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For the case of many content features, This paper aims to investigate which content features in video and text ads more contribute to accurately predicting the success of crowdfunding by comparing prediction models.

With 1,368 features extracted from 15,195 Kickstarter campaigns in the USA, the authors compare base models such as logistic regression (LR) with tree-based homogeneous ensembles such as eXtreme gradient boosting (XGBoost) and heterogeneous ensembles such as XGBoost + LR.

XGBoost shows higher prediction accuracy than LR (82% vs 69%), in contrast to the findings of a previous relevant study. Regarding important content features, humans (e.g. founders) are more important than visual objects (e.g. products). In both spoken and written language, words related to experience (e.g. eat) or perception (e.g. hear) are more important than cognitive (e.g. causation) words. In addition, a focus on the future is more important than a present or past time orientation. Speech aids (see and compare) to complement visual content are also effective and positive tone matters in speech.

This research makes theoretical contributions by finding more important visuals (human) and language features (experience, perception and future time). Also, in a multimodal context, complementary cues (e.g. speech aids) across different modalities help. Furthermore, the noncontent parts of speech such as positive “tone” or pace of speech are important.

Founders are encouraged to assess and revise the content of their video or text ads as well as their basic campaign features (e.g. goal, duration and reward) before they launch their campaigns. Next, overly complex ensembles may suffer from overfitting problems. In practice, model validation using unseen data is recommended.

Rather than reducing the number of content feature dimensions (Kaminski and Hopp, 2020), by enabling advanced prediction models to accommodate many contents features, prediction accuracy rises substantially.

The primary purpose of the current study was to examine how the presence of two digital ad features – an ad skip option and an ad time display, representing behavioral and cognitive control, respectively – might influence viewer response to in-stream video ads in terms of perceived control, reactance and advertising outcomes.

A 2 (Ad skip option: presence vs. absence) × 2 (Ad time display: presence vs absence) between-subjects experiment was conducted online with 217 participants recruited via Qualtrics.

The results of the online experiment show that the presence of the ad skip option and ad time display related to a higher level of perceived control, predicting lower ad intrusiveness and ad irritation and more favorable attitude toward the ad.

The findings confirm that an ad skip option and an ad time display could minimize negative responses to in-stream video ads by increasing perceived control and reducing viewer reactance.

The findings provide empirical evidence that multiple dimensions of control features (i.e. behavioral and cognitive) can increase perceived control and strengthen its impact on advertising outcomes.

The purpose of this paper is to investigate the benefits of Ad-Video and Product-Video congruity for embedded online video advertising. A conceptual model is constructed to test how congruity between online advertisements, advertised products and online videos impact consumer post-viewing attitudes via processing fluency.

An online experiment with eight versions of mock video sections (with embedded online video advertisements) was conducted. The study is a 2 (type of appeal: informational vs emotional) × 2 (Ad-Video congruity: congruent vs incongruent) × 2 (Product-Video congruity: congruent vs incongruent) full-factorial between-subject design. A total of 252 valid responses were collected for data analysis.

Results show that congruity is related to the improvement of processing fluency only for informational ads/videos. The positive effect of Ad-Video congruity on processing fluency is only significant for informational appeals but not emotional appeal. Similarly, the positive effects of Product-Video congruity on processing fluency are only significant for informational appeals but not emotional appeal. Involvement has been found to be positively related to processing fluency too. Processing fluency has a positive impact on the attitudes toward the ads, advertised products and videos.

The finding that congruity is related to the improvement of processing fluency only for informational ads/videos extends the existing literature by identifying the type of appeal as a boundary condition.

Both brand managers and online video platform owners should monitor and operationalize the content and appeal congruity, especially for informational ads on a large scale to improve consumers’ responses.

To the best of the authors’ knowledge, this is the first paper to examine the effects of Ad-Video and Product-Video congruity of embedded advertisements on video sharing platforms. The findings of this study add to the literature on congruity and processing fluency.

The main goal of viral marketing is to affect brands positively. But most studies concern the causes of an ad going viral, not its impact on brands. In this sense, this study aims to demonstrate and compare video ads' value drivers on brands and sharing, determining which antecedents maximize results on each, enabling the best ad performance for advertisers.

A survey was conducted with 368 respondents who watched viral video ads from five global companies on YouTube. The proposed model was tested using structural equation modeling in SmartPLS4.

The results of this study demonstrated that product category involvement is essential for viral advertising. Furthermore, the entertainment value is the most relevant antecedent of sharing, but it does not affect brand equity; it is the social value responsible for brand equity.

Marketing managers should create ads that simultaneously generate entertainment and social values, maximizing sharing and branding effects. However, if only one of the two effects (brand/share) is achieved, then the advertiser will fail to obtain maximum performance.

The mainstream of viral marketing research is focused on antecedents of sharing. However, sharing is not enough to provide brand effects and return on investment of advertisement. This study reveals that different consumers’ values drive sharing and brand equity, suggesting that firms should consider a dual value generation strategy regarding the performance of viral video ads. On the other hand, this research conciliates the extant literature about the phenomena with the importance of product category involvement.

El objetivo principal del marketing viral es influir positivamente en las marcas. Pero la mayoría de las investigaciones se refieren a las causas de que un anuncio se vuelva viral, no a su impacto en las marcas. En este sentido, esta investigación tiene como objetivo demostrar y comparar los impulsores de valor de los anuncios de video en las marcas y su viralización, determinando qué antecedentes maximizan los resultados en cada uno, permitiendo el mejor rendimiento publicitario para los anunciantes.

Se realizó una encuesta con 368 participantes que vieron anuncios de video virales de cinco empresas globales en YouTube. El modelo estructural se analizó mediante ecuaciones estructurales basada en mínimos cuadrados utilizando SmartPLS4.

Los resultados demostraron que la participación en la categoría de productos es esencial para la publicidad viral. Además, el valor de entretenimiento es el antecedente más relevante de compartir, pero no afecta el valor de la marca; es el valor social responsable del valor de la marca.

Los gerentes de marketing deben crear anuncios que generen simultáneamente entretenimiento y valores sociales, maximizando los efectos de uso compartido y de marca. Sin embargo, si solo se consigue uno de los dos efectos (marca/participación), el anunciante no conseguirá obtener el máximo rendimiento.

La corriente principal de la investigación de marketing viral se centra en los antecedentes de compartir. Sin embargo, compartir no es suficiente para proporcionar efectos de marca y ROI de publicidad. Este estudio revela que los diferentes valores de los consumidores impulsan el intercambio y el valor de la marca, lo que sugiere que las empresas deberían considerar una estrategia de generación de valor dual con respecto al rendimiento de los anuncios de video virales. Por otro lado, esta investigación concilia la literatura existente sobre los fenómenos con la importancia de la participación de la categoría de productos.

病毒式营销的主要目标是对品牌产生积极的影响。但大多数研究关注的是广告走红的原因, 而不是它对品牌的影响。在这个意义上, 本研究旨在证明和比较视频广告对品牌和分享的价值驱动因素, 确定哪些前因能使每一个因素的结果最大化, 为广告商带来最佳的广告效果。

对368名受访者进行了调查, 他们在YouTube上观看了五家全球公司的病毒视频广告。在SmartPLS4中使用结构方程模型 对提议的模型进行了测试。

结果表明, 产品类别的参与对于病毒式广告来说是至关重要的。此外, 娱乐价值是分享的最相关前因, 但它并不影响品牌资产; 对品牌资产负责的是社会价值。

营销经理应该创造同时产生娱乐和社会价值的广告, 使分享和品牌效应最大化。然而, 如果只实现两种效果（品牌/分享）中的一种, 广告商将无法获得最大的绩效。

病毒式营销研究的主流是关注分享的前因后果。然而, 分享并不足以提供品牌效应和广告的投资回报率。本研究揭示了不同消费者的价值观对分享和品牌资产的推动作用, 表明企业应该考虑关于病毒视频广告表现的双重价值产生策略。另一方面, 本研究将现有的文献与产品类别参与的重要性结合在一起。

By integrating the evidence of various audience theories, a comparison is made of viewers’ information processing of new interactive video advertising formats (skippable video ads) with traditional, non-skippable formats. The purpose of this paper is to focus on how exposure to a brand name at different moments during online video advertisements influences viewers’ recall.

A neuroscientific pre-test supported the selection of an arousing video, and a subsequent pre-test confirmed the scenario validity. Using a broader sample, the main study applied a 3×2 experimental design of different ad designs and formats.

Distinctions should be made between formats and audiences that lead to different information processing methods. Users exposed to skippable ads (active audiences) exert a higher control over advertising and tend to process the information presented in the initial part of an ad. In turn, users viewing non-skippable ads (passive audiences) should be exposed to the high arousal stimulus before presentation of the key information that the advertiser wants them to remember.

Advertising managers and content creators can use these results to improve the design of their online videos, and to achieve greater effectiveness in terms of information recall.

Skippable online videos have become a commonly used advertising format, but research into their effects is scarce. This study offers the first comparison of viewers’ reactions towards skippable vs non-skippable formats, in terms of brand recall and economic performance. Further research might extend this underdeveloped field of study and enhance the knowledge of video format processing in social media.

This paper aims to explore Internet users' lived experiences with video ads, both skippable and nonskippable, while watching content on YouTube.

In-depth interviews were conducted with 22 participants.

The participants unanimously expressed dissatisfaction with YouTube ads. The dissatisfaction was directed to the platform but did not spill over to the advertised brand/product. Ethical concerns related to privacy also emerged. Specifically, with respect to nonskippable ads, the participants expressed dislike for forced viewing and explained how they would engage in extraneous activities during the ads. Nonetheless, they appreciated the flexibility offered by skippable ads. They also elaborated on how, why and when they would skip/not skip skippable ads.

The findings are discussed in light of the literature on not only online advertising but also platform switching versus continuance intention, spillover effect, privacy–personalization paradox and visual attention.

The playable ad is a new type of digital advertising that combines interactivity with gamification. Guided by psychological reactance theory, this study aims to explore the psychological processes and effects of playable ads on consumers’ perceived control and product attitudes.

This paper conducted two experiments to examine the relationship between playable ads, perceived control and product attitude. This paper also applied psychological reactance theory and investigated whether perceived control triggered by the interactive features of playable ads influenced psychological reactance toward them.

Findings from two experiments show that playable ads, compared to video ads, increased consumers’ perceived control, which, in turn, led to more positive attitudes toward the advertised products (Studies 1 and 2). This study also supports psychological reactance theory by revealing that increased perceived control diminished perceived freedom threat and subsequently alleviated consumers’ psychological reactance toward advertising messages (Study 2).

This study sheds light on the effectiveness of a new type of ad-game integration – playable ads. Different from prior research in gamification of advertising, this paper examined the effectiveness of playable ads in an information processing context in which the ads were not the primary task to focus on. This study also extends psychological reactance theory in the context of interactive marketing by exploring the effect of perceived control afforded by digital message features in mitigating reactance.

This study aims to examine the moment-to-moment (MTM) effects of in-consumption dynamic comments on consumers' responses to digital engagement and the underlying mechanisms involved, as well as the interactive role of advertisements embedded in short-form online video.

This study uses data extracted from 2,081 videos posted on the prominent Chinese online live platform, Bilibili. The hypotheses are tested using regression models and natural language processing.

The results indicate that the intensity of live comments at the beginning negatively affects users' digital engagement, while a corresponding increase in live comments at the end elicits a positive effect. A linear trend and peak difference in live comments intensity positively affect digital engagement, while the variability of live comment intensity exerts a negative effect. These MTM effects were driven by sentiments of live comments. Furthermore, in-video advertisements are likely to amplify the negative beginning effect on users' digital engagement and mitigate the negative variability of live comments.

This study is the first to examine the direct effects of MTM comments from the online temporal sequence perspective, differentiating the process- and performance-based engagement. The mechanism and interactive role of in-video advertisements were identified. These findings contribute to literature on interactive marketing and provide valuable guidance for influencer marketing.

This study aims to achieve broad insights into perceptions and attitudes of Turkish digital immigrants (DI) and digital natives (DN) toward native advertising (NA) format.

Based on extant review of literature, semi-structured interview questions helped to solicit subjective interpretations, perceptions and attitudes of Turkish consumers toward NA format. In-depth interviews with 36 participants were conducted.

The study gains new knowledge on issues related to NA format, such as self-determination of viewing, privacy and accuracy of information. Findings provide whys and wherefores for these undiscovered issues, as well as for preexisting themes such as format recall and recognition, disclosure, communication/marketing aims, attitudes toward NA format, brand and publisher, NA placement and “nativity” of the format. In terms of perceptions and attitudes of DIs and DNs, both similarities and differences exist. DNs consider viewing NA content under their own initiative, so their perceptions and attitudes toward NA are shaped accordingly.

The interviews were carried out in a single setting; with a convenience sample of consumers living in Izmir, Turkey. Certain age and education levels were considered desirable as main criteria for selection.

The study identifies consumer concerns on the NA format and content; and provides suggestions for advertisers, publishers and ad professionals on disclosure, relevancy and frequency of exposure, which can be applied in practice. Implications for public policy are also discussed.

This is the first known study to explore perceptions and attitudes of DIs and DNs toward NA format in the Turkish context. This study uncovers and discusses insights into underlying reasons of DI/DNs’ perceptions and attitudes. The study extends prior findings of quantitative research on NA, offering fruitful insights for future research.