Online Behavioral Advertising: A Literature Review and Research Agenda

Advertisers are increasingly monitoring people's online behavior and using the information collected to show people individually targeted advertisements. This phenomenon is called online behavioral advertising (OBA). Although advertisers can benefit from OBA, the practice also raises concerns about privacy. Therefore, OBA has received much attention from advertisers, consumers, policymakers, and scholars. Despite this attention, there is neither a strong definition of OBA nor a clear accumulation of empirical findings. This article defines OBA and provides an overview of the empirical findings by developing a framework that identifies and integrates all factors that can explain consumer responses toward OBA. The framework suggests that the outcomes of OBA are dependent on advertiser-controlled factors (e.g., the level of personalization) and consumer-controlled factors (e.g., knowledge and perceptions about OBA and individual characteristics). The article also overviews the theoretical positioning of OBA by placing the theories that are used to explain consumers’ responses to OBA in our framework. Finally, we develop a research agenda and discuss implications for policymakers and advertisers.     

The effect of privacy choice in cookie notices on consumers' perceived fairness of frequent price changes

Recent regulatory changes (i.e., General Data Protection Regulation of the European Union) enforce that seller (e.g., retail and service) and all other websites disclose through cookie notices which data they collect and store. At the same time, websites must allow consumers to disagree to the tracking of their browsing behavior. Despite sellers' concern about the loss of consumer insights—as consumers might disagree to the collection of their browsing data—cookie notices might also have a surprising side-effect: Consumers might accept frequent price changes (from personalized or dynamic pricing) more readily, if they agree through a cookie notice that their behavior can be tracked. Specifically, two experimental studies show that consent to the tracking of browsing behavior increases consumers internal attribution of a price change, as consumers attribute the cause of the change (here: giving up data) to themselves. This increases price fairness perceptions and, in turn, purchase intent. As a result, for online sellers of goods or services the implementation of cookie notice should no longer be thought as a matter to be avoided, but rather a trade-off decision: Loss of a part of consumer insights versus higher acceptance of data-driven marketing mix decisions, such as frequent price changes.     

How Much are Health Websites Influenced by Culture? Content Analysis of Online Diet Programs in the United States,the United Kingdom,and Korea

This study investigates the content of diet websites in the United States (US), United Kingdom (UK), and Korea from a cross-cultural perspective using two cultural typologies: Hofstede's individualism-collectivism and Hall's low-high context. The results show a balance of the universal features and culture specific characteristics in the websites. Interestingly, the UK was in the middle between the US and Korea in several features even though the UK and the US typically had been generally included in the same cultural group in advertising studies. It was also determined that neither Hofstede's typology nor Hall's high-low context is enough to explain the cultural representations found on the websites. The need for new typologies for explaining or categorizing the cultural characteristics in advertising is suggested.     

Case study—Embodied virtual agents: An analysis on reasons for failure

Despite very optimistic academic and professional literatures, embodied virtual agents (EVA) on commercial websites do not seem to keep all their promises. An update in December 2009 of a benchmark led by OrangeLab in 2007 on embodied agents displayed on French websites reveals that more than 60% of them have actually disappeared. This case study deals with understanding the disappearance of embodied virtual agents thanks to a literature review, a benchmark of 80 agents on French commercial websites and an analysis of experts' in-depth-interviews. This work identifies a series of common errors in the agents design – namely, appearance inadequacy and lack of intelligence and autonomy – that creates a gap between consumers' expectations and agents' performance explaining agents' lack of success. As a conclusion, this case study gives practitioners actionable advices to design future agents by highlighting the characteristics of the ideal virtual sales agent (VSA).     

Exploring how consumers cope with online behavioral advertising

This study explores how consumers cope with a computer technology-driven persuasion tactic called online behavioral advertising (OBA). By tracking consumers’ online behaviors, OBA delivers highly tailored advertising messages to individual consumers, giving rise to serious privacy concerns due to their covert nature. Integrating the persuasion knowledge model and the protection motivation theory, we employed a survey method (N = 442) to examine how consumers cope with OBA based on their persuasion knowledge, cognitive appraisal, and cognitive processing variables. The results reveal that persuasion knowledge was indirectly associated with coping behavior of ad avoidance throughout cognitive appraisal process (perceived risks; perceived benefits; self-efficacy). Privacy concerns partially mediated such associations with ad avoidance. Interestingly, cognitive processing variables (reactance; perceived personalization) were significantly associated with ad avoidance without being related to persuasion knowledge. The implications for theoretical, managerial, and social contributions are discussed.     

Evaluation of Brand Use on City Government Websites: A Search for Brand Type,Repetition, and Consistency

ABSTRACT

There is growing interest in bringing marketing thought and practice to government. By examining the use of brand symbols and slogans on ninety-seven city government websites, I expose challenges in branding within a public sector context. My study reveals that city governments vary in the types of brands emphasized on their websites and their websites' reflection of recommended branding practices. The majority of the websites present city symbols and slogans. For some websites, there are inconsistencies in and infrequent use of brand elements suggesting a need for greater integration of marketing communications and the opportunity to more fully embrace marketing principles.     

User-generated product reviews on the internet: the drivers and outcomes of the perceived usefulness of product reviews

This study examines how people cope with the user-generated product reviews (UGPRs) found on various websites where anonymous web users post and share their personal product usage experiences. Based on information processing model of communication, we postulate that there are source, message, media, and receiver factors to influence individuals' psychological processing of the UGPR messages, and its subsequent behavioral outcomes. A survey was administered by a professional market research firm to 262 randomly selected US residents from 18 to 55 years old. Consistent with the predictions, the results of the structural equation modeling analysis showed that the perceived source expertise, message objectivity, website credibility, and receiver–source similarity had positive and direct impacts on the perceptions of UGPR usefulness, which, in turn, positively influenced individuals' willingness to share product reviews with others. A series of causal model invariance tests also confirmed that the findings were statistically invariant across different subgroups divided by such factors as product categories, websites, subjective product class knowledge, past UGPR experience, and the susceptibility to informational influence.     

Small clicks,great effects: the immediate and delayed influence of websites containing serious games on behavior and attitude

The number of websites containing persuasive serious games and advergames has increased over the past several years, but their immediate and delayed effects on behavior are still not well understood. The present field experiment (n = 388, varied socio-professional groups) demonstrates that interactivity linked to this type of website provokes positive effects on immediate behavior (purchases of energy-saving light bulbs, ESLBs) in a ‘real setting.’ It further affected the behavior (installation of ESLBs at home), the memorization of the website's arguments, gains in knowledge, attitude, and other judgments regarding ESLBs, when measured two weeks later. The digital signature of a commitment to perform an expected behavior via a web page also provokes positive behavioral effects. This can accumulate through the effects of interactivity. We close with a discussion of the possible psychological processes involved, theoretical and practical implications and limitations as well as new perspectives for advertising and advergames research.     

Performance evaluation of tourism websites' information quality of four global destination brands: Beijing,Hong Kong,Shanghai, and Taipei

Some tourists only have a slight idea of where they want to go on a holiday when planning starts. Such tourists or their travel partners are likely to look for information for making a final travel decision. As the web becomes an increasingly popular information source, tourism destination websites can play a critical role in destination choice. A rubric for comparing tourism websites put forward by Dion and Woodside (2010) is used and ideas for enhancing the rubric are introduced utilizing a growing literature. Comparisons are made for the tourism websites of Hong Kong, Shanghai, Beijing, and Taipei. Analysis involves considering websites' quality and usefulness. The study indicates that Hong Kong's site is best while Beijing has the most room for improvement. The paper concludes with implications of the research for website analysis. The discussion includes contributions to the value of criteria for websites found in the literature but not covered in an information-quality performance rubric.     

Key quality factors affecting users' perception of social networking websites

PurposeThe main aim of the present study is to evaluate the quality factors of websites and their effect on users' perceptions about quality in the context of social networking websites.Design/methodology/approachThis is an applied study conducted as a field survey. A conceptual framework of website quality is proposed and empirically tested that combines quality factors and users' overall perception about quality. Based upon conceptual frameworks in the areas of information systems and using responses from 300 users, a seven factors scale has been validated and data were used to test the conceptual model. To test validity of conceptual framework, confirmatory factor analysis was conducted and regression analysis was performed to examine the suggested hypotheses in the conceptual framework.FindingsIn this study, six different significant factors namely efficiency, entertainment, community drivenness, privacy, user friendliness, efficiency and navigability were identified to be significant for the service quality of social networking websites. Using the survey conducted in the statistical sample, only the factor of web appearance was identified as less important for social networking website users.Practical implicationsFindings from this research provide a set of essential and desired quality factors that social networking website developers can use to improve the quality of existing websites in turn increasing its numbers of users, thus bringing benefits to the company. Second, this study shows how perceived quality has a direct and profound effect on the degree of consumer perception about website quality.Originality/valueThis study, expanding a conceptual model, tries to identify the set of service quality factors for social networking websites. The information of these quality factors as a major predictor of consumers' quality perception provides social networking websites management an initial point for making successful quality management practices for their e-commerce.     

Assessment of Leading Apparel Specialty Retailers’ CSR Practices as Communicated on Corporate Websites: Problems and Opportunities

Despite the increased attention to corporate social responsibility (CSR) and regulatory changes in recent years, little is known about how apparel companies are implementing and communicating CSR practices to their stakeholders. To fill the gap, this study investigated the range and strategies of leading apparel specialty retailers’ CSR practices as communicated on their websites over a longitudinal period of 1 year. In total, 17 apparel specialty retailers were included in the analysis. The companies’ websites were content-analyzed in-depth using the coding criteria focusing on labor and environmental issues developed for this study. The initial data were collected in November 2011 and the study was replicated in December 2012 to examine any changes in the CSR practices. As of 2011 only nine companies addressed CSR issues on their websites at different degrees despite their leadership positions in the industry. Environmental issues were addressed by only five companies, with different ranges of practices. In 2012, all 17 companies addressed labor issues on their websites with varying degrees of specificity. In terms of environmental issues, six companies (an increase of one company from 2011) addressed environmental initiatives on their websites with wider ranges of practices. Discussed are problems and opportunities, as well as the role of the government and stakeholders, for the effective communications of CSR policies and initiatives for the apparel industry.     

What retailers need to understand about website inaccessibility and disabled consumers: Challenges and opportunities

This research uniquely contributes to the marketing policy literature by illuminating the widespread yet seldom studied problem of online inaccessibility of retail websites affecting approximately 30 million disabled Americans. When a website is not designed to be navigated easily or is not compatible with assistive technology such as a screen-reader, these potential customers are not able to independently search for information and conduct transactions. Blind and low vision participants in an empirical study provide their opinions regarding accessibility policy issues and reveal that their frustrations with inaccessible retail websites may result, not only in avoidance of the retailer in its different sales channels but also in antifirm behaviors driven by negative attitudes toward perceived retailer accessibility/disability policy that spur feelings of online marketplace discrimination. Using two different evaluation tools, the top 100 retailers in the United States were evaluated on the accessibility of their websites over the past 4 years (2015–2018). Results show that most websites contain many design errors making navigation very difficult or even impossible for vision impaired consumers. The argument is made that online retailers who proactively address these inaccessibility issues on their websites may significantly increase their customer base and profitability.     

Comparison websites: evidence from the service sector

Comparison websites, also known as aggregators, have become a prominent aspect of e-business. They enable users to specify their requirements and then select from a range of sellers usually ranked according to price. Comparison websites also appeal to sellers as they refine users who are then more likely to buy. This paper analyses comparison websites using Amit and Zott's value creation in e-business model, with a specific focus on the service sector, drawing on secondary material and case studies from the UK. The paper also outlines the limitations of the value creation model, implications for practitioners and outlines areas for future research.     

Key drivers of services website loyalty

The ease of website comparison and strong price competition encourage users to constantly switch tourism service providers. The present work analyses how satisfaction, trust, and commitment can help to strengthen loyalty towards websites selling accommodation services. Moreover, special attention is paid here to evaluate the moderating effects of gender on the relationships between these variables. Structural equation models were used to test the hypotheses on a sample of 230 Mexican Internet users, online purchasers of tourist accommodation services. The results show significant differences between men and women's post-purchase behaviour with a higher influence in women of trust on commitment and of commitment on loyalty towards accommodation services websites. Managerial implications for accommodation websites are provided.     

Strategies of Major UK Building Societies: 1987-1993 Review,Analysis and Implications

During the last 20 years, R&;D and innovation activities in the service sector have clearly increased. In particular, business services are believed to be one of the main drivers of technical changes and economic progress. Looking at the labour indices calculated over the period from 1982 to 1996 one notices a remarkable increase of over 70 per cent for business services. About 8 per cent of total employment in West Germany is in business services. In particular, by taking advantage of information and communication technologies, knowledgeintensive business service firms increasingly play the role of ‘converters’ of technological information within the economy. They are providers, purchasers or partners in the context of innovation. A sound innovation capacity, especially knowledge, creativity, market and management skills, lets them become bridges for innovation.     

Gender Differences in Online Customer Satisfaction: The Asymmetric and Nonlinear Effect

ABSTRACT

The article aims to determine the extent of gender-related differences in user satisfaction with websites with a focus on the asymmetric and nonlinear effects of customer satisfaction. An experiment was conducted with 15 men and 15 women who undertook a typical task (scenario) on 44 websites. Overall, 1,320 evaluations of website quality attributes were obtained and analyzed. The results reveal that men and women differ in their website quality assessment. Marketing professionals should consider their target audience's gender when designing a quality website, or even devise ways of approaching both gender groups through distinct means.     

To Share and Protect: Using Regulatory Focus Theory to Examine the Privacy Paradox of Consumers' Social Media Engagement and Online Privacy Protection Behaviors

Consumers' personal information often informs retailers' marketing efforts in terms of creating value in the online marketplace. This study examines four factors related to consumers' social media engagement and online privacy protection behaviors. Regulatory focus, social exchange, and marketing relationship theories explain the online consumer personal information share-and-protect model developed. Consumers aged 18–64 years across the United States participated in this survey research. The results suggest that while personal privacy violation experience and perceived secondary control of one's personal information are influential antecedents, privacy concerns and trust in social media websites mediate each of these respectively. The findings suggest that promotion- and prevention-related behaviors regarding personal information align with the orientation of the antecedents, indicating that regulatory focus theory shows promise for examining the privacy paradox. We conclude by developing a matrix that integrates regulatory focus and social exchange theories to guide future research.     

Information Contents in Japanese OTC Drug Advertising from Elaboration Likelihood Model Perspective: Content Analysis of TV Commercials and OTC Drug Websites

Based on the Elaboration Likelihood Model, the current study investigates information types that are cross-promoted in Japanese pharmaceutical advertising. The results from a quantitative content analysis of OTC drug brands' TV commercials broadcasted in Japan between 2014 and 2015 and their corresponding product websites (n = 150) show that Japanese OTC drug promotions feature more informational cues in the latter; cues such as price, safety, quality, components, and guarantees/warranties are particularly prominent. Furthermore, product websites tend to focus more on rational appeals, whereas TV commercials emphasize emotional appeals. No difference is found between these media types regarding celebrity and noncelebrity endorser usage.     

Substantive and Associative Claims in Environmental Communication: A Study of Fortune 500 Websites

Corporations have increasingly used their websites to communicate their environmental policies with their stakeholders. Their claims fall into two categories: substantive claims, which include product- or process-related claims, and associative claims, which are not directly related to a firm's products or its processes. This paper aims to explore the use of these two types of claims on Fortune 500 websites. The findings indicate that both types of claims are used, although there are more substantive claims than associative claims. Both types of claims are positively correlated with firm sales. Implications of the research are also discussed.