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How does risk interplay with trust in pre-and post-purchase intention to engage: PLS-SEM and ML classification approach 在购买前和购买后的参与意愿中,风险与信任是如何相互作用的:PLS-SEM 和 ML 分类方法
IF 3 Q2 BUSINESS Pub Date : 2024-09-04 DOI: 10.1057/s41270-024-00341-y
Nora Sharkasi, Gomaa Agag

This study explores the effect of perceived risk PR and perceived affective and cognitive trust, PAT and PCT, respectively, on the intention to engage with Facebook FB adverts. Most of the literature explores the intention to engage pre-purchase, and only limited studies address all behavioral manifestations of the intention to engage -other than eWoM- post-purchase. In this study we explore the effect of PR, PAT and PCT on the intention to endorse, comment, and pass-on in the pre- and post-purchase when satisfied or dissatisfied. We collected quantitative data from young FB users in Southeast Asia, aged between 17 and 30. By supplementing the PLS-SEM analysis with accuracy scores resulting from classification-based machine learning (ML) algorithms, we explore the mediating effect of PR in the pre-purchase stage and its moderating effect in the post-purchase intention to engage. Our findings support the negative mediation effect of PR on the association between PAT and PCT and the intention to comment, and its positive mediation to endorse and share pre-purchase. Whereas the PR positive moderation effect is confirmed in the post-purchase intention to engage. The study proposes several academic and managerial implications.

本研究探讨了感知风险 PR 和感知情感与认知信任(分别为 PAT 和 PCT)对 Facebook FB 广告参与意愿的影响。大多数文献探讨的是购买前的参与意愿,只有有限的研究探讨了购买后参与意愿的所有行为表现(除电子世界之外)。在本研究中,我们探讨了 PR、PAT 和 PCT 对购买前和购买后满意或不满意时的支持、评论和传递意向的影响。我们收集了东南亚 17 至 30 岁年轻 FB 用户的定量数据。通过使用基于分类的机器学习(ML)算法得出的准确度分数对 PLS-SEM 分析进行补充,我们探索了公关在购买前阶段的中介效应及其在购买后参与意向阶段的调节效应。我们的研究结果支持公关对 PAT 和 PCT 与评论意向之间关联的负中介效应,以及对购买前认可和分享的正中介效应。而公关的正向调节效应在购买后的参与意愿中得到了证实。本研究提出了一些学术和管理意义。
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引用次数: 0
Navigating computational linguistic in marketing practices: The barriers of natural language processing in social media marketing and a path to future research 营销实践中的计算语言学导航:社交媒体营销中的自然语言处理障碍与未来研究之路
IF 3 Q2 BUSINESS Pub Date : 2024-08-29 DOI: 10.1057/s41270-024-00337-8
Jana Gross, Kathleen Desveaud

Social media has emerged as being of pivotal importance for both marketing and analytics due to its unstructured data as a source of rich insights. The increasing adoption of natural language processing (NLP) technologies and solutions has created new marketing opportunities on social media. However, scholars have not devoted sufficient attention to understanding of the barriers and associated challenges of NLP solutions as a social media marketing tool, hindering the full potential of these technologies. The purpose of the paper aims to fill this void in research and practice. We employed a qualitative research approach to identify fourteen challenges and discuss the primary barrier areas: (1) credibility, (2) customization, (3) cross-modality, and (4) convergence. Based on these findings, we initiate a path of future research questions for a deeper understanding of successful adoption of NLP technologies and solutions in marketing practices on social media. Thus, the study advances research in this growing area and fosters future research across different disciplines to improve the practice of marketing in language-rich digital environments.

社交媒体因其非结构化数据作为丰富洞察力的来源,在营销和分析方面都具有举足轻重的地位。越来越多地采用自然语言处理(NLP)技术和解决方案为社交媒体创造了新的营销机会。然而,学者们对 NLP 解决方案作为社交媒体营销工具所面临的障碍和相关挑战的了解还不够,这阻碍了这些技术潜力的充分发挥。本文旨在填补这一研究和实践空白。我们采用定性研究方法确定了十四项挑战,并讨论了主要障碍领域:(1) 可信度,(2) 定制,(3) 跨模式,以及 (4) 融合。基于这些发现,我们提出了未来的研究问题,以便更深入地了解在社交媒体营销实践中成功采用 NLP 技术和解决方案的途径。因此,本研究推动了这一不断发展的领域的研究,并促进了不同学科的未来研究,以改善语言丰富的数字环境中的营销实践。
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引用次数: 0
How did consumers retail purchasing expectations and behaviour switch due to the COVID-19 pandemic? 消费者的零售购买预期和行为是如何因 COVID-19 大流行而改变的?
IF 3 Q2 BUSINESS Pub Date : 2024-08-24 DOI: 10.1057/s41270-024-00344-9
Dan-Cristian Dabija, Veronica Câmpian, Bernd Philipp, David B. Grant

The implemented research investigates the switch in consumer expectations and purchasing. The COVID-19 pandemic may have been the cause for a switch in consumer expectations and behaviour with respect to in-store versus online grocery purchases. If consumers preferred to shop almost exclusively in physical stores before pandemic-imposed restrictions, many consumers may have changed their preferences, expectations and consumer purchasing behaviour due to sanitary restrictions, social distancing, pandemic-induced fear, certainty when shopping and reduced peer interactions. The implemented research investigates the switch in consumer expectations and purchasing behaviour after the pandemic in terms of how customers decide to buy groceries in response to the impact of the COVID-19 pandemic. Based on the extant literature, a conceptual model is proposed, and a quantitative survey of Romanian consumers analysed using Smart PLS structural equation modelling. The findings indicate that switching behaviour exerted a significant influence on consumer purchasing behaviour after the pandemic but did not determine it. From a theoretical standpoint, this study expands the understanding and application of the Protection Motivation Theory (PMT). From a managerial standpoint, this study offers managers a clearer picture of consumer purchasing behaviour, and the extent of altered consumer purchasing behaviour as a result of the COVID-19 pandemic. Pandemic-related research issues as addressed by the authors do not have a long-standing tradition within our management discipline, and the same observation is true regarding the phased levels of our investigation, i.e., before, during and after (the COVID-19 crisis) as performed in our study. This is, to the best of our knowledge, the first attempt to use a switch concept related to COVID-19 and consumer purchasing behaviour in retail. When elaborating our research model, the main challenges included the necessity to blend traditional retail and SCM literature streams. Indeed, logistics academia traditionally focuses on B2B settings, whereas our research reflects a consumer-centric approach.

实施的研究调查了消费者期望和购买行为的转变。COVID-19 大流行可能是导致消费者在店内和网上购买杂货的预期和行为发生转变的原因。如果说在大流行病实施限制之前,消费者几乎只喜欢在实体店购物,那么由于卫生限制、社会距离、大流行病引发的恐惧、购物时的确定性以及同伴间互动的减少,许多消费者可能已经改变了他们的偏好、预期和消费购买行为。所实施的研究从顾客如何决定购买杂货以应对 COVID-19 大流行的影响角度,调查了大流行后消费者预期和购买行为的变化。在现有文献的基础上,提出了一个概念模型,并使用智能 PLS 结构方程模型对罗马尼亚消费者的定量调查进行了分析。研究结果表明,大流行病发生后,转换行为对消费者的购买行为产生了重大影响,但并不决定消费者的购买行为。从理论角度看,本研究拓展了对保护动机理论(PMT)的理解和应用。从管理角度来看,本研究为管理者提供了一个更清晰的消费者购买行为图景,以及消费者购买行为因 COVID-19 大流行而改变的程度。作者所涉及的与大流行病相关的研究问题在我们的管理学科中并没有悠久的传统,同样,我们的研究也是分阶段进行的,即在 COVID-19 危机之前、期间和之后。据我们所知,这是首次尝试使用与 COVID-19 和零售业消费者购买行为相关的转换概念。在制定我们的研究模型时,主要的挑战包括必须融合传统的零售和供应链管理文献流。事实上,物流学术界传统上侧重于 B2B 环境,而我们的研究则反映了一种以消费者为中心的方法。
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引用次数: 0
Navigating airline disruptions with strategic pilot planning: an optimization approach for long-term workforce efficiency and service quality 通过飞行员战略规划应对航空公司中断:提高劳动力长期效率和服务质量的优化方法
IF 3 Q2 BUSINESS Pub Date : 2024-08-23 DOI: 10.1057/s41270-024-00343-w
Bulent Erenay, Eyyub Kibis, Burak Cankaya, Ozlem Cosgun, Aaron Glassman

The financial hardships caused by global disruptions, such as the COVID-19 pandemic, have historically led airlines to adopt various cost-cutting measures such as layoffs, furloughs, and salary reductions. While these actions yielded short-term financial benefits, they resulted in long-term operational challenges such as pilot shortages. These shortages increased flight cancellations, delays, and missed connections, ultimately harming customer satisfaction and damaging the brand’s reputation. This study introduces a strategic optimization model for long-term pilot planning that integrates real-world industry practices to ensure adequate pilot availability and adherence to aviation regulations and standards during and post-crisis. By integrating critical parameters such as pilot-aircraft ratio, minimum flight hours, and captain-to-first officer ratios, the model aims to optimize workforce efficiency by determining the number of pilots hired, laid off, and promoted without compromising service quality. The findings highlight the importance of strategic workforce adjustments such as tiered salary reductions over more drastic measures like mass layoffs. This suggests careful management can minimize financial losses and maintain airline operational integrity and service quality during and after the crisis. Moreover, the model’s long-term focus assists airlines in preparing for future growth plans and disruptions effectively, sustaining an adequate and experienced pilot workforce for safe and reliable operations, and safeguarding brand image and customer loyalty. This research provides airline executives with actionable insights and a robust framework for sustainable workforce management, significantly improving the resilience of airlines in facing unforeseen industry disruptions.

历史上,COVID-19 大流行病等全球性灾难造成的财政困难导致航空公司采取各种削减成本的措施,如裁员、休假和减薪。虽然这些措施产生了短期的经济效益,但却带来了飞行员短缺等长期运营挑战。这些短缺增加了航班取消、延误和错过转机,最终损害了客户满意度和品牌声誉。本研究介绍了一种用于长期飞行员规划的战略优化模型,该模型整合了现实世界中的行业实践,以确保在危机期间和危机后有充足的飞行员可用性并遵守航空法规和标准。通过整合飞行员-飞机比例、最低飞行时数和机长-大副比例等关键参数,该模型旨在通过确定飞行员的招聘、裁员和晋升数量,在不影响服务质量的前提下优化劳动力效率。研究结果凸显了分级减薪等战略性劳动力调整的重要性,而非大规模裁员等更激烈的措施。这表明,在危机期间和危机之后,谨慎的管理可以最大限度地减少财务损失,保持航空公司的运营完整性和服务质量。此外,该模型着眼于长远,有助于航空公司为未来的发展计划和干扰做好有效准备,维持充足且经验丰富的飞行员队伍以保证安全可靠的运营,维护品牌形象和客户忠诚度。这项研究为航空公司高管提供了可操作的见解和可持续劳动力管理的稳健框架,大大提高了航空公司在面对不可预见的行业干扰时的应变能力。
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引用次数: 0
Consumer (brand) happiness of premium fashion brands and value consciousness: The case of clothing and footwear for Gen X and Gen Z as shoppers via digital platforms 高端时尚品牌的消费者(品牌)幸福感与价值意识:X 代和 Z 代消费者通过数字平台购买服装和鞋类的案例
IF 3 Q2 BUSINESS Pub Date : 2024-08-14 DOI: 10.1057/s41270-024-00342-x
Chara Lyroni, George Spais

This article explores consumer behavior when buying premium fashion brands like clothing and shoes to display their social status via digital platforms, which established a correlation between “masstige” (mass prestige) and brand satisfaction, and how one’s social self-ideal and self-awareness affect this connection, this study will scrutinize the shopping tendencies of two generations of consumers: Gen Z and Gen X, both known for being discerning shoppers. We received 607 responses, and 347 were completed by consumers who use gamified mobile apps on digital platforms to purchase high-end fashion brands to showcase their social status. This study is exceptional in exploring (1) how consumers experience using mass premium brands that offer prestige and (2) how different generations pursue this value. The article provides interesting theoretical and managerial implications to marketing analytics and societal implications of high interest for marketing academia and marketing managers.

本文探讨了消费者通过数字平台购买服装和鞋子等高端时尚品牌以显示其社会地位的行为,该数字平台建立了 "masstige"(大众声望)与品牌满意度之间的关联,以及一个人的社会自我理想和自我意识如何影响这种关联,本研究将仔细研究两代消费者的购物倾向:Z 世代和 X 世代都是众所周知的挑剔的购物者。我们共收到 607 份回复,其中 347 份由消费者填写,他们使用数字平台上的游戏化移动应用程序购买高端时尚品牌,以展示自己的社会地位。这项研究在探索 (1) 消费者如何体验使用提供声望的大众高端品牌,以及 (2) 不同年代的消费者如何追求这种价值方面独树一帜。文章为营销分析提供了有趣的理论和管理启示,也为营销学术界和营销管理者提供了极具意义的社会影响。
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引用次数: 0
Deciphering the influence of compatibility, trust, and perceived enjoyment on intention to use digital payments 解读兼容性、信任度和感知乐趣对数字支付使用意向的影响
IF 3 Q2 BUSINESS Pub Date : 2024-08-07 DOI: 10.1057/s41270-024-00340-z
Martina Franciska Xavier, Sahayaselvi Susainathan, Sarlin Venotha Antonymuthu, Prince Jebaraj Siluvai Antony, Satyanarayana Parayitam

The technological revolution in the present century resulted in the meteoric expansion of digital payments in the banking industry. Despite the escalating significance of digitalization in several sectors, existing literature largely neglected the underlying relationship between compatibility and trust in digital payments and users’ intention to use them. Anchored in the theory of technology acceptance (TAM), this study aims to devise a conceptual model to scrutinize the boundary conditions propelling individuals to use digital payments in the context of the banking industry. The model is evaluated through the data collected from 507 respondents from account holders in a middle-income country, India. The dynamic interplay among the key variables was tested after checking the measurement properties using LISREL software for structural equation modeling. The results from the hierarchical regression and PROCESS macros reveal that (i) perceived ease of use (PEOU) and perceived usefulness (PU) are positively associated with the actual use of digital payments, (ii) actual use of digital payments is significant and positively related to customer satisfaction, and (iii) customer satisfaction is a precursor to customers’ intention to continue using digital payments. The results also support the three-way interaction between (i) PEOU, compatibility, and trust and (ii) PU, compatibility, and trust in influencing the actual use of digital payments. The findings indicate that perceived enjoyment significantly and positively moderated the relationship between the actual use of digital payments and customer satisfaction. This study offers several recommendations for practicing managers in companies engaging in digital transactions. This study underscores the importance of PEOU and emphasizes the minimization of steps in completing digital payments. Further, this study recommends that companies identify the conditions under which customers feel digital transactions could be more helpful. By demystifying the antecedents to the use of digital payments, the findings from this study accentuate the pivotal role of trust, compatibility, and perceived enjoyment and enrich the theoretical landscape of TAM.

本世纪的技术革命导致数字支付在银行业的飞速发展。尽管数字化在多个领域的重要性不断提升,但现有文献大多忽视了数字支付的兼容性和信任度与用户使用意愿之间的内在关系。本研究以技术接受理论(TAM)为基础,旨在设计一个概念模型,仔细研究推动个人在银行业使用数字支付的边界条件。该模型通过从中等收入国家印度的 507 名受访账户持有人处收集的数据进行评估。在使用 LISREL 软件进行结构方程建模检查测量属性后,对关键变量之间的动态相互作用进行了测试。分层回归和 PROCESS 宏的结果显示:(i) 感知易用性(PEOU)和感知有用性(PU)与数字支付的实际使用呈正相关;(ii) 数字支付的实际使用与客户满意度呈显著正相关;(iii) 客户满意度是客户继续使用数字支付意愿的先决条件。研究结果还支持(i) PEOU、兼容性和信任与(ii) PU、兼容性和信任之间的三方互动影响数字支付的实际使用。研究结果表明,感知到的乐趣对实际使用数字支付与客户满意度之间的关系有显著的正向调节作用。本研究为从事数字交易的企业管理者提供了若干建议。本研究强调了 PEOU 的重要性,并强调要尽量减少完成数字支付的步骤。此外,本研究还建议企业确定客户认为数字交易更有帮助的条件。通过揭示使用数字支付的先决条件,本研究的结果强调了信任、兼容性和感知享受的关键作用,并丰富了 TAM 的理论图景。
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引用次数: 0
Cognitive and affective appraisal of online impulse buying: a multi-mediation approach 网上冲动购物的认知和情感评价:一种多媒介方法
IF 3 Q2 BUSINESS Pub Date : 2024-08-07 DOI: 10.1057/s41270-024-00338-7
Rajat Subhra Chatterjee, Irfan Hameed, Tat-Huei Cham

Online shopping behaviour has undergone a metamorphosis due to new technological advancements. With the increasing popularity and dominance of e-commerce sites, the factors influencing an enhanced shopping experience, including high impulse buying tendencies, have evolved significantly. Recent studies have pointed out a lack of clarity in understanding the indirect effects of cognitive and affective components leading to increased impulse buying motivation on e-commerce platforms. This study aims to address this gap by examining the mediating effects of relevant cognitive (website credibility, visual appeal), affective (hedonic shopping motivation), and haptic (need for touch) factors on online impulse buying. Cognitive Appraisal Theory (CAT) is employed to illustrate the appraisal impact of these intervening constructs. The findings indicate that hedonic shopping motivation has a direct and multiple mediation effect on online impulse buying. Furthermore, results suggest that the need for touch (autotelic) positively influences hedonic shopping motivation, which subsequently mediates its effect on online impulse buying. This study contributes to the existing academic literature on impulse buying and extends the application of CAT through multiple mediation approaches. It provides valuable insights for industry players in fashion and e-commerce regarding key aspects of online selling.

由于新技术的进步,网上购物行为发生了巨大变化。随着电子商务网站日益普及并占据主导地位,影响购物体验(包括高冲动购买倾向)的因素也发生了显著变化。最近的研究指出,对电子商务平台上导致冲动性购买动机增加的认知和情感因素的间接影响缺乏清晰的认识。本研究旨在通过研究相关认知因素(网站可信度、视觉吸引力)、情感因素(享乐型购物动机)和触觉因素(触觉需求)对网络冲动购买的中介效应来弥补这一不足。研究采用了认知评估理论(CAT)来说明这些干预因素对评估的影响。研究结果表明,享乐型购物动机对网络冲动购买具有直接和多重中介效应。此外,研究结果表明,对触觉的需求(自体)对享乐型购物动机有积极影响,而享乐型购物动机又对网络冲动购买有中介作用。本研究为现有的冲动性购买学术文献做出了贡献,并通过多重中介方法扩展了计算机辅助分析的应用范围。它为时尚和电子商务行业的从业者提供了有关在线销售关键方面的宝贵见解。
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引用次数: 0
Vertiport ventures: assessing operational feasibility for eVTOL integration in São Paulo’s helipad and heliport infrastructure Vertiport 风险投资公司:评估在圣保罗直升机停机坪和直升机场基础设施中整合 eVTOL 的操作可行性
IF 3 Q2 BUSINESS Pub Date : 2024-07-25 DOI: 10.1057/s41270-024-00323-0
Peter E. O’Reilly, Ramy A. Rahimi, Jorge Luiz Rosa Marques, Marco Aurélio Feitosa de A. L. Babadopulos

This study investigates the feasibility of introducing Electric Vertical Take-Off and Landing (eVTOL) aircraft operations in São Paulo, Brazil, leveraging existing infrastructure and emerging eVTOL technology. With São Paulo being a major financial hub in Brazil, its bustling helicopter operations at numerous helipads make it a prime candidate for eVTOL integration. By analyzing data from the National Civil Aviation Agency (ANAC) and the Airspace Control Department (DECEA), we assess the city’s helipad infrastructure and current helicopter operations, concluding that São Paulo possesses the operational capacity to support eVTOL operations, either by replacing helicopters or by supplementing existing flights. Additionally, we explore the environmental benefits of transitioning from traditional helicopters to electric aircraft, highlighting the potential for significant reductions in pollutant emissions and the lucrative market for carbon credits. Projections indicate that, under comparable flight conditions (6.5FH/Day), eVTOL operators could generate substantial revenue, such as €891,580 in the European Union compliance market over a 10-year period per vehicle. This research underscores the promising prospects and environmental advantages of adopting eVTOL technology in São Paulo’s urban airspace.

本研究调查了在巴西圣保罗利用现有基础设施和新兴 eVTOL 技术引入电动垂直起降(eVTOL)飞机运营的可行性。圣保罗是巴西重要的金融中心,众多直升机停机坪上繁忙的直升机业务使其成为整合 eVTOL 的首选之地。通过分析国家民航局(ANAC)和空域控制部(DECEA)提供的数据,我们评估了圣保罗市的直升机停机坪基础设施和当前的直升机运营情况,得出结论认为圣保罗具备支持 eVTOL 运营的运营能力,可以替代直升机或补充现有航班。此外,我们还探讨了从传统直升机过渡到电动飞机的环境效益,强调了大幅减少污染物排放的潜力和利润丰厚的碳信用额市场。预测表明,在可比的飞行条件下(6.5FH/天),电动直升机运营商可以创造可观的收入,例如在欧盟合规市场上,每架飞机在 10 年内可创造 891,580 欧元的收入。这项研究强调了在圣保罗城市空域采用 eVTOL 技术的广阔前景和环境优势。
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引用次数: 0
Unveiling the power of video sentiment analysis for predicting advertising effectiveness: exploratory research on femvertising 揭示视频情感分析在预测广告效果方面的威力:关于女性广告的探索性研究
IF 3 Q2 BUSINESS Pub Date : 2024-07-05 DOI: 10.1057/s41270-024-00334-x
Nicolas Hamelin, Ramy A. Rahimi, Sivapriya Balaji, Irina Pismennaya, Nhat Quang Bui, Hong Anh Ta

This research challenges the conventional method of textual sentiment analysis in evaluating advertising effectiveness. We examined two distinct video ads for a cosmetics brand, employing video sentiment analysis to gauge their emotional impact on 35 female participants. This assessment was conducted using a self-reported questionnaire and a biometric platform integrating facial detection analysis (using Affdex software by Affectiva) and Galvanic Skin Response (GSR). Both video and text sentiment analyses were performed on two 30-s television ads—one promoting women’s empowerment and the other emphasizing anti-aging properties. While the textual analysis suggested a generally positive tone for both ads, video sentiment analysis, incorporating facial expressions via the Face API, revealed a significant contrast. The ad highlighting youthful appearance displayed higher positive emotional content, particularly “surprise,” compared to the “femvertising” ad promoting women’s empowerment. This heightened emotional response, as identified by video sentiment analysis, had a notable impact on participants’ emotional reactions to the ad, correlating with increased purchase intention and ad enjoyment. Conversely, no significant correlations were observed between emotions, purchase intent, and ad enjoyment for the femvertising ad. This outcome underscores the superiority of video sentiment analysis over traditional textual analysis, which fails to capture the emotional nuances conveyed through facial expressions. In summary, this study demonstrates the potential of video sentiment analysis in predicting purchase intent and assessing advertising appeal.

本研究挑战了在评估广告效果时使用文本情感分析的传统方法。我们研究了某化妆品品牌的两则不同的视频广告,通过视频情感分析来评估它们对 35 名女性参与者的情感影响。这项评估是通过一份自我报告问卷和一个整合了面部检测分析(使用 Affectiva 公司的 Affdex 软件)和 Galvanic Skin Response (GSR) 的生物识别平台进行的。我们对两则 30 秒的电视广告进行了视频和文本情感分析,一则广告宣传妇女赋权,另一则广告强调抗衰老特性。虽然文本分析表明这两则广告的基调总体上是积极的,但通过 Face API 结合面部表情进行的视频情感分析却显示出明显的反差。与宣传女性赋权的 "女性广告 "相比,强调年轻外表的广告显示出更多积极的情感内容,尤其是 "惊喜"。通过视频情感分析发现,这种增强的情感反应对参与者对广告的情感反应产生了显著影响,并与购买意向和广告欣赏度的增加相关联。相反,在女性广告的情感、购买意向和广告欣赏之间没有观察到明显的相关性。这一结果凸显了视频情感分析比传统文本分析的优越性,因为传统文本分析无法捕捉面部表情所传达的情感细微差别。总之,本研究证明了视频情感分析在预测购买意向和评估广告吸引力方面的潜力。
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引用次数: 0
Variable science mapping as literature review method 作为文献审查方法的可变科学绘图
IF 3 Q2 BUSINESS Pub Date : 2024-07-02 DOI: 10.1057/s41270-024-00336-9
Przemyslaw Tomczyk, Philipp Brüggemann, Justin Paul

This study investigates a novel mapping approach for the systematic analysis of empirical research, termed Variable Science Mapping (VSM). This approach enhances the current capabilities of Systematic Literature Reviews (SLRs) by incorporating variables and their interrelationships, surpassing traditional methods, such as Science Mapping (SM), which primarily analyze keywords, citations, and authorship. We present a step-by-step conceptual protocol for implementing the VSM approach. Subsequently, the strengths and limitations of VSM compared to SM are examined across 12 SLR stages. To this end, we assess the actual usage of SM for each stage based on an analysis of 63 papers employing the SM approach. Additionally, expert interviews are conducted to evaluate the utility of both SM and VSM across identical analytical stages. Notably, a distinct alignment emerged between the outcomes of the SLR and expert assessments pertaining to SM. The findings reveal VSM’s favorable ratings in eight out of 12 stages. Equivalence in expert ratings between SM and VSM surfaced in one stage, while SM was deemed more beneficial in three stages. This nuanced evaluation underscores the contextual strengths and limitations of both approaches. The implications extend to both scientific and managerial domains, offering valuable insights into the prospective advancements in SLRs. In conclusion, this analysis not only sheds light on the potential advantages of VSM but also serves as a foundation for guiding future research methodologies to widen capabilities among different SLR stages.

本研究调查了一种用于系统分析实证研究的新型绘图方法,称为变量科学绘图(VSM)。这种方法通过纳入变量及其相互关系,增强了系统文献综述(SLR)的现有能力,超越了科学绘图(SM)等主要分析关键词、引文和作者的传统方法。我们介绍了实施 VSM 方法的逐步概念协议。随后,我们在 SLR 的 12 个阶段考察了 VSM 与 SM 相比的优势和局限性。为此,我们在对 63 篇采用 SM 方法的论文进行分析的基础上,评估了 SM 在每个阶段的实际使用情况。此外,我们还进行了专家访谈,以评估 SM 和 VSM 在相同分析阶段的实用性。值得注意的是,SLR 的结果与专家对 SM 的评估结果明显一致。研究结果表明,在 12 个阶段中,有 8 个阶段对 VSM 给予了好评。在一个阶段,专家对 SM 和 VSM 的评价相等,而在三个阶段,SM 被认为更有利。这种细致入微的评估强调了两种方法的优势和局限性。其影响延伸到科学和管理领域,为可持续土地管理的未来发展提供了宝贵的见解。总之,这项分析不仅揭示了 VSM 的潜在优势,还为指导未来的研究方法奠定了基础,以拓宽 SLR 不同阶段的能力。
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引用次数: 0
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Journal of Marketing Analytics
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