首页 > 最新文献

Marketing Intelligence & Planning最新文献

英文 中文
Exploring online advocacy mechanisms through self-presentation: a comparative analysis between e-commerce website customers 通过自我展示探索在线宣传机制:电子商务网站客户之间的比较分析
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-09-19 DOI: 10.1108/mip-10-2023-0524
Haroon Shaukat, Islam Elgammal, Mukaram Ali Khan, Kareem M. Selem

Purpose

Underpinning social identity theory (SIT) and service-dominant logic (SDL), the current paper seeks to explore the effect of self-presentation on online brand advocacy (OBA). Furthermore, this paper investigates the mediating role of hedonic value and the moderating role of customer interaction with e-commerce websites (i.e. Amazon, Walmart and eBay).

Design/methodology/approach

Data were collected from customers of three e-commerce platforms (i.e. Walmart, Amazon and eBay) using a structured questionnaire – multi-group analysis applied on SmartPLS 4.4.

Findings

Self-presentation has a positive role in increasing hedonic value and its impact on OBA. The moderating effect of customer interaction on these relationships is also investigated and found to be significant.

Social implications

Our findings underscore the significance of fostering inclusive online communities and favorable online settings. Existing findings are consistent with overarching objectives of digital empowerment and enhanced online interaction quality. This paper contributes to harmonious and collaborative digital societies by encouraging personalized experiences that foster a sense of belonging among diverse customers.

Originality/value

This paper adds to the existing body of knowledge by comparing customer behavior on three major e-commerce platforms, going beyond the traditional focus on a single platform. Drawing on SIT and SDL, this paper provides a distinct nomological framework for OBA that unifies disparate constructs, filling theoretical gaps in our understanding of online customer behavior.

目的 本文以社会认同理论(SIT)和服务主导逻辑(SDL)为基础,试图探讨自我展示对在线品牌宣传(OBA)的影响。此外,本文还研究了享乐价值的中介作用,以及客户与电子商务网站(即亚马逊、沃尔玛和 eBay)互动的调节作用。设计/方法/方法通过结构化问卷收集了三个电子商务平台(即沃尔玛、亚马逊和 eBay)的客户数据,并在 SmartPLS 4.4 上进行了多组分析。社会意义我们的研究结果强调了培养包容性网络社区和良好网络环境的重要性。现有研究结果符合数字赋权和提高在线互动质量的总体目标。本文通过鼓励个性化体验,培养不同客户的归属感,为和谐协作的数字社会做出了贡献。 独创性/价值本文通过比较三大电子商务平台上的客户行为,超越了传统上对单一平台的关注,为现有知识体系增添了新的内容。本文借鉴了 SIT 和 SDL,为 OBA 提供了一个独特的名义学框架,将不同的概念统一起来,填补了我们对在线客户行为理解的理论空白。
{"title":"Exploring online advocacy mechanisms through self-presentation: a comparative analysis between e-commerce website customers","authors":"Haroon Shaukat, Islam Elgammal, Mukaram Ali Khan, Kareem M. Selem","doi":"10.1108/mip-10-2023-0524","DOIUrl":"https://doi.org/10.1108/mip-10-2023-0524","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Underpinning social identity theory (SIT) and service-dominant logic (SDL), the current paper seeks to explore the effect of self-presentation on online brand advocacy (OBA). Furthermore, this paper investigates the mediating role of hedonic value and the moderating role of customer interaction with e-commerce websites (i.e. Amazon, Walmart and eBay).</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Data were collected from customers of three e-commerce platforms (i.e. Walmart, Amazon and eBay) using a structured questionnaire – multi-group analysis applied on SmartPLS 4.4.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Self-presentation has a positive role in increasing hedonic value and its impact on OBA. The moderating effect of customer interaction on these relationships is also investigated and found to be significant.</p><!--/ Abstract__block -->\u0000<h3>Social implications</h3>\u0000<p>Our findings underscore the significance of fostering inclusive online communities and favorable online settings. Existing findings are consistent with overarching objectives of digital empowerment and enhanced online interaction quality. This paper contributes to harmonious and collaborative digital societies by encouraging personalized experiences that foster a sense of belonging among diverse customers.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This paper adds to the existing body of knowledge by comparing customer behavior on three major e-commerce platforms, going beyond the traditional focus on a single platform. Drawing on SIT and SDL, this paper provides a distinct nomological framework for OBA that unifies disparate constructs, filling theoretical gaps in our understanding of online customer behavior.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"190 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-09-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142250258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Recycling firm-generated content on social media platforms: phenomenon and research propositions 在社交媒体平台上回收企业生成的内容:现象与研究命题
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-09-13 DOI: 10.1108/mip-02-2024-0136
Vivek Astvansh

Purpose

The manuscript aims to introduce the managerial practice of content recycling – that is, a firm's recycling of its posts on social media platforms. I define and distinguish the phenomenon from related ones and offer propositions for future research to test empirically.

Design/methodology/approach

Review of the practitioner literature, in-situ observations with content managers, and a survey of content managers and Facebook users.

Findings

Managers recycle their posts to recoup the costs of content. Under some conditions, recycled content may yield more benefits than costs.

Research limitations/implications

I define the phenomenon of content recycling and differentiate it from related terms. I offer propositions for future research.

Practical implications

I inform managers of the benefits and costs of recycling content and conditions under which benefits may override costs.

Originality/value

The research is novel and helps develop a common managerial practice.

目的本手稿旨在介绍内容循环利用的管理实践,即企业在社交媒体平台上循环利用其发布的内容。我对这一现象进行了定义,并将其与相关现象区分开来,同时提出了未来研究的命题,以便对其进行实证检验。研究结果管理者通过回收帖子来收回内容成本。在某些条件下,回收内容的收益可能大于成本。研究局限/意义我定义了内容回收现象,并将其与相关术语区分开来。我为今后的研究提出了一些建议。实践意义我向管理者介绍了回收内容的收益和成本,以及在哪些条件下收益可能超过成本。
{"title":"Recycling firm-generated content on social media platforms: phenomenon and research propositions","authors":"Vivek Astvansh","doi":"10.1108/mip-02-2024-0136","DOIUrl":"https://doi.org/10.1108/mip-02-2024-0136","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>The manuscript aims to introduce the managerial practice of content recycling – that is, a firm's recycling of its posts on social media platforms. I define and distinguish the phenomenon from related ones and offer propositions for future research to test empirically.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Review of the practitioner literature, in-situ observations with content managers, and a survey of content managers and Facebook users.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>Managers recycle their posts to recoup the costs of content. Under some conditions, recycled content may yield more benefits than costs.</p><!--/ Abstract__block -->\u0000<h3>Research limitations/implications</h3>\u0000<p>I define the phenomenon of content recycling and differentiate it from related terms. I offer propositions for future research.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>I inform managers of the benefits and costs of recycling content and conditions under which benefits may override costs.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The research is novel and helps develop a common managerial practice.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"39 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142250259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Unlocking the omnichannel shopping myth: can service convenience, shopping value and channel congruence strengthen perceived trust and satisfaction? 揭开全渠道购物神话:服务便利性、购物价值和渠道一致性能否增强感知信任度和满意度?
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-09-13 DOI: 10.1108/mip-11-2023-0608
Chia-Lin Hsu, Li-Chen Yu, Wei-Feng Tung, Kwen-Wan Chen

Purpose

This study broadens the understanding of how omnichannel service convenience, shopping value and channel congruence affect customer perceived trust and satisfaction and, in turn, affect selection intention after an omnichannel shopping experience.

Design/methodology/approach

Target participants were recruited based on previous purchases from the Japanese clothing brand Uniqlo. A questionnaire was distributed via social media. In total, 341 valid responses were collected for structural equation modelling (SEM).

Findings

The results revealed that in omnichannel shopping context, perceived trust and satisfaction are positively affected by service convenience and shopping value and are especially affected by channel congruence. Further analysis showed that perceived trust and satisfaction have a positive effect on omnichannel selection intention, with satisfaction playing a mediating role in the relationships of omnichannel service convenience, shopping value and channel congruence with omnichannel selection intention.

Originality/value

This study contributes to the literature on omnichannel customer behaviour by shedding light on the antecedents of intention to select omnichannel retailers from the customer’s perspective.

目的 本研究拓宽了对全渠道服务便利性、购物价值和渠道一致性如何影响顾客感知信任和满意度,进而影响全渠道购物体验后的选择意向的理解。调查问卷通过社交媒体发放。结果结果显示,在全渠道购物中,感知信任和满意度受服务便利性和购物价值的积极影响,尤其受渠道一致性的影响。进一步分析表明,感知信任和满意度对全渠道选择意向有积极影响,而满意度在全渠道服务便利性、购物价值和渠道一致性与全渠道选择意向的关系中起中介作用。
{"title":"Unlocking the omnichannel shopping myth: can service convenience, shopping value and channel congruence strengthen perceived trust and satisfaction?","authors":"Chia-Lin Hsu, Li-Chen Yu, Wei-Feng Tung, Kwen-Wan Chen","doi":"10.1108/mip-11-2023-0608","DOIUrl":"https://doi.org/10.1108/mip-11-2023-0608","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study broadens the understanding of how omnichannel service convenience, shopping value and channel congruence affect customer perceived trust and satisfaction and, in turn, affect selection intention after an omnichannel shopping experience.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Target participants were recruited based on previous purchases from the Japanese clothing brand Uniqlo. A questionnaire was distributed via social media. In total, 341 valid responses were collected for structural equation modelling (SEM).</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The results revealed that in omnichannel shopping context, perceived trust and satisfaction are positively affected by service convenience and shopping value and are especially affected by channel congruence. Further analysis showed that perceived trust and satisfaction have a positive effect on omnichannel selection intention, with satisfaction playing a mediating role in the relationships of omnichannel service convenience, shopping value and channel congruence with omnichannel selection intention.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This study contributes to the literature on omnichannel customer behaviour by shedding light on the antecedents of intention to select omnichannel retailers from the customer’s perspective.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"65 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-09-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142250260","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
The effect of startup marketing agility on new product creativity and new product performance: the moderating effect of technological turbulence 初创企业营销敏捷性对新产品创造力和新产品绩效的影响:技术动荡的调节作用
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-09-09 DOI: 10.1108/mip-10-2023-0528
Woo-Suk Jun, Ho-Taek Yi, Fortune Edem Amenuvor

Purpose

This study aims to examine the effect of marketing agility of startup companies on their new product creativity and new product performance while examining the moderating role of technological turbulence.

Design/methodology/approach

Data were collected from 319 South Korean startups and empirically analyzed using structural equations modeling technique.

Findings

First, marketing agility is a potent catalyst that positively influences the novelty and meaningfulness of new products, thereby enhancing new product creativity. Second, marketing agility contributes significantly to new product performance across multiple dimensions, including market, financial, and customer performances. Third, this study underscores the pivotal role of new product creativity, with both novelty and meaningfulness proving to be key drivers of improved new product performance. Technological turbulence is revealed as a moderating force, amplifying the positive relationship between new product novelty and performance. However, while it substantiates some moderating effects, the study does not find significant support for the role of technological turbulence in moderating the relationships among new product meaningfulness, marketing agility, and new product performance.

Originality/value

To the best of our knowledge, this study is the first to analyze the effect of startups’ marketing agility on new product creativity and performance considering the moderating effect of technological turbulence, especially in the South Korean context. This study offers practical insights emphasizing the indispensability of marketing agility for startups operating in rapidly evolving markets. Additionally, it advocates a strategic emphasis on novelty in high-tech turbulence scenarios to bolster new product performance.

本研究旨在探讨初创企业的营销敏捷性对其新产品创造力和新产品绩效的影响,同时研究技术动荡的调节作用。研究从 319 家韩国初创企业中收集数据,并使用结构方程建模技术进行实证分析。研究结果首先,营销敏捷性是一种有效的催化剂,它能积极影响新产品的新颖性和意义,从而提高新产品创造力。其次,营销敏捷性对新产品在市场、财务和客户绩效等多个维度上的表现都有显著的促进作用。第三,本研究强调了新产品创造力的关键作用,新颖性和有意义性被证明是提高新产品绩效的主要驱动力。研究显示,技术动荡是一种调节力量,放大了新产品新颖性与绩效之间的正相关关系。原创性/价值 据我们所知,本研究首次分析了初创企业的营销灵活性对新产品创造力和绩效的影响,并考虑到了技术动荡的调节作用,尤其是在韩国的背景下。本研究提供了实用的见解,强调了在快速发展的市场中运营的初创企业不可或缺的营销灵活性。此外,它还提倡在高科技动荡的情况下从战略上强调新颖性,以提高新产品的性能。
{"title":"The effect of startup marketing agility on new product creativity and new product performance: the moderating effect of technological turbulence","authors":"Woo-Suk Jun, Ho-Taek Yi, Fortune Edem Amenuvor","doi":"10.1108/mip-10-2023-0528","DOIUrl":"https://doi.org/10.1108/mip-10-2023-0528","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This study aims to examine the effect of marketing agility of startup companies on their new product creativity and new product performance while examining the moderating role of technological turbulence.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Data were collected from 319 South Korean startups and empirically analyzed using structural equations modeling technique.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>First, marketing agility is a potent catalyst that positively influences the novelty and meaningfulness of new products, thereby enhancing new product creativity. Second, marketing agility contributes significantly to new product performance across multiple dimensions, including market, financial, and customer performances. Third, this study underscores the pivotal role of new product creativity, with both novelty and meaningfulness proving to be key drivers of improved new product performance. Technological turbulence is revealed as a moderating force, amplifying the positive relationship between new product novelty and performance. However, while it substantiates some moderating effects, the study does not find significant support for the role of technological turbulence in moderating the relationships among new product meaningfulness, marketing agility, and new product performance.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>To the best of our knowledge, this study is the first to analyze the effect of startups’ marketing agility on new product creativity and performance considering the moderating effect of technological turbulence, especially in the South Korean context. This study offers practical insights emphasizing the indispensability of marketing agility for startups operating in rapidly evolving markets. Additionally, it advocates a strategic emphasis on novelty in high-tech turbulence scenarios to bolster new product performance.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"10 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183588","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Over-the-top (OTT) platforms: a review, synthesis and research directions OTT(Over-the-Top)平台:回顾、综述与研究方向
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-08-29 DOI: 10.1108/mip-03-2023-0122
Prateek Khanna, Reetika Sehgal, Ashish Gupta, Ashish Mohan Dubey, Rajeev Srivastava

Purpose

In this era of technological advancement, the capabilities of devices and telecommunications have changed the pattern of media consumption among consumers. This study examined the research landscape and advancements in OTT services.

Design/methodology/approach

This study adopted a hybrid review consisting of bibliometric and thematic analyses to present advancements in the OTT platforms. A hybrid review integrates both systematic and narrative approaches by emphasizing a literature search strategy and the study selection process.

Findings

This study focuses on previous literature to understand recent developments in the domain. The authors derive six major OTT themes: OTT infrastructure and technology advancement, OTT consumption behaviour, shifting trends towards OTT platforms, viewers’ engagement in digital media, OTT in the global market, OTT policies and regulatory mechanisms.

Practical implications

The findings of this study will be useful for marketers/stakeholders associated with the entertainment and media industries, such as sales promotion teams, media planners/advertisers, content management companies and policy regulators, to penetrate OTT viewers.

Originality/value

The literature related to OTT is progressively rising, but it remains highly fragmented because of inconsistencies in the methodologies and theories used in the domain of OTT. This study offers directions in terms of theory, methodology and future research on OTT services.

目的 在这个技术进步的时代,设备和电信的功能改变了消费者的媒体消费模式。本研究考察了 OTT 服务的研究情况和进展。本研究采用了混合综述法,包括文献计量分析和专题分析,以介绍 OTT 平台的进展情况。混合综述通过强调文献检索策略和研究选择过程,将系统方法和叙述方法融为一体。作者得出了六大 OTT 主题:OTT 基础设施和技术进步、OTT 消费行为、OTT 平台的变化趋势、观众对数字媒体的参与、全球市场中的 OTT、OTT 政策和监管机制。实践意义本研究的发现将有助于娱乐和媒体行业的营销人员/利益相关者,如销售推广团队、媒体策划人员/广告商、内容管理公司和政策监管者,向 OTT 观众渗透。原创性/价值与 OTT 相关的文献正在逐步增加,但由于 OTT 领域所使用的方法和理论不一致,因此仍然非常零散。本研究为 OTT 服务的理论、方法和未来研究提供了方向。
{"title":"Over-the-top (OTT) platforms: a review, synthesis and research directions","authors":"Prateek Khanna, Reetika Sehgal, Ashish Gupta, Ashish Mohan Dubey, Rajeev Srivastava","doi":"10.1108/mip-03-2023-0122","DOIUrl":"https://doi.org/10.1108/mip-03-2023-0122","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>In this era of technological advancement, the capabilities of devices and telecommunications have changed the pattern of media consumption among consumers. This study examined the research landscape and advancements in OTT services.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>This study adopted a hybrid review consisting of bibliometric and thematic analyses to present advancements in the OTT platforms. A hybrid review integrates both systematic and narrative approaches by emphasizing a literature search strategy and the study selection process.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>This study focuses on previous literature to understand recent developments in the domain. The authors derive six major OTT themes: OTT infrastructure and technology advancement, OTT consumption behaviour, shifting trends towards OTT platforms, viewers’ engagement in digital media, OTT in the global market, OTT policies and regulatory mechanisms.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>The findings of this study will be useful for marketers/stakeholders associated with the entertainment and media industries, such as sales promotion teams, media planners/advertisers, content management companies and policy regulators, to penetrate OTT viewers.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>The literature related to OTT is progressively rising, but it remains highly fragmented because of inconsistencies in the methodologies and theories used in the domain of OTT. This study offers directions in terms of theory, methodology and future research on OTT services.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"65 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183590","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Unveiling the melodic matrix: exploring genre-and-audio dynamics in the digital music popularity using machine learning techniques 揭开旋律矩阵的面纱:利用机器学习技术探索数字音乐流行的流派和音频动态
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-08-26 DOI: 10.1108/mip-04-2024-0209
Jurui Zhang, Shan Yu, Raymond Liu, Guang-Xin Xie, Leon Zurawicki

Purpose

This paper aims to explore factors contributing to music popularity using machine learning approaches.

Design/methodology/approach

A dataset comprising 204,853 songs from Spotify was used for analysis. The popularity of a song was predicted using predictive machine learning models, with the results showing the superiority of the random forest model across key performance metrics.

Findings

The analysis identifies crucial genre and audio features influencing music popularity. Additionally, genre specific analysis reveals that the impact of music features on music popularity varies across different genres.

Practical implications

The findings offer valuable insights for music artists, digital marketers and music platform researchers to understand and focus on the most impactful music features that drive the success of digital music, to devise more targeted marketing strategies and tactics based on popularity predictions, and more effectively capitalize on popular songs in this digital streaming age.

Originality/value

While previous research has explored different factors that may contribute to the popularity of music, this study makes a pioneering effort as the first to consider the intricate interplay between genre and audio features in predicting digital music popularity.

目的本文旨在利用机器学习方法探索音乐流行的因素。设计/方法/途径分析使用了由 Spotify 中 204,853 首歌曲组成的数据集。使用预测性机器学习模型预测歌曲的受欢迎程度,结果显示随机森林模型在关键性能指标上更胜一筹。研究结果分析确定了影响音乐受欢迎程度的关键流派和音频特征。实践意义研究结果为音乐艺术家、数字营销人员和音乐平台研究人员提供了宝贵的见解,有助于他们了解和关注推动数字音乐成功的最具影响力的音乐特征,根据流行度预测制定更有针对性的营销战略和策略,并在数字流媒体时代更有效地利用流行歌曲。原创性/价值虽然以往的研究探讨了可能导致音乐流行的不同因素,但本研究首次考虑了流派和音频特征之间在预测数字音乐流行度方面错综复杂的相互作用,是一项开创性的研究。
{"title":"Unveiling the melodic matrix: exploring genre-and-audio dynamics in the digital music popularity using machine learning techniques","authors":"Jurui Zhang, Shan Yu, Raymond Liu, Guang-Xin Xie, Leon Zurawicki","doi":"10.1108/mip-04-2024-0209","DOIUrl":"https://doi.org/10.1108/mip-04-2024-0209","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This paper aims to explore factors contributing to music popularity using machine learning approaches.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>A dataset comprising 204,853 songs from Spotify was used for analysis. The popularity of a song was predicted using predictive machine learning models, with the results showing the superiority of the random forest model across key performance metrics.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The analysis identifies crucial genre and audio features influencing music popularity. Additionally, genre specific analysis reveals that the impact of music features on music popularity varies across different genres.</p><!--/ Abstract__block -->\u0000<h3>Practical implications</h3>\u0000<p>The findings offer valuable insights for music artists, digital marketers and music platform researchers to understand and focus on the most impactful music features that drive the success of digital music, to devise more targeted marketing strategies and tactics based on popularity predictions, and more effectively capitalize on popular songs in this digital streaming age.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>While previous research has explored different factors that may contribute to the popularity of music, this study makes a pioneering effort as the first to consider the intricate interplay between genre and audio features in predicting digital music popularity.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"16 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183589","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Can virtual streamers replace human streamers? The interactive effect of streamer type and product type on purchase intention 虚拟流媒体能否取代人工流媒体?流媒体类型和产品类型对购买意向的交互影响
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-08-20 DOI: 10.1108/mip-11-2023-0623
Rui Yan, Zhen Tang, Dewen Liu

Purpose

Digitally driven virtual streamers are increasingly utilized in live-streaming commerce, possessing distinct advantages compared to human streamers. However, the applicable scenarios of virtual streamers are still unclear. Focusing on product attribute variances, this paper compares the livestreaming effects of virtual and human streamers to clarify the applicable scenarios for each and assist companies in strategically choosing suitable streamers.

Design/methodology/approach

We conducted four experiments utilizing both images and video as stimulus materials, and each experiment employed different products. To test the proposed model, a total of 1,068 valid participants were recruited, encompassing a diverse group of individuals, including undergraduates and employed workers.

Findings

The results indicate no significant difference between virtual and human streamers in increasing consumers’ purchase intention for utilitarian products. In contrast, human streamers are more effective in enhancing consumer purchase intention for hedonic products, with a mediating role of mental imagery quality. Consumers’ implicit personality variances also influence their willingness to accept virtual streamers.

Originality/value

This paper is the first to compare the effects of virtual and human streamers in promoting different products to enhance our comprehension of virtual streamers. Given the potential risks associated with human streamers, a comprehensive understanding of the role of virtual streamers is imperative for brands when deploying live-streaming commerce activities.

目的数字驱动的虚拟流媒体在直播商业中的应用日益广泛,与人类流媒体相比具有明显的优势。然而,虚拟流媒体的适用场景仍不明确。本文以产品属性差异为重点,比较了虚拟流媒体和人工流媒体的直播效果,以明确各自的适用场景,帮助企业战略性地选择合适的流媒体。为了测试所提出的模型,我们共招募了 1,068 名有效参与者,其中包括本科生和在职工人等不同群体。研究结果结果表明,在提高消费者对功利性产品的购买意向方面,虚拟和真人流媒体没有显著差异。相比之下,人类流媒体在提高消费者对享乐型产品的购买意向方面更为有效,而心理意象质量则起到了中介作用。消费者的内隐个性差异也会影响他们接受虚拟流媒体的意愿。原创性/价值本文首次比较了虚拟流媒体和真人流媒体在促销不同产品时的效果,以加深我们对虚拟流媒体的理解。鉴于人类直播者的潜在风险,全面了解虚拟直播者的作用对品牌开展直播商业活动至关重要。
{"title":"Can virtual streamers replace human streamers? The interactive effect of streamer type and product type on purchase intention","authors":"Rui Yan, Zhen Tang, Dewen Liu","doi":"10.1108/mip-11-2023-0623","DOIUrl":"https://doi.org/10.1108/mip-11-2023-0623","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>Digitally driven virtual streamers are increasingly utilized in live-streaming commerce, possessing distinct advantages compared to human streamers. However, the applicable scenarios of virtual streamers are still unclear. Focusing on product attribute variances, this paper compares the livestreaming effects of virtual and human streamers to clarify the applicable scenarios for each and assist companies in strategically choosing suitable streamers.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>We conducted four experiments utilizing both images and video as stimulus materials, and each experiment employed different products. To test the proposed model, a total of 1,068 valid participants were recruited, encompassing a diverse group of individuals, including undergraduates and employed workers.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The results indicate no significant difference between virtual and human streamers in increasing consumers’ purchase intention for utilitarian products. In contrast, human streamers are more effective in enhancing consumer purchase intention for hedonic products, with a mediating role of mental imagery quality. Consumers’ implicit personality variances also influence their willingness to accept virtual streamers.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>This paper is the first to compare the effects of virtual and human streamers in promoting different products to enhance our comprehension of virtual streamers. Given the potential risks associated with human streamers, a comprehensive understanding of the role of virtual streamers is imperative for brands when deploying live-streaming commerce activities.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"24 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142183591","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Predicting households’ attitudes and product adoption intentions 预测家庭的态度和产品采用意向
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-08-06 DOI: 10.1108/mip-09-2023-0470
Pankaj Kumar, Pardeep Ahlawat, Mahender Yadav, Parveen Kumar, Vaibhav Aggarwal

Purpose

The present study aims to examine the households’ attitudes and intentions to adopt an indoor air purifier against the smog crisis in India by using a comprehensive theoretical framework based on the combination of the Protective Action Decision Model (PADM) and the Theory of Planned Behavior (TPB). The United Nations Sustainable Development Goals (SDGs) 2030 also emphasized ensuring a healthy and safe life, especially by achieving SDG-3, SDG-11 and SDG-13.

Design/methodology/approach

Using purposive sampling, the data were collected through a survey questionnaire distributed to 382 households, and study hypotheses were assessed by using partial least squares structural equation modeling employing SmartPLS.

Findings

The results revealed that mental health risk perception (MHRP) was the most influential determinant of households’ attitudes toward adopting air purifiers, followed by smog knowledge, physical health risk perception (PHRP), information seeking and product knowledge. Notably, results revealed that households’ attitude is a leading determinant of their adoption intention toward the air purifier compared to subjective norms (SN) and perceived behavioral control (PBC).

Originality/value

To the best of the authors’ knowledge, the present study is the first to provide new insights into an individual’s protective behavior response toward ecological hazards by examining the households’ adoption intention toward the air purifier against the smog crisis using PADM and TPB model inclusively. In addition, the present study analyzes the impact of both PHRP and MHRP on individuals’ protective behavior separately. Also, this study provides theoretical contributions and important practical implications for the government, manufacturers and air purifier sellers.

目的本研究旨在利用基于保护性行动决策模型(PADM)和计划行为理论(TPB)相结合的综合理论框架,考察印度家庭采用室内空气净化器应对雾霾危机的态度和意向。联合国 2030 年可持续发展目标(SDGs)也强调确保健康和安全的生活,特别是通过实现 SDG-3、SDG-11 和 SDG-13。设计/方法/途径采用目的性抽样,通过向 382 个家庭发放调查问卷收集数据,并利用 SmartPLS 的偏最小二乘结构方程模型对研究假设进行评估。结果研究结果表明,心理健康风险认知(MHRP)是对家庭采用空气净化器的态度影响最大的决定因素,其次是雾霾知识、身体健康风险认知(PHRP)、信息寻求和产品知识。值得注意的是,研究结果表明,与主观规范(SN)和感知行为控制(PBC)相比,家庭的态度是其采用空气净化器意向的主要决定因素。 原创性/价值 据作者所知,本研究首次使用 PADM 和 TPB 模型对家庭采用空气净化器应对雾霾危机的意向进行了研究,为个体对生态危害的保护行为反应提供了新的见解。此外,本研究还分别分析了 PHRP 和 MHRP 对个人保护行为的影响。本研究还为政府、制造商和空气净化器销售商提供了理论贡献和重要的实践意义。
{"title":"Predicting households’ attitudes and product adoption intentions","authors":"Pankaj Kumar, Pardeep Ahlawat, Mahender Yadav, Parveen Kumar, Vaibhav Aggarwal","doi":"10.1108/mip-09-2023-0470","DOIUrl":"https://doi.org/10.1108/mip-09-2023-0470","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>The present study aims to examine the households’ attitudes and intentions to adopt an indoor air purifier against the smog crisis in India by using a comprehensive theoretical framework based on the combination of the Protective Action Decision Model (PADM) and the Theory of Planned Behavior (TPB). The United Nations Sustainable Development Goals (SDGs) 2030 also emphasized ensuring a healthy and safe life, especially by achieving SDG-3, SDG-11 and SDG-13.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Using purposive sampling, the data were collected through a survey questionnaire distributed to 382 households, and study hypotheses were assessed by using partial least squares structural equation modeling employing SmartPLS.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>The results revealed that mental health risk perception (MHRP) was the most influential determinant of households’ attitudes toward adopting air purifiers, followed by smog knowledge, physical health risk perception (PHRP), information seeking and product knowledge. Notably, results revealed that households’ attitude is a leading determinant of their adoption intention toward the air purifier compared to subjective norms (SN) and perceived behavioral control (PBC).</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>To the best of the authors’ knowledge, the present study is the first to provide new insights into an individual’s protective behavior response toward ecological hazards by examining the households’ adoption intention toward the air purifier against the smog crisis using PADM and TPB model inclusively. In addition, the present study analyzes the impact of both PHRP and MHRP on individuals’ protective behavior separately. Also, this study provides theoretical contributions and important practical implications for the government, manufacturers and air purifier sellers.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"54 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141939442","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Do CEO overconfidence and demographic characteristics moderate the effect of R&D investment on firm performance? 首席执行官的过度自信和人口特征是否会缓和研发投资对公司业绩的影响?
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-08-06 DOI: 10.1108/mip-05-2023-0242
Feiyang Guan, Tienan Wang

Purpose

This paper aims to examine the influence of overconfident or conservative CEOs on the performance feedback of R&D investment, as well as the combined impact of CEO overconfidence and demographic characteristics on the relationship between performance feedback of R&D investments.

Design/methodology/approach

Grounded in the upper echelon theory, listed companies in China are selected as samples, and the Heckman two-stage model is used to examine all the models.

Findings

This paper reveals that overconfident CEOs tend to make suboptimal investment decisions. These decisions are influenced by cognitive biases that have a negative impact on the performance of R&D investments. However, the negatively moderating effects of CEO overconfidence can be mitigated if they have overseas experience or academic background, or they are younger.

Originality/value

These mechanisms highlight the various ways in which CEO psychological factors and demographic characteristics can complement each other.

本文旨在研究CEO过度自信或保守对研发投资绩效反馈的影响,以及CEO过度自信和人口特征对研发投资绩效反馈关系的综合影响。本文以上层理论为基础,选取中国上市公司为样本,采用Heckman两阶段模型对所有模型进行检验。这些决策受到认知偏差的影响,而认知偏差会对研发投资的绩效产生负面影响。但是,如果首席执行官具有海外经验或学术背景,或者他们比较年轻,则可以减轻首席执行官过度自信的负面调节作用。
{"title":"Do CEO overconfidence and demographic characteristics moderate the effect of R&D investment on firm performance?","authors":"Feiyang Guan, Tienan Wang","doi":"10.1108/mip-05-2023-0242","DOIUrl":"https://doi.org/10.1108/mip-05-2023-0242","url":null,"abstract":"<h3>Purpose</h3>\u0000<p>This paper aims to examine the influence of overconfident or conservative CEOs on the performance feedback of R&amp;D investment, as well as the combined impact of CEO overconfidence and demographic characteristics on the relationship between performance feedback of R&amp;D investments.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p>Grounded in the upper echelon theory, listed companies in China are selected as samples, and the Heckman two-stage model is used to examine all the models.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p>This paper reveals that overconfident CEOs tend to make suboptimal investment decisions. These decisions are influenced by cognitive biases that have a negative impact on the performance of R&amp;D investments. However, the negatively moderating effects of CEO overconfidence can be mitigated if they have overseas experience or academic background, or they are younger.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p>These mechanisms highlight the various ways in which CEO psychological factors and demographic characteristics can complement each other.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"24 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-08-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141939563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
All about Social Coupons! Evolution, Review and Research Directions 关于社会优惠券的一切!演变、回顾和研究方向
IF 4.4 3区 管理学 Q2 BUSINESS Pub Date : 2024-07-31 DOI: 10.1108/mip-07-2023-0369
Pappu Kalyan Ram, Neeraj Pandey, Justin Paul

Purpose

A novel phenomenon in product and service promotions, social coupons facilitate group buying at lower prices, bringing key benefits to customers, merchants and coupon aggregators. This study maps the evolution and innovations in social couponing, identifies knowledge gaps in the domain and sets the future research agenda.

Design/methodology/approach

Through a detailed systematic literature review and bibliometric analysis, this study maps the evolution of social coupons over time. The analysis examines social coupon research by studying research outputs by authors, institutes, countries and research themes. It also explores how the social couponing phenomenon has benefited the three key stakeholders: customers, merchants and coupon aggregators.

Findings

An innovation in couponing, social coupons are discount coupons that feature group buying, pre-purchase and daily deals. Based on the extensive review of extant literature, the study proposes a conceptual model for the social couponing process. The study also provides inputs for future research on social coupons and delineates their academic and managerial implications.

Originality/value

This study makes a pioneering endeavor to comprehensively map the knowledge structure of social coupons from multiple dimensions.

目的 社交优惠券是产品和服务促销活动中的一种新现象,它有助于以较低的价格进行团购,为顾客、商家和优惠券聚合商带来了主要利益。本研究描绘了社交优惠券的演变和创新,确定了该领域的知识差距,并制定了未来的研究议程。 设计/方法/途径 通过详细的系统文献综述和文献计量分析,本研究描绘了社交优惠券随时间推移的演变过程。该分析通过研究作者、机构、国家和研究主题的研究成果来考察社交优惠券研究。研究结果 社交优惠券是优惠券领域的一项创新,是以团购、预购和每日优惠为特点的折扣券。在广泛查阅现有文献的基础上,本研究提出了社交优惠券流程的概念模型。该研究还为今后有关社交优惠券的研究提供了参考,并界定了其学术和管理意义。
{"title":"All about Social Coupons! Evolution, Review and Research Directions","authors":"Pappu Kalyan Ram, Neeraj Pandey, Justin Paul","doi":"10.1108/mip-07-2023-0369","DOIUrl":"https://doi.org/10.1108/mip-07-2023-0369","url":null,"abstract":"<h3>Purpose</h3>\u0000<p> A novel phenomenon in product and service promotions, social coupons facilitate group buying at lower prices, bringing key benefits to customers, merchants and coupon aggregators. This study maps the evolution and innovations in social couponing, identifies knowledge gaps in the domain and sets the future research agenda.</p><!--/ Abstract__block -->\u0000<h3>Design/methodology/approach</h3>\u0000<p> Through a detailed systematic literature review and bibliometric analysis, this study maps the evolution of social coupons over time. The analysis examines social coupon research by studying research outputs by authors, institutes, countries and research themes. It also explores how the social couponing phenomenon has benefited the three key stakeholders: customers, merchants and coupon aggregators.</p><!--/ Abstract__block -->\u0000<h3>Findings</h3>\u0000<p> An innovation in couponing, social coupons are discount coupons that feature group buying, pre-purchase and daily deals. Based on the extensive review of extant literature, the study proposes a conceptual model for the social couponing process. The study also provides inputs for future research on social coupons and delineates their academic and managerial implications.</p><!--/ Abstract__block -->\u0000<h3>Originality/value</h3>\u0000<p> This study makes a pioneering endeavor to comprehensively map the knowledge structure of social coupons from multiple dimensions.</p><!--/ Abstract__block -->","PeriodicalId":48048,"journal":{"name":"Marketing Intelligence & Planning","volume":"36 1","pages":""},"PeriodicalIF":4.4,"publicationDate":"2024-07-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141863787","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
期刊
Marketing Intelligence & Planning
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1