IF 10.5 1区管理学

Journal of Business Research Pub Date : 2025-07-04 DOI: 10.1016/j.jbusres.2025.115583

Sinem Kargin , Lien Lamey

引用次数: 0

Empowering AI with experiential learning: Implications from analysing user-generated content 通过体验式学习增强人工智能：分析用户生成内容的含义

IF 12.9 1区管理学

Technological Forecasting and Social Change Pub Date : 2025-07-04 DOI: 10.1016/j.techfore.2025.124261

Ashutosh Singh , Reeti Agarwal , Rsha Alghafes , Armando Papa

{"title":"Empowering AI with experiential learning: Implications from analysing user-generated content","authors":"Ashutosh Singh , Reeti Agarwal , Rsha Alghafes , Armando Papa","doi":"10.1016/j.techfore.2025.124261","DOIUrl":"10.1016/j.techfore.2025.124261","url":null,"abstract":"<div><div>Artificial intelligence (AI) has evolved into generative artificial intelligence, offering users even greater benefits. The AI platforms provide generative AI-related services to support users' professional development and gather feedback to enhance the service through experiential learning. However, comprehending large volumes of unstructured datasets in the form of customer reviews presents an increasingly serious challenge as the number of users on AI platforms grows over time. We employ advanced machine learning techniques-topic modelling and word2vec- to extract more accurate insights from unstructured data. We collect customer reviews from AI content-creation platforms from 2022 to 2024. By combining topic modelling and word2vec, we uncover valuable insights. Our analysis identifies eight key topics: Playground, Support Hub, Content Lab, Productivity, User Experience, Access, Business Assistant, and Remix. The topic of regression analysis reveals that Content Lab, User Experience, Business Assistant, and Remix are more favourable in terms of customer satisfaction scores. The word2vec analysis with negative sampling indicates that Access and Playground demonstrate better cohesion scores compared to other themes. Conversely, themes such as Content Lab, Productivity, and Business Assistant have lower cohesion scores, indicating weak clustering among words within these themes. Our research offers several valuable insights for AI platform managers, which can further enhance services through experiential learning.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"219 ","pages":"Article 124261"},"PeriodicalIF":12.9,"publicationDate":"2025-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144548656","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

From words to growth: Unveiling government attention to tourism from natural language processing 从词汇到增长：从自然语言处理揭示政府对旅游业的关注

IF 10.9 1区管理学

Tourism Management Pub Date : 2025-07-04 DOI: 10.1016/j.tourman.2025.105264

Lisi Yang , Yang Yang , Xijia Huang , Kai Yan

{"title":"From words to growth: Unveiling government attention to tourism from natural language processing","authors":"Lisi Yang , Yang Yang , Xijia Huang , Kai Yan","doi":"10.1016/j.tourman.2025.105264","DOIUrl":"10.1016/j.tourman.2025.105264","url":null,"abstract":"<div><div>This paper theorizes and quantifies the government attention to tourism (GAT) using an AI-driven interdisciplinary approach to analyze government policy portfolios. By leveraging machine learning and natural language processing techniques, including textual analysis, word embeddings, and <em>GPT-4o-</em>based segmentation, the GAT indicator is derived from government annual reports. Within the framework of promotion tournament model and limited attention allocation theories, the study uses post-double-selection LASSO to identify key antecedents of GAT: the number of A-level scenic spots, male municipal party secretaries, and cities' economic constraints. These factors collectively shape government resource allocation in tourism policy. Validation tests confirm a positive association between GAT and actual government inputs in tourism-related domains. When governments' words align with actions, GAT can be a supplementary indicator for forecasting tourism growth. Robustness checks validate these findings, providing a reliable methodology. This study offers a comprehensive technology roadmap, guiding future tourism research with AI-driven approaches.</div></div>","PeriodicalId":48469,"journal":{"name":"Tourism Management","volume":"112 ","pages":"Article 105264"},"PeriodicalIF":10.9,"publicationDate":"2025-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144548331","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

Resolution of financial distress in SMEs: How do family ownership and involvement affect second chance? 中小企业财务困境的解决：家族所有权和家族参与如何影响第二次机会？

IF 9.5 1区管理学

Journal of Family Business Strategy Pub Date : 2025-07-04 DOI: 10.1016/j.jfbs.2025.100673

Carlotta Magri , Federico Bertacchini , Pier Luigi Marchini

引用次数: 0

Scarcity, symbolism, and social identity (3S): Unpacking drivers of conspicuous consumption of virtual gear in the metaverse 稀缺性、象征主义和社会身份（3S）：解析虚拟装备炫耀性消费的驱动因素

IF 11 1区管理学

Journal of Retailing and Consumer Services Pub Date : 2025-07-03 DOI: 10.1016/j.jretconser.2025.104396

Kaige Bai , Yuliang Liu

{"title":"Scarcity, symbolism, and social identity (3S): Unpacking drivers of conspicuous consumption of virtual gear in the metaverse","authors":"Kaige Bai , Yuliang Liu","doi":"10.1016/j.jretconser.2025.104396","DOIUrl":"10.1016/j.jretconser.2025.104396","url":null,"abstract":"<div><div>A research gap persists in Metaverse virtual equipment consumption, particularly in the unclear interaction mechanisms of the 3S framework (Scarcity, Symbolism, Social identity) on consumer behavior. Traditional studies often overlook gender differences, complicating the identification of complex causal relationships and multi-level pathways in virtual environments.This study employs PLS-SEM to: (1) examine the relationship between the attributes of virtual gear (scarcity, brand symbolic value, visibility, identity satisfaction and social recognition) and conspicuous consumption behaviour, with social recognition acting as a mediator; (2) determine the moderating role of emotional affordance and technology acceptance; (3) analyse gender differences in the impact pathways; and (4) utilise fsQCA to identify causal configurations associated with high conspicuous consumption behaviour. Using 550 valid samples, reliability and validity tests confirmed the robustness of the Stimulus-Organism-Response model. PLS-SEM analysis indicates that the attributes of virtual gear positively influence conspicuous consumption behaviour. However, technology acceptance does not moderate the effect of social recognition on conspicuous consumption behaviour (r = 0.014, p > 0.05), and neither brand symbolic value nor social recognition exhibits a chain mediation effect on the influence of virtual gear product scarcity on conspicuous consumption behaviour (r = 0.009, p > 0.05). Furthermore, six groups of pathways demonstrate significant gender differences. The fsQCA analysis reveals that virtual gear product scarcity and brand symbolic value are key factors in the three configurations of high conspicuous consumption behaviour. These findings provide theoretical insights for sustainable marketing strategies on virtual platforms and practical guidance for promoting rational consumption.</div></div>","PeriodicalId":48399,"journal":{"name":"Journal of Retailing and Consumer Services","volume":"87 ","pages":"Article 104396"},"PeriodicalIF":11.0,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144534640","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

Text vs. citations: A comparative analysis of breakthrough and disruption metrics in patent innovation 文本与引文：专利创新中突破与破坏指标的比较分析

IF 7.5 1区管理学

Research Policy Pub Date : 2025-07-03 DOI: 10.1016/j.respol.2025.105295

Alex J. Yang

{"title":"Text vs. citations: A comparative analysis of breakthrough and disruption metrics in patent innovation","authors":"Alex J. Yang","doi":"10.1016/j.respol.2025.105295","DOIUrl":"10.1016/j.respol.2025.105295","url":null,"abstract":"<div><div>This study examines two dynamic metrics for assessing technological innovation— the text-based breakthrough index (KI index) and the citation-based disruption index (CD index)—both of which integrate ex-ante (novelty) and ex-post (impact) information. The KI index identifies breakthrough inventions by measuring their novelty (low similarity to prior patents) and impact (high similarity to future patents), whereas the CD index quantifies technological disruption by analyzing shifts in citation patterns. Using a dataset of over six million patents filed with the USPTO between 1980 and 2017, this paper finds that KI and CD indices are highly correlated and both effectively capture technological breakthroughs. Patents with high KI or CD scores typically originate from original and narrowly focused knowledge bases. However, the two indices exhibit distinct patterns: (1) the KI index fluctuates with economic cycles, while the CD index has experienced a steady decline over time; (2) the KI index positively correlates with future patent citation impact, whereas the CD index follows a U-shaped relationship with patent citation impact; and (3) small and remote teams produce higher KI but lower CD scores, potentially because larger teams cite newer, widely recognized references. I discuss innovation concepts—breakthroughs, disruptions, and beyond—to contextualize these findings and explore their implications for understanding technological advancement. These results contribute to the discourse on measuring innovation and underscore the complementary strengths of text-based and citation-based approaches in assessing technological progress.</div></div>","PeriodicalId":48466,"journal":{"name":"Research Policy","volume":"54 8","pages":"Article 105295"},"PeriodicalIF":7.5,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144535012","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

Teaching project management with generative AI: A pedagogical model for responsible and sustainable practice 用生成式人工智能教学项目管理：负责任和可持续实践的教学模式

IF 6 2区管理学

International Journal of Management Education Pub Date : 2025-07-03 DOI: 10.1016/j.ijme.2025.101232

Terri Iacobucci Ruark, Cristiane Biazzin

{"title":"Teaching project management with generative AI: A pedagogical model for responsible and sustainable practice","authors":"Terri Iacobucci Ruark, Cristiane Biazzin","doi":"10.1016/j.ijme.2025.101232","DOIUrl":"10.1016/j.ijme.2025.101232","url":null,"abstract":"<div><div>This study presents an innovative pedagogical approach integrating generative AI into project management education across five MBA courses. The research examines a structured teaching model where students applied AI tools to self-selected “Dream Projects” aligned with their career aspirations. Data analysis of 863 student submissions revealed that AI-enhanced project-based learning transformed the educational experience by repositioning faculty as learning facilitators and enabling students to engage with complex project management challenges more effectively. The teaching approach was organized around five structured modules that systematically incorporated AI applications throughout the project lifecycle, from initiation and planning to execution and closure. Students demonstrated improved decision-making capabilities, particularly in scheduling, risk assessment, and stakeholder communication, with 93 % actively applying AI tools across multiple project phases. The pedagogical model contributes to sustainable development goals by enhancing quality education (SDG 4), preparing students for evolving workplace demands (SDG 8), and developing the technical fluency needed for industrial innovation (SDG 9). This approach demonstrates how higher education can simultaneously cultivate technological competence and ethical judgment while preparing students for an AI-transformed professional landscape.</div></div>","PeriodicalId":47191,"journal":{"name":"International Journal of Management Education","volume":"23 3","pages":"Article 101232"},"PeriodicalIF":6.0,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144535817","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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

An update on family firm succession: A systematic literature review and future research directions 家族企业继承研究进展：系统文献综述及未来研究方向

IF 9.5 1区管理学

Journal of Family Business Strategy Pub Date : 2025-07-03 DOI: 10.1016/j.jfbs.2025.100671

Tobias Reif, Dustin Bauer, Sebastian Junge, Verena Hossnofsky

{"title":"An update on family firm succession: A systematic literature review and future research directions","authors":"Tobias Reif, Dustin Bauer, Sebastian Junge, Verena Hossnofsky","doi":"10.1016/j.jfbs.2025.100671","DOIUrl":"10.1016/j.jfbs.2025.100671","url":null,"abstract":"<div><div>Family firm succession has received considerable academic attention, focusing on various topics such as the actors involved, process models, surrounding contexts, and process outcomes. A systematic literature review was conducted to provide updated field assessments. Our analysis identifies two core research streams: succession candidates and process models. We reveal the distinctions between family and non-family succession candidates within four sets of antecedents connected to performance and socioemotional wealth outcomes. In addition, we identified various succession process models that led to different process understandings. By comparing and synthesizing previous studies, we propose a succession process model that incorporates the aforementioned antecedents as vital explanatory variables in the succession process. These antecedents trigger and shape the resulting gatekeeping events between the process phases. We argue that the interrelations among the phases, their content, and their gatekeepers lead to different succession outcomes. Our insights enhance the understanding of successful succession and post-succession outcomes in family firms.</div></div>","PeriodicalId":47661,"journal":{"name":"Journal of Family Business Strategy","volume":"16 3","pages":"Article 100671"},"PeriodicalIF":9.5,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144535686","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

Towards an experiential ethics of AI and robots: A review of empirical research on human encounters 走向人工智能和机器人的经验伦理：关于人类遭遇的实证研究综述

IF 12.9 1区管理学

Technological Forecasting and Social Change Pub Date : 2025-07-03 DOI: 10.1016/j.techfore.2025.124264

Björn Fischer , Susanne Frennert

{"title":"Towards an experiential ethics of AI and robots: A review of empirical research on human encounters","authors":"Björn Fischer , Susanne Frennert","doi":"10.1016/j.techfore.2025.124264","DOIUrl":"10.1016/j.techfore.2025.124264","url":null,"abstract":"<div><div>The past few years have seen a profound re-acceleration of interest in artificial intelligence (AI) and robotics, accompanied by intensifying debates about ethical regulation. Yet, less attention has been paid to how people experience AI and robots in practice. This paper explores the potential of an <em>experiential</em> approach to AI and robot ethics. Specifically, we review empirical studies on human experiences with AI and robots and argue for the value of assembling and analysing findings from studies that inquire into the everyday encounters with AI and robots. Following a hybrid approach that combines systematic review with narrative social inquiry, we identify <em>six key dimensions of human experiences with AI and robots</em>: appreciation of imperfection, formation of affective relationships, discomfort with lack of transparency, addition of invisible work, shifting responsibilities, and readiness to trade off privacy for other benefits. By placing these dimensions into dialogue with ethical AI governance, pragmatist philosophy and Science and Technology Studies, we argue for an experiential approach to ethics, <em>i.e.</em> an approach that grounds ethical reflection in lived encounters, where abstract principles often take new, context-specific meanings. Thereby, we invite attentiveness to ethical concerns that might otherwise become sidelined in extant AI and robotics policy frameworks.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"219 ","pages":"Article 124264"},"PeriodicalIF":12.9,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144548765","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

Who leads the chain? Deciphering the trajectory of global value network in technology-intensive manufacturing and innovation effects 谁领导链条？解读技术密集型制造业全球价值网络轨迹与创新效应

IF 12.9 1区管理学

Technological Forecasting and Social Change Pub Date : 2025-07-03 DOI: 10.1016/j.techfore.2025.124258

Yingjie Yu , Debin Du , Qixiang Li

{"title":"Who leads the chain? Deciphering the trajectory of global value network in technology-intensive manufacturing and innovation effects","authors":"Yingjie Yu , Debin Du , Qixiang Li","doi":"10.1016/j.techfore.2025.124258","DOIUrl":"10.1016/j.techfore.2025.124258","url":null,"abstract":"<div><div>Amid the ongoing technological revolution and global industrial restructuring, technology-intensive manufacturing has become a core field of international innovation competition. This study adopts a network perspective to analyze the structural dynamics of global value creation, moving beyond traditional linear value chain analysis. Using global value-added trade data from 1995 to 2020, we apply social network analysis to map the evolution of the global value network and assess the impact of national network positions on innovation performance. The results reveal an increasingly hierarchical, pyramid-shaped structure centered on the U.S. and China, with the former leading input chains and the latter dominating output chains. The network also exhibits growing asymmetry and small-world properties. Fixed-effects regression results show that countries with higher weighted degree and betweenness centrality achieve superior innovation outcomes, supporting the role of network structure in shaping innovation through knowledge spillovers, integration, and filtering. These findings highlight the strategic importance of global network positioning in enhancing national innovation capacity.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"219 ","pages":"Article 124258"},"PeriodicalIF":12.9,"publicationDate":"2025-07-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"144535412","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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