Technological Forecasting and Social Change最新文献

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Innovation ecosystem based on low-carbon technology: Value co-creation mechanism and differential game analysis 基于低碳技术的创新生态系统:价值共创机制与差异博弈分析
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-11-05 DOI: 10.1016/j.techfore.2024.123852
Ren-Jie Zhang , Hsing-Wei Tai , Zheng-Xu Cao , Kuo-Tai Cheng , Chia-Chen Wei
{"title":"Innovation ecosystem based on low-carbon technology: Value co-creation mechanism and differential game analysis","authors":"Ren-Jie Zhang ,&nbsp;Hsing-Wei Tai ,&nbsp;Zheng-Xu Cao ,&nbsp;Kuo-Tai Cheng ,&nbsp;Chia-Chen Wei","doi":"10.1016/j.techfore.2024.123852","DOIUrl":"10.1016/j.techfore.2024.123852","url":null,"abstract":"<div><div>In the context of global carbon emission reduction trends, the mechanism of value co-creation plays an instrumental role in the construction of innovative ecosystems based on low-carbon technologies. This study introduces a triple helix analytical framework for value co-creation in innovative ecosystems and constructs a three-party differential game model that incorporates innovators, service providers, and regulators. The model examines the conditions of strategic stability and sensitivity among different game players and makes the following conclusions: (1) Innovators' strategies are linearly influenced by the combined strategies of service providers and regulators, while the effect of innovators and regulators on service providers is non-linear. (2) During the initial stages of the innovation ecosystem, the regulator plays the roles of architect and controller. The <em>NES</em> strategy, aimed at reducing intervention, is triggered when the <em>LCI</em> and <em>GRS</em> strategies exceed certain thresholds. (3) Fiscal subsidies accelerate the convergence of the evolution curves of innovators' and service providers' strategies but also increase the cost burden for regulators, leading them toward passive management measures. (4) Upper-level accountability promotes the evolution of the three-party differential game system from “chaos” to “order,” with the intermediary effect becoming the main route influencing innovation strategy choices. Lastly, the findings suggest that policy measures, such as empowering low-carbon technology innovation with digital technologies, enhancing green service capabilities, and improving green technology assessment systems, may provide empirical evidence for decision-making by management departments.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123852"},"PeriodicalIF":12.9,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586648","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
Individuals' attitudes and their adoption intentions of central bank digital currency: Combining theories and analytics for deeper insights 个人对中央银行数字货币的态度及其采用意向:将理论与分析相结合,获得更深入的见解
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-11-05 DOI: 10.1016/j.techfore.2024.123857
Christian Nedu Osakwe , Oluwatobi A. Ogunmokun , Islam Elgammal , Michael Adu Kwarteng
{"title":"Individuals' attitudes and their adoption intentions of central bank digital currency: Combining theories and analytics for deeper insights","authors":"Christian Nedu Osakwe ,&nbsp;Oluwatobi A. Ogunmokun ,&nbsp;Islam Elgammal ,&nbsp;Michael Adu Kwarteng","doi":"10.1016/j.techfore.2024.123857","DOIUrl":"10.1016/j.techfore.2024.123857","url":null,"abstract":"<div><div>Leveraging a multi-theoretical and multi-method approach, this study investigated the factors influencing individuals' attitudes and intentions towards adopting central bank digital currency (CBDC). Data from Nigeria, a pioneering CBDC nation, were analysed using partial least squares structural equation modelling, which revealed that affordance-based positive valences, including seamless transactions, time convenience, and the societal positive valence of financial inclusion, are the strongest predictors of positive attitudes and, subsequently, usage intentions. Perceived financial cost emerged as the most significant barrier. Lifestyle compatibility demonstrated a moderate positive association with attitude. Further, fuzzy-set qualitative comparative analysis identified four necessary conditions for high usage intentions: seamless transactions, trust in the central bank, positive attitude, and the societal positive valence of financial inclusion. Additionally, six alternative configurations sufficient for high usage intentions were also revealed. These findings offer valuable insights for both theoretical research and policymakers, informing strategies to facilitate early CBDC adoption.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123857"},"PeriodicalIF":12.9,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142586650","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
E-participation in energy transitions: What does it mean? Chances and challenges within Germany's Energiewende 能源转型中的电子参与:这意味着什么?德国能源转型的机遇与挑战
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-11-04 DOI: 10.1016/j.techfore.2024.123839
Jörg Radtke
{"title":"E-participation in energy transitions: What does it mean? Chances and challenges within Germany's Energiewende","authors":"Jörg Radtke","doi":"10.1016/j.techfore.2024.123839","DOIUrl":"10.1016/j.techfore.2024.123839","url":null,"abstract":"<div><div>Does e-participation generate more democratic legitimacy in the context of the German <em>Energiewende</em> through more input and procedural justice, better outputs and environmental outcomes that are accepted by the public? In recent years, many forms of e-participation have emerged, and space for experiments with visual and interactive technologies has been created. However, research evaluating e-participation technologies in energy transitions is lacking. This study uses interviews with 33 stakeholders in a planned wind farm project, combined with online survey results, to derive empirical insights into attitudes towards and preferences for e-participation. On the one hand, we observe openness towards new options for creative input and visualization-based online tools and virtual realities. On the other hand, stakeholders fear vulnerabilities and are skeptical about the efficacy of online discourse. Institutional stakeholders primarily see risks in civic participation, while citizens themselves see the benefits. Unexploited potential for creative input, deliberation, and collaborative planning could be leveraged to increase democratic legitimacy. In this context, better outputs are not synonymous with accepting outcomes, but can include changes to or even rejection of plans based on public preferences and concerns. This potential remains largely untapped, however, and requires a willingness to participate, thus calling for mobilization strategies.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123839"},"PeriodicalIF":12.9,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142579009","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
How to recognize and measure the impact of phasing urbanization on eco-environment quality: An empirical case study of 19 urban agglomerations in China 如何认识和衡量阶段性城市化对生态环境质量的影响?中国 19 个城市群的实证案例研究
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-11-02 DOI: 10.1016/j.techfore.2024.123845
Anmeng Sha , Jianjun Zhang , Yujie Pan , Shouguo Zhang
{"title":"How to recognize and measure the impact of phasing urbanization on eco-environment quality: An empirical case study of 19 urban agglomerations in China","authors":"Anmeng Sha ,&nbsp;Jianjun Zhang ,&nbsp;Yujie Pan ,&nbsp;Shouguo Zhang","doi":"10.1016/j.techfore.2024.123845","DOIUrl":"10.1016/j.techfore.2024.123845","url":null,"abstract":"<div><div>Rapid urbanization has exerted substantial pressure on eco-environmental quality (EEQ) in most big cities worldwide, yet the precise manner in which EEQ responds to phasing urbanization remains unclear. This study endeavors to illuminate the relationship between EEQ and the stages of urban development by quantifying EEQ and urbanization levels across 19 urban agglomerations in China, leveraging the insights garnered from multiple remote sensing and social-economic data. The reasons leading to different response patterns were analyzed through the differences in the trends of EEQ at each urbanization stage. The conclusions are as follows. 1) With a 207 % increase in the urbanization level, the overall EEQ fluctuated slightly, but it decreased significantly in areas with a high urbanization level. 2) EEQ was found to be negatively correlated with urbanization at the microscopic scale (PMMCC = −0.25), and the response pattern of “rise - fall - recovery” of EEQ with increasing urbanization levels was proposed at the macroscopic scale. 3) Ecological improvement of pre- and post-urbanized areas dominate the shift of urban agglomerations EEQ from fall to recovery. This study can help to understand the evolutionary pattern of EEQ in urbanization development and provide a theoretical basis for the formulation of sustainable urban development policies.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123845"},"PeriodicalIF":12.9,"publicationDate":"2024-11-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571302","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
Public perceptions of responsible innovation: Validation of a scale measuring societal perceptions of responsible innovation in science and technology 公众对负责任创新的看法:验证衡量社会对负责任的科技创新的看法的量表
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-11-01 DOI: 10.1016/j.techfore.2024.123849
Sarah V. Bentley, Emma Schleiger, Rod McCrea, Rebecca Coates, Elizabeth Hobman
{"title":"Public perceptions of responsible innovation: Validation of a scale measuring societal perceptions of responsible innovation in science and technology","authors":"Sarah V. Bentley,&nbsp;Emma Schleiger,&nbsp;Rod McCrea,&nbsp;Rebecca Coates,&nbsp;Elizabeth Hobman","doi":"10.1016/j.techfore.2024.123849","DOIUrl":"10.1016/j.techfore.2024.123849","url":null,"abstract":"<div><div>Today, boundaries between innovation, science, and technology have loosened, with innovation often driving technology built upon scientific discovery. This combination has brought us the internet, electric vehicles, and space exploration. But it has not all been good. The economization of innovation has contributed to social inequity, progressed autonomous weaponry, and put the ecological health of our planet at risk. For these reasons, the question of a responsible delivery of innovation has gathered momentum. The essence of Responsible Innovation lies in the pursuit of a moral and functional reciprocity between science and society. This pursuit has led to the establishment of principles and frameworks, however, there remains a need to measure Responsible Innovation in real-world settings, particularly through the eyes of society. This paper presents the psychometric validation of a new scale measuring Public Perceptions of Responsible Innovation. Tested with two samples (Wave 1: <em>N</em> = 4080; Wave 2: <em>N</em> = 2127), results demonstrate the scale's validity, including evidence of a four-factor model aligned with the concepts of anticipation, inclusion, reflexivity, and responsiveness. Further evidence of predictive validity suggests that the scale is fit for purpose as a measure capturing the essence of Responsible Innovation — <em>science for and with society</em>.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123849"},"PeriodicalIF":12.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571300","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
A socio-cognitive analysis of innovation diffusion: Interventionism and substantiveness 创新扩散的社会认知分析:干预主义和实质性
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-11-01 DOI: 10.1016/j.techfore.2024.123847
Jiun-Yan Lai , Shih-Chang Hung
{"title":"A socio-cognitive analysis of innovation diffusion: Interventionism and substantiveness","authors":"Jiun-Yan Lai ,&nbsp;Shih-Chang Hung","doi":"10.1016/j.techfore.2024.123847","DOIUrl":"10.1016/j.techfore.2024.123847","url":null,"abstract":"<div><div>This paper examines the early stage of innovation diffusion from a socio-cognitive perspective. Innovation diffusion is viewed as a social process, characterized by evolving categories and associated labels that account for how and why an innovation is adopted or rejected. Empirically, we study mobile payments in Taiwan using a combination of the topic modeling approach and narrative analysis to uncover keywords and topics (categories) in a large number of newspaper articles from 2012 to 2018 (<em>N</em> = 1376), collected from the <em>United Daily News</em> database. We identify 14 latent topics, which could be grouped into two higher-order categories based on the distinctiveness of their evolving patterns and the coherence of their keywords: interventionism and substantiveness. We also highlight that the early diffusion begins with interventionism and proceeds to substantiveness.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123847"},"PeriodicalIF":12.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571301","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
Carrot first, stick second? Environmental policy-mix sequencing and green technologies 胡萝卜第一,大棒第二?环境政策组合排序与绿色技术
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-11-01 DOI: 10.1016/j.techfore.2024.123835
Kinga B. Tchorzewska , Pablo del Rio , Jose Garcia-Quevedo , Ester Martinez-Ros
{"title":"Carrot first, stick second? Environmental policy-mix sequencing and green technologies","authors":"Kinga B. Tchorzewska ,&nbsp;Pablo del Rio ,&nbsp;Jose Garcia-Quevedo ,&nbsp;Ester Martinez-Ros","doi":"10.1016/j.techfore.2024.123835","DOIUrl":"10.1016/j.techfore.2024.123835","url":null,"abstract":"<div><div>Eco-innovations are considered key in the transition towards a more sustainable economy. However, since there are several barriers to the adoption of eco-innovations, different instruments have been proposed to encourage their uptake, leading to instrument mixes. Analysis of these mixes has been scarce in the eco-innovation literature and mostly focused on static rather than dynamic combinations of instruments. This paper tries to cover this gap by assessing the <em>sequencing</em> of instruments to promote eco-innovation. To that aim we use a panel database of investments in green technologies by Spanish firms between 2010–2020. Our results show that the order in which the instruments are introduced (sequencing) affects the adoption of eco-innovation, although the effective sequencing effect slightly differs for different environmental technological innovation types (cleaner production vs. end-of-pipe). In both cases, using subsidies (“carrots”) first and then using environmental taxes (“sticks”) positively and significantly influence the adoption of environmental technologies. Results from heterogeneous analysis confirms that this is especially true for small and medium firms. Within carrots, it seems tax credits and subsidies are substitutes, whatever the sequence of their introduction is. These results have clear policy implications which cannot be derived from analyses of static policy mixes. They suggest that, if the aim is to promote the adoption of eco-innovations, carrots should be used first, and then sticks should be adopted. In addition, it warns against using tax credits and subsidies together, given their redundancy in promoting eco-innovation. If subsidies are introduced after tax credits have already been applied (or the other way around), substantial inefficiencies can be expected, increasing the costs of eco-innovation promotion without any added value in terms of effectiveness.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123835"},"PeriodicalIF":12.9,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142571299","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
Probabilistic electricity price forecasting by integrating interpretable model 通过整合可解释模型进行概率电价预测
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-10-31 DOI: 10.1016/j.techfore.2024.123846
He Jiang , Yawei Dong , Yao Dong , Jianzhou Wang
{"title":"Probabilistic electricity price forecasting by integrating interpretable model","authors":"He Jiang ,&nbsp;Yawei Dong ,&nbsp;Yao Dong ,&nbsp;Jianzhou Wang","doi":"10.1016/j.techfore.2024.123846","DOIUrl":"10.1016/j.techfore.2024.123846","url":null,"abstract":"<div><div>The establishment of a high-quality and efficient interpretable probability prediction model is crucial for the development of the electricity market. However, challenges related to prediction instability and interpretability limit electricity price probability forecasting. To address these issues, we propose a novel interpretable electricity price probability prediction model, L-NBeatsX, which incorporates a multifactor pathway. Initially, by adaptively fusing NBeatsX and LassoNet models, we effectively handle the multifactor nature of electricity price prediction. The fusion mechanism enables L-NBeatsX to utilize a subset of features, thereby enhancing both accuracy and interpretability. Furthermore, the integration of skip connections from input to output in the fusion process enhances the robustness and flexibility of L-NBeatsX predictions. Additionally, we introduce unstable correction factors into the loss function to improve the model’s adaptability in probability prediction. By mitigating the impact of instability factors, we effectively reduce the cost of prediction instability while improving the accuracy and reliability of results. Empirical studies conducted across four distinct electricity markets demonstrate the superior performance of L-NBeatsX in electricity price probability forecasting, providing valuable insights for decision-making in the electricity market.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123846"},"PeriodicalIF":12.9,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142560836","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 do two facets of social media interaction shape waste sorting behaviour? Empirical evidence from Beijing, China 社交媒体互动的两个方面如何影响垃圾分类行为?来自中国北京的经验证据
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-10-31 DOI: 10.1016/j.techfore.2024.123850
Myat Su Han , Yiwen Zhang , Cinnie Liu
{"title":"How do two facets of social media interaction shape waste sorting behaviour? Empirical evidence from Beijing, China","authors":"Myat Su Han ,&nbsp;Yiwen Zhang ,&nbsp;Cinnie Liu","doi":"10.1016/j.techfore.2024.123850","DOIUrl":"10.1016/j.techfore.2024.123850","url":null,"abstract":"<div><div>In the ever-changing digital era, social media has become a powerful tool for shaping public environmental awareness and pro-environmental behaviour. However, no existing studies have addressed the double-edged role of social media interaction in the context of household waste sorting, particularly in a rapidly developing country with considerable waste management challenges. Against this background, our study aims to investigate the positive and negative impacts of two facets of social media interaction (i.e. online peer influence and perceived information overload) on household waste sorting behaviour in China. Moreover, we investigate the mechanisms behind these impacts by analysing the moderating roles of psychological enablers (i.e. green self-efficacy) and barriers (i.e. environmental apathy). Drawing upon social learning theory, we develop a conceptual model that is empirically tested using 1200 online survey responses from Beijing, one of the most populous cities in China. We then employ a two-stage data analysis technique comprising confirmatory factor analysis and moderated multiple regression analysis to examine the proposed hypotheses. The findings of this pioneering study can assist policymakers and environmentalists in designing successful social intervention strategies that may encourage household waste sorting in large metropolitan regions, such as Beijing.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123850"},"PeriodicalIF":12.9,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142560912","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
Loyal to the concept or to the platform? The complexity of the dual loyalty of crowdfunding backers 忠于概念还是忠于平台?众筹支持者双重忠诚的复杂性
IF 12.9 1区 管理学
Technological Forecasting and Social Change Pub Date : 2024-10-31 DOI: 10.1016/j.techfore.2024.123854
Kalanit Efrat , Shaked Gilboa , Andreas Wald
{"title":"Loyal to the concept or to the platform? The complexity of the dual loyalty of crowdfunding backers","authors":"Kalanit Efrat ,&nbsp;Shaked Gilboa ,&nbsp;Andreas Wald","doi":"10.1016/j.techfore.2024.123854","DOIUrl":"10.1016/j.techfore.2024.123854","url":null,"abstract":"<div><div>Backer loyalty is an important, yet under-researched driver of crowdfunding success. The concept of loyalty in crowdfunding is particularly complex because it integrates both loyalty to crowdfunding activity and loyalty to a specific platform. Using the elaboration likelihood model (ELM) as a theoretical foundation, this study investigates how platform-related factors influence backers' distinct loyalties. A survey of 486 active crowdfunding backers with different levels of repeated activity was conducted. The findings indicate that the different loyalties of backers—platform and crowdfunding—can be explained by the central and peripheral routes of the ELM. The central route effect is more significant for loyalty to the platform, whereas loyalty to crowdfunding is influenced by elements from both the central and peripheral routes. These insights allow platform managers to promote their platforms' activity by facilitating the relevant elements.</div></div>","PeriodicalId":48454,"journal":{"name":"Technological Forecasting and Social Change","volume":"210 ","pages":"Article 123854"},"PeriodicalIF":12.9,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142560837","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
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