strain model. Prior research on the job strain model suggests job characteristics ...
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作者:Shivendu, Shivendu; Zhang, Ran (Alan)
作者单位:State University System of Florida; University of South Florida; City University of Hong Kong
摘要:The pervasiveness of the Internet and digitization has revolutionized the delivery and consumption of information goods. In this paper, we study the impact of digitization and the shift in consumers' preferences for the digital medium on outcomes including social welfare in content markets. We consider a publisher who offers information goods in the physical and the digital media and also in a bundle of physical and digital media in a market where consumers are heterogeneous in both their valu...