Decision Support Systems最新文献_第3页

Metaverse adoption for competitive edge: The role of implementation capability & willingness to change

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114385

Georgios S. Bekos , Simos Chari , Davit Marikyan , Savvas Papagiannidis

{"title":"Metaverse adoption for competitive edge: The role of implementation capability & willingness to change","authors":"Georgios S. Bekos , Simos Chari , Davit Marikyan , Savvas Papagiannidis","doi":"10.1016/j.dss.2024.114385","DOIUrl":"10.1016/j.dss.2024.114385","url":null,"abstract":"<div><div>The metaverse has recently attracted significant attention from the business community as it offers various opportunities for enhanced business value creation. Nevertheless, there is a limited understanding as to why some firms are better able than others to realise the performance benefits afforded by the metaverses. To address this shortcoming, we draw on the ‘organisational excellence’ framework and investigate the role of ‘implementation capacity’ and ‘willingness/readiness to change’ to understand how metaverse adoption intentions can translate into organisational performance benefits (i.e., competitive edge over rivals). Based on data collected from 431 organisations, we test our hypotheses with a regression analysis and complement our findings with a fuzzy-set qualitative comparative analysis (fsQCA) to identify the organisational excellence factors—pertaining to organisational culture, structure, human capital, and capabilities—that enable the effective implementation of the metaverse. The study findings shed light on the effective integration of the metaverse into organisations and offer unique implications for technology adoption and implementation theory and practice.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114385"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170846","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

A decision support framework for misstatement identification in financial reporting: A hybrid tree-augmented Bayesian belief approach

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114369

Serhat Simsek , Ali Dag , Kristof Coussement , Eyyub Y. Kibis , Abdullah Asilkalkan , Srinivasan Ragothaman

{"title":"A decision support framework for misstatement identification in financial reporting: A hybrid tree-augmented Bayesian belief approach","authors":"Serhat Simsek , Ali Dag , Kristof Coussement , Eyyub Y. Kibis , Abdullah Asilkalkan , Srinivasan Ragothaman","doi":"10.1016/j.dss.2024.114369","DOIUrl":"10.1016/j.dss.2024.114369","url":null,"abstract":"<div><div>Over a six-year period, employees and managers at Wells Fargo created 3.5 million false deposit and credit card accounts resulting in $4.8 billion in fines. Following this incident, there has been a newfound focus on effective internal controls. The purpose of the current study is to improve misstatement identification by formulating a novel hybrid decision support framework to a) accurately predict financial misstatements and frauds, b) build a parsimonious model by employing a comprehensive variable selection procedure without hurting (in contrast, potentially improving) the model's prediction power, c) uncover the conditional inter-dependencies between the predictors via a Bayesian-belief based probabilistic network, and d) provide stakeholders with a firm-specific MWIC risk score. In an extensive real-life experimental setup, we validate our decision support system and find that the Tree-Augmented Bayesian Belief Network (TAN) model provides high misstatement identification accuracy results when the variables are selected through the <em>Genetic Algorithm (GA)</em> that employs <em>Random Forests</em> (RF) as the classification algorithm (AUC of 0.856 by employing only 5 out of 23 potential variables). Financial experts and stakeholders can use the probabilistic scores provided, while their intuition/incentive should collaborate with prediction models to make final decision on the cases where the model is not confident enough (i.e., when the probabilistic scores are close to 50/50). These insights enable stakeholders to improve the early warning systems for MWIC and financial misstatements and therefore potential frauds.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114369"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143169634","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

From game to beyond game: Exploring the role of 3D rendering technology in user immersion and virtual consumption in the Metaverse

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114383

Guihua Zhang , Sarbottam Bhagat , Sung Ho Lee , Dae Wan Kim , Dan J. Kim

{"title":"From game to beyond game: Exploring the role of 3D rendering technology in user immersion and virtual consumption in the Metaverse","authors":"Guihua Zhang , Sarbottam Bhagat , Sung Ho Lee , Dae Wan Kim , Dan J. Kim","doi":"10.1016/j.dss.2024.114383","DOIUrl":"10.1016/j.dss.2024.114383","url":null,"abstract":"<div><div>The Metaverse is a virtual shared space that merges physical and digital realities, allowing users to have immersive experiences with avatars and interact in various ways such as socializing, gaming, and commerce. Despite ongoing research on rendering technology and its impact on user immersion, empathy, and virtual consumption from a perspective of social needs, the field is still in its infancy. Little attention has been paid to the role of 3D rendering technology in user immersion synesthesia and virtual consumption in the Metaverse. To address this gap, this study adopts the Stimulus-Organism-Response (S-O-R) model as an overarching theoretical framework and proposes a research model exploring the relationship between user needs and rendering technology as stimuli, user immersion, and empathy as the organism, and virtual consumption behavior as the response. Using empirical user data from Metaverse platforms, the study examines the proposed model. The findings reveal that rendering technology and user needs positively influence user immersion and stimulate virtual consumption. This study provides a new perspective and theoretical foundation for research on Metaverse platforms and expands the scope of virtual consumption studies.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114383"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170851","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Metaverse advertising and promotional effectiveness: The route from immersion to joy

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114386

Rahul Kumar , Shubhadeep Mukherjee , Indranil Bose

{"title":"Metaverse advertising and promotional effectiveness: The route from immersion to joy","authors":"Rahul Kumar , Shubhadeep Mukherjee , Indranil Bose","doi":"10.1016/j.dss.2024.114386","DOIUrl":"10.1016/j.dss.2024.114386","url":null,"abstract":"<div><div>The emerging technologies, immersive systems, and metaverse are evolving at a rapid pace. These advancements are creating and offering unique opportunities for individuals, platforms, and businesses through virtual interactions. This proliferation is also gathering attention of marketeers and advertising agencies as the metaverse can conduct campaigns with a recreational touch. However, little is known about the constituents that are essential for metaverse advertising. Furthermore, the role of such unexplored elements on promotional effectiveness is also unknown. This study captures first-hand expressions of netizens about metaverse to explore and identify the constituents underlying metaverse advertising and their influence on promotional effectiveness. We observe immersion as the key constituent in fostering joy which mediates the effectiveness of metaverse advertising. We therefore inform the practice to design immersive advertising campaigns which can spur positive emotions. We also elaborate the role of technology preparedness and metaverse based communities in shaping the future of such innovative form of advertising. We guide future technology developers to concentrate on platform interoperability and underscore the role of social media influencers for channelling endorsements to ensure promotional effectiveness.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114386"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170844","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Towards sustainable consumption decision-making: Examining the interplay of blockchain transparency and information-seeking in reducing product uncertainty

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114370

Maryam Hina , Najmul Islam , Xin (Robert) Luo

{"title":"Towards sustainable consumption decision-making: Examining the interplay of blockchain transparency and information-seeking in reducing product uncertainty","authors":"Maryam Hina , Najmul Islam , Xin (Robert) Luo","doi":"10.1016/j.dss.2024.114370","DOIUrl":"10.1016/j.dss.2024.114370","url":null,"abstract":"<div><div>To facilitate the promotion of sustainable consumption decision-making, organizations might employ blockchain technology to offer transparent information regarding the sustainability of their products. Nonetheless, consumers often seek supplementary information from diverse sources. The inconsistent or conflicting information across these sources can complicate the process of making sustainable consumption decisions. Prior studies lack an understanding of how blockchain transparency and information-seeking shape individual decision-making regarding sustainable consumption. In this study, building on signaling theory, we have developed a model to understand how blockchain transparency and the consumers' information-seeking tendencies may reduce sustainable product uncertainty. To analyze our research model, first, we conducted five focus group interviews with 21 participants to understand their information needs while making sustainable consumption decisions in the context of the fashion apparel industry. The results of the focus groups helped us craft a scenario and user interface (UI) for a novel blockchain-based app for sustainable consumption. We then collected data from 282 European consumers and examined direct path coefficients and indirect moderated mediation effects. The findings highlight that blockchain transparency affects the trustworthiness of product sustainability and improves consumer satisfaction, which in turn reduces sustainable product uncertainty. The relationship between blockchain transparency and satisfaction is reduced by information-seeking. This finding implies that the consumers' experience of blockchain transparency in terms of enhanced satisfaction is not always consistent and instead depends on their inclination to seek information.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114370"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143169638","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Integrating direct and indirect views for group recommendation: An inter- and intra-view contrastive learning method

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114380

Xiangyu Li , Xunhua Guo , Guoqing Chen

{"title":"Integrating direct and indirect views for group recommendation: An inter- and intra-view contrastive learning method","authors":"Xiangyu Li , Xunhua Guo , Guoqing Chen","doi":"10.1016/j.dss.2024.114380","DOIUrl":"10.1016/j.dss.2024.114380","url":null,"abstract":"<div><div>The growing popularity of online social networking has made it increasingly important to develop group recommender systems (RS) for delivering personalized services to the members of user groups. However, owing to the sparsity of data on group–item interactions (G–I interactions), existing group recommendation methods have concentrated on modeling user–item interactions (U–I interactions), which has limited the validity of the extracted group preferences. We propose a novel inter- and intra-view contrastive learning (I2VC) method for group recommendation, focusing on combining the direct view concerning group–item records and the indirect view concerning user–item records. The proposed method features a contrastive learning mechanism that incorporates two strategies (i.e., inter-view learning and intra-view learning) to overcome challenges in achieving the cross-view matching of the same group and the within-view discrimination among different groups. We empirically evaluate the proposed method using two real-world datasets. The results show that our method is more effective than other group recommendation methods. In addition, our findings show that the I2VC method is capable of boosting the alignment of strongly correlated group embeddings and the dispersion of weakly correlated ones, further demonstrating its effectiveness in view collaboration.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114380"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170848","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Realizing desired effects from digitized product affordances: A case study of key inhibiting factors

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114365

Ainara Novales , Martin Mocker , Eric van Heck , Jan Dul

{"title":"Realizing desired effects from digitized product affordances: A case study of key inhibiting factors","authors":"Ainara Novales , Martin Mocker , Eric van Heck , Jan Dul","doi":"10.1016/j.dss.2024.114365","DOIUrl":"10.1016/j.dss.2024.114365","url":null,"abstract":"<div><div>Despite the potential of IoT-enriched digitized products, firms struggle to generate desired impact. We investigate the alignment of actualized digitized product potentials (i.e., affordances) with organizational goals, examining how the emergence of critical inhibiting factors affect the generation of desired effects. We conduct an embedded single case study of four actualized digitized product potentials within a professional equipment manufacturer and explore how the emergence of inhibiting factors prevents the generation of desired effects. Using Necessary Condition Analysis (NCA), six key inhibiting factors are identified. Our findings contribute to affordance theory and digital innovation research in three ways: a) we provide an extended affordance-actualization model that theorizes the process by which emerging key inhibiting factors are addressed via the implementation of (re-)actions to generate desired effects that are aligned with the organizational goals of actualized digitized product potentials, (b) we identify six key inhibiting factors that affect the generation of desired effects and that re-examine the role of data with respect to the “technology” element in affordance theory, and (c) we apply NCA to affordance theory for the first time and show how it can contribute to identifying critical factors during the realization of technology potentials.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114365"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143169631","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Time for a change! Uprooting users embedded in the status quo from habitual decision-making

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114371

Xue Sun , Bo Guo , Yufeng Yang , Yu Pan

{"title":"Time for a change! Uprooting users embedded in the status quo from habitual decision-making","authors":"Xue Sun , Bo Guo , Yufeng Yang , Yu Pan","doi":"10.1016/j.dss.2024.114371","DOIUrl":"10.1016/j.dss.2024.114371","url":null,"abstract":"<div><div>Introducing the feature of “Buy Again” or “Order Again” is a common practice for online platforms to facilitate consumer repurchases. Although the adoption of these features can cultivate consumers' dependence on focal products and promote habitual purchases, it potentially hinders the promotion of new products and reduces consumer choice diversity. This raises a broader issue of how to inhibit habitual decision-making, rendering exploring the underlying mechanisms for inhibiting habitual decision-making essential, a topic largely overlooked by previous literature. To address this gap, this research explores how decision-related new information, namely Bayesian updating information, influences consumers' repeated decision-making. Utilizing the paradigm of Monty Hall dilemma, the findings show that Bayesian updating information curtails habitual decisions by encouraging consumers to choose alternative options in both scenarios in which the initial choices are self-decided or given by default. Applying the HDDM (hierarchical drift-diffusion model), the results indicate that, in both scenarios, Bayesian updating information reduces consumers' status quo bias, i.e., mitigates their initial preferences for initial choices, and facilitates the accumulation of evidence for changing initial choices. Notably, when the initial choices are self-decided, consumers with Bayesian updating information tend to seek more evidence to make decisions than those without it, while this trend is not observed when the initial choices are given by default. These findings deepen our understanding of online repeated decision-making and provide valuable insights into the design of decision support systems to discourage consumers' habitual decisions and enhance their choice diversity in online shopping.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114371"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143169633","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0

Digitalization of the natural sciences: Design science research and computational science

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114368

Veda C. Storey, Richard L. Baskerville

引用次数: 0

Unveiling the metaverse: A comparison of multiple environments

IF 6.7 1区计算机科学

Decision Support Systems Pub Date : 2025-02-01 DOI: 10.1016/j.dss.2024.114384

Sumanta Singha , Kiran Pedada , Pradeep Racherla , Srinivas Pingali

{"title":"Unveiling the metaverse: A comparison of multiple environments","authors":"Sumanta Singha , Kiran Pedada , Pradeep Racherla , Srinivas Pingali","doi":"10.1016/j.dss.2024.114384","DOIUrl":"10.1016/j.dss.2024.114384","url":null,"abstract":"<div><div>The advent of the metaverse is fundamentally altering the relationship dynamics between brands and users. Brands that successfully navigate this new landscape create deeper engagement and foster lasting brand loyalty. Using a multi-method, multi-study approach, we examine the interplay between user characteristics and brand perception in a real metaverse environment called “Universe”, created by a large public sector bank in India. Study 1 involves a qualitative analysis (i.e., focus group discussion) to derive insights for the conceptual model. Study 2 involves quantitative analysis of survey data conducted in three different experimental settings: first-person perspective (1PP), third-person perspective (3PP), and third-person perspective with peer interaction (3PP social). The study reveals that users' social connectedness, technology readiness, and domain literacy positively impact brand perception via two distinct mechanisms: sense of presence and product engagement. Further, our analysis shows that these outcomes vary significantly across the three experimental settings. Whereas product engagement emerges as the dominant mechanism in the 1PP environment, sense of presence emerges as the dominant mechanism in the 3PP social setting. Our study provides several important theoretical and managerial implications for brands, users, and decision science scholars.</div></div>","PeriodicalId":55181,"journal":{"name":"Decision Support Systems","volume":"189 ","pages":"Article 114384"},"PeriodicalIF":6.7,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170845","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}

引用次数: 0