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Generative artificial intelligence (GenAI) revolution: A deep dive into GenAI adoption
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2024.115160
Aman Kumar , Amit Shankar , Linda D. Hollebeek , Abhishek Behl , Weng Marc Lim
{"title":"Generative artificial intelligence (GenAI) revolution: A deep dive into GenAI adoption","authors":"Aman Kumar ,&nbsp;Amit Shankar ,&nbsp;Linda D. Hollebeek ,&nbsp;Abhishek Behl ,&nbsp;Weng Marc Lim","doi":"10.1016/j.jbusres.2024.115160","DOIUrl":"10.1016/j.jbusres.2024.115160","url":null,"abstract":"<div><div>This study examines key reasons (for and against) that influence business-to-business (B2B) managers’ intention to adopt generative artificial intelligence (GenAI). We also investigate how GenAI adoption influences firm performance, along with the moderating effect of ethical leadership. Study 1 undertakes a series of in-depth interviews, yielding a set of hypotheses that are tested in Study 2. A total of 277 responses was collected from respondents in the USA, the UK, Canada, India, Australia, Malaysia, and Japan to test the proposed model using structural equation modeling. The findings highlight that need for uniqueness, information completeness, convenience, and deceptiveness significantly impact GenAI adoption. The results also highlight that GenAI adoption boosts firm performance. Finally, ethical leadership was found to moderate the effect of GenAI adoption on firm performance. This study enriches the GenAI, technology adoption, and behavioral reasoning theory literatures while also providing pertinent insights for firms intending to adopt GenAI.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115160"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143171260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Profit-driven pre-processing in B2B customer churn modeling using fairness techniques
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2024.115159
Shimanto Rahman , Bram Janssens , Matthias Bogaert
{"title":"Profit-driven pre-processing in B2B customer churn modeling using fairness techniques","authors":"Shimanto Rahman ,&nbsp;Bram Janssens ,&nbsp;Matthias Bogaert","doi":"10.1016/j.jbusres.2024.115159","DOIUrl":"10.1016/j.jbusres.2024.115159","url":null,"abstract":"<div><div>This paper proposes a novel approach to enhance the profitability of business-to-business (B2B) customer retention campaigns through profit-driven pre-processing techniques, deviating from the traditional focus on in- and post-processing methods. Our study explores the effectiveness of three pre-processing techniques—massaging, reweighing, and resampling—derived from fairness literature. We evaluate these techniques alongside a baseline model and three state-of-the-art in- and post-processing methods using the EMPB and a newly introduced metric, the Area Under the Expected Profit Curve (AUEPC). Our findings demonstrate that reweighing and resampling consistently outperform baselines up to a 49% profit increase. Furthermore, compared to state-of-the-art algorithms, reweighing and resampling methods surpass in-processing techniques and perform favorably against post-processing methods, particularly at optimal customer contact rates. However, post-processing methods are preferred under budget constraints. This study contributes to the current literature by offering a simpler, model-agnostic, and less computationally expensive framework for profit-driven churn modeling in B2B contexts.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115159"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143171271","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Proposing the “Digital Agenticity Theory” to analyze user engagement in conversational AI chatbot
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2024.115162
Min Gyeong Kim , Kun Chang Lee
{"title":"Proposing the “Digital Agenticity Theory” to analyze user engagement in conversational AI chatbot","authors":"Min Gyeong Kim ,&nbsp;Kun Chang Lee","doi":"10.1016/j.jbusres.2024.115162","DOIUrl":"10.1016/j.jbusres.2024.115162","url":null,"abstract":"<div><div>The emergence of conversational AI tools, such as voice assistants and chatbots, has completely changed how consumers engage with companies and goods. However, if we limit our search to characteristics that make humans, we may experience the “Uncanny Valley” effect and other unanticipated outcomes. In particular, this work presents DIGA, a philosophical concept for defining AI autonomy in this setting. DIGA is the ability of digital entities to effectively communicate, understand the intentions of others, and absorb influences. This study develops and assesses the Digital Agenticity Theory (DAT) to examine how DIGA impacts user engagement and how it relates to negative emotions, perceived anthropomorphism, and perceived anthropomorphism. The study explores the multidisciplinary nature of DAT using viewpoints from technology, society, and consumer behavior. The intricate relationship between people and digital entities is clarified by this study, which also offers guidance for upcoming advancements in AI systems. Moreover, DIGA theory offers a wide range of insights and implications for the design and implementation of autonomous digital agents in a number of domains, such as consumer behavior, AI development, and human–computer interaction.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115162"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170109","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Inclusivity in the marketplace through the lens of social-movements and counter-movements theories
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2024.115058
Maura L. Scott , Martin Mende , Lorena García Ramón
{"title":"Inclusivity in the marketplace through the lens of social-movements and counter-movements theories","authors":"Maura L. Scott ,&nbsp;Martin Mende ,&nbsp;Lorena García Ramón","doi":"10.1016/j.jbusres.2024.115058","DOIUrl":"10.1016/j.jbusres.2024.115058","url":null,"abstract":"<div><div>The diversity, equity, and inclusion (DEI) movement has gained significant momentum in recent years. However, an anti-DEI backlash also emerged. As DEI is now a contentious issue, business scholars and managers are uncertain about how to navigate the DEI landscape. This article provides novel theoretical perspectives to the marketing literature by illustrating the value of insights derived from macro- and <em>meso</em>-level theories on social movement dynamics (e.g., pro- and anti-DEI movements). Then, the authors expand prior theory by incorporating the component of commercialization and market(−ing) opportunities, which helps explain how commercial interests are involved in sowing discord between DEI and anti-DEI perspectives. Against the background of these conceptual insights, the authors derive a set of research questions to spur more marketing research on the dynamics of DEI and other social movements. Taken together, this work contributes to a deeper understanding of conditions for the emergence of pro-DEI and anti-DEI movements.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115058"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Relationships Between Clinical Psychological Depression and Employee Absenteeism: A data analytics approach
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2025.115189
Kenny Grifno , Chenzhang Bao , Craig J. Russell , Dursun Delen
{"title":"Relationships Between Clinical Psychological Depression and Employee Absenteeism: A data analytics approach","authors":"Kenny Grifno ,&nbsp;Chenzhang Bao ,&nbsp;Craig J. Russell ,&nbsp;Dursun Delen","doi":"10.1016/j.jbusres.2025.115189","DOIUrl":"10.1016/j.jbusres.2025.115189","url":null,"abstract":"<div><div>Psychological depression has emerged as a global concern, leading to increased employee absenteeism and reduced productivity. Rising healthcare expenditures compound the issue, negatively impacting employees’ healthcare benefits and treatment options. Therefore, it becomes imperative for organizations to understand the efficacy of alternative healthcare benefits in addressing employee absences. Conservation of resources theory provides an analytical framework integrating diverse data sources to investigate this matter. We explored the relationship of no therapy, medication, and psychological therapies with employee absenteeism over time. Findings revealed psychological therapy exhibited greater efficacy in reducing absenteeism for depression, yielding sustained benefits throughout the episode. Conversely, the effectiveness of depression medications overall had a small short-term and no long-term relationship to absenteeism. These findings have significant implications for employers and employees, potentially leading to improved healthcare benefit offerings with concomitant reductions in employee absenteeism.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115189"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170538","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
How “smart” should smart products look? Exploring boundary conditions of the Most-Advanced-Yet-Acceptable (MAYA) principle
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2024.115108
Atsushi Akiike , Sotaro Katsumata , Tohru Yoshioka-Kobayashi , Chris Baumann
{"title":"How “smart” should smart products look? Exploring boundary conditions of the Most-Advanced-Yet-Acceptable (MAYA) principle","authors":"Atsushi Akiike ,&nbsp;Sotaro Katsumata ,&nbsp;Tohru Yoshioka-Kobayashi ,&nbsp;Chris Baumann","doi":"10.1016/j.jbusres.2024.115108","DOIUrl":"10.1016/j.jbusres.2024.115108","url":null,"abstract":"<div><div>This study examines the effect of smart products’ appearance typicality on purchase intentions and the moderation effect of smart product category knowledge. Previous studies suggest that a moderate degree of appearance typicality is associated with the highest purchase intention. Yet, this relationship is more complicated in the smart product market owing to its hybrid nature such as smartwatches connected to computers. We conducted a multilevel analysis based on survey data from 400 respondents regarding smart eyeglasses and smart speakers. The results revealed that category knowledge of smart products moderates the relationship between appearance typicality and purchase intention. Consumers with high levels of knowledge about smart products showed the highest purchase intention for a smart product-like appearance. In contrast, other consumers preferred an intermediate level of appearance between smart products and pre-existing products. These results demonstrate the importance of consumer segmentation based on category knowledge in smart product development and management.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115108"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170539","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Talk, but don’t talk too much: How corporate sustainability communication evokes stepwise organizational change
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2025.115188
Manuel Reppmann , Frederik Maibaum , Laura Marie Edinger-Schons , Johann Nils Foege
{"title":"Talk, but don’t talk too much: How corporate sustainability communication evokes stepwise organizational change","authors":"Manuel Reppmann ,&nbsp;Frederik Maibaum ,&nbsp;Laura Marie Edinger-Schons ,&nbsp;Johann Nils Foege","doi":"10.1016/j.jbusres.2025.115188","DOIUrl":"10.1016/j.jbusres.2025.115188","url":null,"abstract":"<div><div>Many companies communicate about their corporate sustainability (CS) activities to demonstrate conformity with stakeholder expectations. This communication is known as CS talk. While the common notion views CS talk as a retrospective description of CS activities, some studies have adopted a formative view of CS talk, acknowledging its potential to trigger CS-related organizational change, i.e., CS walk. Building on this view, we develop a novel conceptual framework describing the link between CS talk and walk. We propose that while CS talk stimulates future CS walk, too much talk can inhibit companies from aligning their words with actions, leading to an inverted U-shaped relationship between CS talk and walk. Moreover, we suggest that the extent to which external stakeholders monitor a company amplifies the inverted U-shape effect. Beyond that, we assert that the performative impact of CS talk on walk gradually unfolds within companies by initially triggering symbolic CS walk, which subsequently translates into substantive CS walk. To test our theorizing, we created a text-based measure for CS talk and matched it with secondary data, assembling a sample of 820 US companies listed in the S&amp;P 1,500 over 15 years. The results of our analysis support our theorizing and contribute to research at the intersection of CS-related communication and organizational change, providing insights into the shape of the performative effect of CS talk and the organizational change process it initiates.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115188"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170767","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Serving the people: Board’s communist ideology imprinting and CEO compensation
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2024.115169
Ethan Xin Liu , David H. Weng
{"title":"Serving the people: Board’s communist ideology imprinting and CEO compensation","authors":"Ethan Xin Liu ,&nbsp;David H. Weng","doi":"10.1016/j.jbusres.2024.115169","DOIUrl":"10.1016/j.jbusres.2024.115169","url":null,"abstract":"<div><div>This study examines how communist ideology imprinting on board members influences CEO compensation. We contend that strong communist imprinting acquired during their formative years will induce board members to offer low CEO salaries because traditional communist ideology advocates both individual service to the public and amelioration of income equality in society. We also propose that this effect is lessened in economically developed regions but more pronounced in concentrated industries. Analyzing a sample of Chinese public firms, we find support for our arguments. Our findings suggest that communist ideology still prevails in today’s China, and that this prevalence can influence board-CEO interactions.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115169"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170768","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Innovation in global forestry: Evolution towards a diversified industry
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2024.115140
Andre Wise, Hamieda Parker
{"title":"Innovation in global forestry: Evolution towards a diversified industry","authors":"Andre Wise,&nbsp;Hamieda Parker","doi":"10.1016/j.jbusres.2024.115140","DOIUrl":"10.1016/j.jbusres.2024.115140","url":null,"abstract":"<div><div>Productivity in the global forestry industry increased between 1950 and 2000 but thereafter stagnated. This study sheds light on the types of innovation that drove this productivity increase to inform future research. Analysis of patent data from 1970 to 2022 shows that patents related to chemical and mechanical productivity historically dominated the innovation landscape. Recently, a wide range of sustainability-focused patents to mitigate climate change and environmental degradation have been introduced. Current trends seem to indicate that this tendency will continue. This study contributes to the discussion around innovation by examining 50 years of data on patents in the forestry industry. It also provides practical implications for managers and policymakers. A methodological contribution of this study is that it shows how patent analysis and KeyGraph techniques can be combined to yield valuable insights to inform innovation in business sectors beyond forestry.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115140"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170219","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
What do you want to hear? A self-presentation view of social desirability bias
IF 10.5 1区 管理学
Journal of Business Research Pub Date : 2025-02-01 DOI: 10.1016/j.jbusres.2025.115191
Katherine C. Alexander , Jeremy D. Mackey , Charn P. McAllister , B. Parker Ellen III
{"title":"What do you want to hear? A self-presentation view of social desirability bias","authors":"Katherine C. Alexander ,&nbsp;Jeremy D. Mackey ,&nbsp;Charn P. McAllister ,&nbsp;B. Parker Ellen III","doi":"10.1016/j.jbusres.2025.115191","DOIUrl":"10.1016/j.jbusres.2025.115191","url":null,"abstract":"<div><div>The purpose of this paper is to revitalize the study and measurement of social desirability bias in the field so researchers can remedy the methodological ills it was originally meant to address. To improve scholars’ ability to mitigate these concerns, we conduct research that enables us to (1) generate a cohesive and parsimonious theoretical explanation of social desirability bias and (2) develop new measures of social desirability bias that will improve the field’s understanding of its effects. First, we utilize self-presentation theory to explain the differences between social desirability as a trait bias and socially desirable responding as a state bias under the larger social desirability bias umbrella construct. Then, we conduct a 13-sample measure development study to generate new content-valid measures of social desirability and socially desirable responding that can be used to improve the precision and nuance of business research knowledge generation moving forward.</div></div>","PeriodicalId":15123,"journal":{"name":"Journal of Business Research","volume":"189 ","pages":"Article 115191"},"PeriodicalIF":10.5,"publicationDate":"2025-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143170519","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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