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Micro-video platforms have gained attention in recent years and have also become an important new channel for merchants to advertise their products. Since little research has studied micro-video advertising, this paper aims to fill the research gap by exploring the determinants of micro-video advertising clicks. We form a micro-video advertising click prediction model and demonstrate the effectiveness of the multimodal information extracted from the advertisement producers, commodities being sold and micro-video contents in the prediction task.

A multimodal analysis framework was conducted based on real-world micro-video advertisement datasets. To better capture the relations between different modalities, we adopt a cooperative learning model to predict the advertising clicks.

The experimental results show that the features extracted from different data sources can improve the prediction performance. Furthermore, the combination of different modal features (visual, acoustic, textual and numerical) is also worth studying. Compared to classical baseline models, the proposed cooperative learning model significantly outperforms the prediction results, which demonstrates that the relations between modalities are also important in advertising micro-video generation.

To the best of our knowledge, this is the first study analysing micro-video advertising effects. With the help of our advertising click prediction model, advertisement producers (merchants or their partners) can benefit from generating more effective micro-video advertisements. Furthermore, micro-video platforms can apply our prediction results to optimise their advertisement allocation algorithm and better manage network traffic. This research can be of great help for more effective development of the micro-video advertisement industry.

The purpose of this study is to investigate visual comprehension in memory for 360-degree video advertisements amongst adolescents under single and repeated viewing conditions.

This study explored visual comprehension in memory for 360-degree video advertisements using the theoretical assumptions of the social psychology theory of social information processing by Wyer (2003). The authors conducted two experiments over a timeline of three months. In the first experiment, participants watched the 360-degree video advertisement once, and after one week, the same set of participants watched the same advertisement again. The theoretical assumptions in the comprehension unit were used to design the experiments and to explore visual comprehension in memory for 360-degree video advertisements. The data were collected using surveys and interviews through an experimental research design approach. NVivo software was used to analyse the data.

This study found that while female participants were able to comprehend colours in the visuals better, male participants were better able to comprehend facial expressions presented in the visuals. Further, both female and male participants were able to comprehend locations within the advertisement visuals. It was found that participants understood the plot or the story of the advertisement better after the second viewing than after the first viewing.

The two main contributions from this study are as follows: from a theoretical perspective, the application of a social psychology theory for the advertising sector enables us to gather more insights about the social cognition stages of a human mindset such as information retrieval, judgement, decision making, goal stimulation and short- and long-term memory. In doing so, this study not only explored adolescents' visual comprehension memory of 360-degree video advertisements, but it also contributed to the theory of social information processing by Wyer (2003) by exploring consumer visual comprehension memory. From a practical perspective, the findings of this study provide a solid foundation for future advertising firms or agencies, marketers, and salespeople on how to design effective advertisements using 360-degree video versions in a way that appeals to consumer visual memory.

This paper can be considered as amongst the first studies which combine social psychology with advertising to investigate visual comprehension memory for 360-degree video advertisements amongst adolescents.

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.

Online video advertisement is a wide-ranging phenomenon on the internet that provides huge opportunities for business enterprises. The revenues of website service providers come primarily from advertisement. However, it is rare to find research focusing on consumer attitudes toward online video advertisement. This study aims to investigate consumer attitudes toward advertisement while they are watching online videos on YouTube.

The paper followed Brackett and Carr’s (2001) Web Advertising Attitudes Model and combined it with the theory of reasoned action (TRA) and the flow theory. This study investigates consideration of the factors affecting attitudes toward advertisement and the influence on shopping intention and purchase behavior.

The findings indicate that entertainment, informativeness, irritation and credibility have a shopping influence on purchase attitudes. Flow, on the other hand, does have an influence on shopping intention and purchase behavior. The discussion and conclusion have been further discussed.

This study provides a comprehensive model for online video advertisement. This model was based on Brackett and Carr’s model, combining the users and gratifications theory, TRA and flow theory to develop an online video advertisement model. Researchers can consider this model as a framework and use it to capture a more complete picture of the relevant phenomena in their works.

The purpose of this study is to examine negative depictions of male homosexuality in US print and video advertising during the twentieth and early twenty-first centuries. It answers three research questions: What sorts of negative depictions of homosexuality are presented? How, if at all, have pejorative depictions of gay men evolved in the past 100 years? and Why have they changed?

The authors specify eight depictions of negative imagery in advertising and, using content analysis, assess 88 print and video advertisements featuring 133 depictions culled from a large sample.

Analysis reveals that, once rare, there has been a rapid expansion of negative gay imagery in advertisements beginning in 2000, even as gays are gain increasing acceptance and visibility. Typical advertisement depictions have evolved from men dressed as woman early in the twentieth century to men reacting with fear, revulsion or even violence to concerns that they might be gay or be subject to homosexual advances.

Given the paucity of available imagery, data collection was opportunistic and resulted in a relatively small sample.

Practitioners can benefit from explication of how various audiences can view certain advertisement depictions of gay men as insulting or threatening. They can then become more attuned to the impact of negative minority depictions in general.

Society can benefit from heightened awareness of the impact imagery can have on minority or marginalized groups. Results further illustrate society’s evolving and ambivalent views on homosexuality, the visibility of gay imagery in media in general and changing notions of manhood and masculinity.

The authors are aware of no other study that specifically categorizes and assesses negative depictions of gay advertisement imagery.

This study aims to investigate the effect of deepfake video advertisements on hotel booking intention by applying the media richness theory (MRT) and information manipulation theory (IMT).

A quantitative survey was conducted using a structured questionnaire to understand the effect of deepfake hotel video advertisements on booking intention. A large cross-section of 1,240 tourists was surveyed and data were analyzed with partial least squares structural equation modeling (PLS-SEM).

The outcome of this research provides the factors affecting the booking intention due to deepfake hotel video advertisements. These factors are media richness (MR), information manipulation (IM) tactics, perceived value (PV) and perceived trust (PT). Cognitive load and perceived deception (DC) negatively influence the hotel booking intention.

The distinctive model that emerged is insightful for senior executives and managers in the hospitality sector to understand the influence of deepfake video advertisements. This research provides the factors of hotel booking intention due to deepfake video advertisements, which are helpful for designers, developers, marketing managers and other stakeholders in the hotel industry.

MR and IMT are integrated with variables such as PT and PV to explore the tourists' hotel booking intention after watching deepfake video advertisements. It is the first step toward deepfake video advertisements and hotel booking intentions for tourists. It provides an empirically tested and validated robust theoretical model to understand the effect of deepfake video advertisements on hotel booking intention.

Skippable video advertising offers users the option to skip directly to their desired video content after viewing a limited amount of advertising and is becoming a format increasingly preferred by advertisers. This study constructed a mediator model based on advertising attitude to examine the influence of users' perceived control and perceived intrusiveness on brand attitude and advertising avoidance intention in skippable video ads.

The study considered the structural equation model using a self-reporting measure method. The research model was tested using a sample of 302 respondents.

The results showed that perceived control positively affected ad and brand attitude and negatively affected advertising avoidance intention. Perceived intrusiveness negatively affected attitudes toward the advertising and the brand but positively affected advertising avoidance intention. Ad attitude and brand attitude had no significant influence on advertising avoidance intention. The results also confirmed that ad attitude mediates the path from perceived control and intrusiveness to brand attitude.

This study further enriches the theoretical development of skippable video ads and expands the perspective and scope of interactive advertising research.

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.

The purpose of this study is to understand the effect of increasing the intensity of sexual or violent content on consumer responses to online video advertisements, with a particular emphasis on sharing intentions.

The paper uses a between-subjects experimental design across two studies using new to the world online video advertisements as stimuli.

Study 1 finds that increasing the intensity of sexual and violent humor improves advertisement effectiveness amongst men but leads to significantly more negative attitudes toward the advertisement and brand amongst women. Study 2 identifies gender and humor type as moderators for sharing intentions in the presence of audience diversity. While men are more likely to publicly share sexual and violent humor advertisements, social anxiety mediates intentions to share sexual humor advertisements in the presence of greater audience diversity.

The paper offers insights to practitioners regarding the use of risqué forms of humor as part of a digital marketing strategy.

Drawing on and extending benign violation theory, the paper introduces and verifies a theoretical model for understanding consumer responses to the use of risqué forms of humor in online advertisements. It identifies how audience diversity affects sharing intentions for sexual and violent humor-based advertisements on social media.

Marketers are increasing their use of digital strategies and prioritizing digital tactics, although the effectiveness digital video advertising (DVA) has not been examined empirically. The purpose of this research is to suggest that it is useful for advertisers to consider theories of the past to understand the link between product, advertising format and message processing.

To examine DVA effectiveness, this study utilized a 2-product type (utilitarian vs hedonic) × 2-product involvement (low vs high) x 2-platform (laptop vs mobile) mixed-design. Participants were recruited from a research company, who invited members of their panel to participate in an online experiment.

DVA for hedonic products resulted in stronger attitudes toward the ad and brand, and intentions to purchase. DVA for low involvement products resulted in stronger purchase intentions and likelihood to opt-in for more information. Moreover, there was an interaction between product category and involvement across all five measures of DVA effectiveness.

Like TV commercials, DVA is more effective when used with low involvement, hedonic products than with high involvement, utilitarian products. Additionally, the device on which the advertisement is viewed impacts the effectiveness of DVA.

Companies promoting high-involvement utilitarian products may consider alternative advertising strategies (e.g. MDAs, apps, websites and advergames), as DVA may not be the most effective ad format.

As technology continues to develop and marketers continue to pursue growing numbers of consumers through digital means and on mobile devices, understanding how device type influences advertising effectiveness is important for media strategy, message placement and marketing metrics. This research takes one step in that direction.