Better Innovation for a Better World
We aim to stimulate discussion on how innovation research within marketing can use a better world (BW) perspective to help innovation become a driver of positive change in the world. In this "Challenging the Boundaries" series paper, we hope to provide purposeful research opportunities for scholars seeking to bridge innovation research with the BW movement. We frame our discussion with four areas of innovation research in marketing that are particularly relevant to BW objectives.
Personalized Game Design for Improved User Retention and Monetization in Freemium Games
One of the most crucial aspects and significant levers that gaming companies possess in designing digital games is setting the level of difficulty, which essentially regulates the user’s ability to progress within the game. This aspect is particularly significant in free-to-play (F2P) games, where the paid version often aims to enhance the player’s experience and to facilitate faster progression.
Using natural language processing to analyse text data in behavioural science
Language is a uniquely human trait at the core of human interactions. The language people use often reflects their personality, intentions and state of mind. With the integration of the Internet and social media into everyday life, much of human communication is documented as written text. These online forms of communication (for example, blogs, reviews, social media posts and emails) provide a window into human behaviour and therefore present abundant research opportunities for behavioural science.
Using Natural Language Processing to Analyze Text Data in Behavioral Science
Language is a uniquely human trait at the core of human interactions. The language people use often reflects their personality, intentions and state of mind. With the integration of the Internet and social media into everyday life, much of human communication is documented as written text. These online forms of communication (for example, blogs, reviews, social media posts and emails) provide a window into human behaviour and therefore present abundant research opportunities for behavioural science.
The Customer Journey as a Source of Information
Widespread misestimates of greenhouse gas emissions suggest low carbon competence
As concern with climate change increases, people seek to behave and consume sustainably. This requires understanding which behaviours, firms and industries have the greatest impact on emissions. Here we ask if people are knowledgeable enough to make choices that align with growing sustainability intentions.
Detecting Routines: Applications to Ridesharing CRM
Routines shape many aspects of day-to-day consumption. While prior work has established the importance of habits in consumer behavior, little work has been done to understand the implications of routines — which we define as repeated behaviors with recurring, temporal structures — for customer management. One reason for this dearth is the difficulty of measuring routines from transaction data, particularly when routines vary substantially across customers. We propose a new approach for doing so, which we apply in the context of ridesharing.
Automating the B2B Salesperson Pricing Decisions: A Human-Machine Hybrid Approach
Presenting balanced geoengineering information has little effect on mitigation engagement
‘Moral hazard’ links geoengineering to mitigation via the fear that either solar geoengineering (solar radiation management, SRM) or carbon dioxide removal (CDR) might crowd out the desire to cut emissions. Fear of this crowding-out effect ranks among the most frequently cited risks of (solar) geoengineering. We here test moral hazard versus its inverse in a large-scale, revealed-preference experiment (n~340,000) on Facebook and find little to no support for either outcome. For the most part, talking about SRM or CDR does not motivate our study population to support a large U.S.
Dark defaults: How choice architecture steers political campaign donations
In the months before the 2020 U.S. election, several political campaign websites added prechecked boxes (defaults), automatically making all donations into recurring weekly contributions unless donors unchecked them. Since these changes occurred at different times for different campaigns, we use a staggered difference-in-differences design to measure the causal effects of defaults on donors’ behavior. We estimate that defaults increased campaign donations by over $43 million while increasing requested refunds by almost $3 million.
Distance and Alternative Signals of Status: A Unifying Framework
In the past decades, as traditional luxury goods and conspicuous consumption have become more mainstream and lost some of their signaling value, new alternative signals of status (e.g., vintage, inconspicuous consumption, sustainable luxury) have progressively emerged. This research applies the grounded theory method to establish a novel framework that systematically unifies existing conceptualizations, findings, and observations on alternative signals of status.
Nudging App Adoption: Choice Architecture Facilitates Consumer Uptake of Mobile Apps.
How can firms encourage consumers to adopt smartphone apps? The authors show that several inexpensive choice architecture techniques can make users more likely to enable important app features and complete app onboarding. In six preregistered experiments (n = 5,968) and a field experiment (n = 594,997), choice architecture interventions manipulating choice sequence, color, and wording of app adoption decisions dramatically increased app adoption. Across experiments, integrating multiple feature decisions into a single choice increased adoption.
Frontiers: Polarized America: From Political Polarization to Preference Polarization
In light of the widely discussed political divide and increasing societal polarization, we investigate in this paper whether the polarization of political ideology extends to consumers’ preferences, intentions, and purchases. Using three different data sets—the publicly available social media data of over three million brand followerships of Twitter users, a YouGov brand-preference survey data set, and Nielsen scanner panel data—we assess the evolution of brand-preference polarization.
The More You Ask, the Less You Get: When Additional Questions Hurt External Validity
Researchers and practitioners in marketing, economics, and public policy often use preference elicitation tasks to forecast realworld behaviors. These tasks typically ask a series of similarly structured questions.
Toward a Pedagogy for Consumer Anthropology: Method, Theory, Marketing
This paper focuses on teaching the application of anthropology in business to marketing students. It begins with the premise that consumer marketers have long used ethnography as a component of their qualitative market research toolkit to inform their knowledge about and empathy for consumers. A question for market research educators who include ethnography in their curricula is if and how to teach the richness of anthropologically based approaches, especially given a decoupling of ethnographic method from anthropological theory in much consumer research practice.
Using Social Network Activity Data to Identify and Target Job Seekers
An important challenge for many firms is to identify the life transitions of its customers, such as job searching, expecting a child, or purchasing a home. Inferring such transitions, which are generally unobserved to the firm, can offer the firms opportunities to be more relevant to their customers. In this paper, we demonstrate how a social network platform can leverage its longitudinal user data to identify which of its users are likely to be job seekers. Identifying job seekers is at the heart of the business model of professional social network platforms.
Consumer Minimalism
Minimalism in consumption can be expressed in various forms, such as monochromatic home design, wardrobe capsules, tiny home living, and decluttering. This research offers a unified understanding of the variegated displays of minimalism by establishing a conceptual definition of consumer minimalism and developing the twelve-item Minimalist Consumer Scale to measure the construct.
Mining Consumer Minds: Downstream Consequences of Host Motivations for Home Sharing Platforms
This research sheds light on consumer motivations for participating in the sharing economy and examines downstream consequences of the uncovered motivations.
Advance Care Plans: Planning for Critical Healthcare Decisions
Embarrassed by Calories: Joint Effect of Calorie Posting and Social Context
This research investigates the joint effect of calorie posting and social context on consumers’ food choices and embarrassment. We hypothesize and demonstrate that posting calorie information on a menu becomes more effective in reducing the total calorie of meal orders when the food is ordered in public (vs. in private).
Letting Logos Speak: Leveraging Multiview Representation Learning for Data-Driven Branding and Logo Design
The Power of Brand Selfies
Smartphones have made it nearly effortless to share images of branded experiences. This research classifies social media brand imagery and studies user response. Aside from packshots (standalone product images), two types of brand-related selfie images appear online: consumer selfies (featuring brands and consumers’ faces) and an emerging phenomenon the authors term “brand selfies” (invisible consumers holding a branded product).
Consumption Ideology
Ideology plays a central role in consumer decisions, actions, and practices. While there have been numerous studies of ideological formations in specific consumption contexts, an integrative theoretical framework on consumption ideology has been missing. The theoretical framework presented in this article integrates systemic, social group, and social reality perspectives from social theory with prior consumer research to conceptualize consumption ideology as ideas and ideals that are related to consumerism and manifested in consumer behavior.
Do Nudges Reduce Disparities? Choice Architecture Compensates for Low Consumer Knowledge.
Choice architecture tools, commonly known as nudges, powerfully impact decisions and can improve welfare. Yet it is unclear who is most impacted by nudges. If nudge effects are moderated by socioeconomic status (SES), these differential effects could increase or decrease disparities across consumers. Using field data and several preregistered studies, the authors demonstrate that consumers with lower SES, domain knowledge, and numerical ability are impacted more by a wide variety of nudges.
Buy Less, Buy Luxury: Understanding and Overcoming Product Durability Neglect for Sustainable Consumption
The authors propose that purchasing luxury can be a unique means to engage in sustainable consumption because high-end products are particularly durable. Six studies examine the sustainability of high-end products, investigate consumer decision making when considering high-end versus ordinary goods, and identify effective marketing strategies to emphasize product durability, an important and valued dimension of sustainable consumption.
A Poisson Factorization Topic Model for the Study of Creative Documents (and Their Summaries)
The author proposes a topic model tailored to the study of creative documents (e.g., academic papers, movie scripts), which extends Poisson factorization in two ways. First, the creativity literature emphasizes the importance of novelty in creative industries. Accordingly, this article introduces a set of residual topics that represent the portion of each document that is not explained by a combination of common topics. Second, creative documents are typically accompanied by summaries (e.g., abstracts, synopses).
Better Marketing for a Better World
This Better Marketing for a Better World special issue of the Journal of Marketing is motivated by the gap that remains between what is studied in our field and what is possible. We believe that we still know too little about marketing’s role in improving -- or harming -- our world.
Capturing Marketing Information to Fuel Growth
Marketing is the functional area primarily responsible for driving the organic growth of a firm. In the age of digital marketing and big data, marketers are inundated with increasingly rich data from an ever-expanding array of sources. Such data may help marketers generate insights about customers and competitors. One fundamental question remains: How can marketers wrestle massive flows of existing and nascent data resources into coherent, effective growth strategies?
Choice Bracketing and Experience-Based Choice
We examine how choice bracketing affects expected value maximization in experience-based choice. Experience-based choices are a series of individual choices made sequentially, for which feedback follows each choice, and are thus naturally bracketed narrowly. Previous research broadly bracketed multiple experience-based choices for decision makers by aggregating the choices (such that each choice pertained to multiple individual choices) or by reducing feedback frequency.
Interest-Free Financing Promotions Increase Consumers' Demand for Credit for Experiential Goods
This research provides a first investigation into how interest-free financing promotions influence consumer behavior. Five experiments demonstrate that framing an economically equivalent financing offer in a way that makes salient that it is interest-free increases consumers’ demand for credit to finance experiential, but not material goods.
The Role of Gender in Pay-What-You-Want Contexts
This research highlights how gender shapes consumer payments in pay-what-you-want contexts. Four studies involving hypothetical and real payments show that men typically pay less than women in pay-what-you-want settings, due to gender differences in agentic versus communal orientation. Men approach the payment decision with an agentic orientation, and women approach it with a communal orientation. These orientations then shape payment motives and ultimately affect payment behavior.
Introduction.
On the Experience and Engineering of Consumer Pride, Consumer Excitement, and Consumer Relaxation in the Marketplace
This article presents new conceptual and managerial insights about consumer experiences of positive emotions in the marketplace and how to engineer these emotional experiences for business purposes. Specifically, we provide an in-depth conceptual analysis of three positive emotions that are of high relevance for marketers: (1) consumer pride, (2) consumer excitement, and (3) consumer relaxation.
The Evolving World of Research in Marketing and the Blending of Theory and Data
Branding in a Hyperconnected World: Refocusing Theories and Rethinking Boundaries
Technological advances have resulted in a hyperconnected world, requiring a reassessment of branding research from the perspectives of firms, consumers, and society. Brands are shifting away from single ownership to shared ownership, as heightened access to information and people is allowing more stakeholders to cocreate brand meanings and experiences alongside traditional brand owners and managers.
Consumer Reactions to Drip Pricing
This research examines how drip pricing--a strategy whereby a firm advertises only part of a product's price upfront and then reveals additional mandatory or optional fees/surcharges as the consumer proceeds through the buying process--affects consumer choice and satisfaction. Across six studies, we find that when optional surcharges are dripped (vs. revealed upfront) consumers are more likely to initially select a lower base priced option which, after surcharges are included, is often more expensive than the alternative.
Creating Boundary-Breaking Marketing-Relevant Consumer Research
Consumer research often fails to have broad impact on members of our own discipline, on adjacent disciplines studying related phenomena, and on relevant stakeholders who stand to benefit from the knowledge created by our rigorous research. We propose that impact is limited because consumer researchers have adhered to a set of implicit boundaries or defaults regarding what we study, why we study it, and how we do so. We identify these boundaries and describe how they can be challenged.
Inspiring Brand Positionings with Mixed Qualitative Methods: A Case of Pet Food
Qualitative research is often used by marketers to develop new brand positionings. This case illustrates how two sequentially applied qualitative approaches were used to generate positionings for a pet food brand. The methods included psychologically oriented focus groups and anthropologically informed ethnographies. When implemented independently by a single market research company, the two approaches inspired highly distinctive brand positionings.
Modeling Dynamic Heterogeneity Using Gaussian Processes
Marketing research relies on individual-level estimates to understand the rich heterogeneity of consumers, firms, and products. While much of the literature focuses on capturing static cross-sectional heterogeneity, little research has been done on modeling dynamic heterogeneity, or the heterogeneous evolution of individual-level model parameters. In this work, the authors propose a novel framework for capturing the dynamics of heterogeneity, using individual-level, latent, Bayesian nonparametric Gaussian processes.
Multiperiod Contracting and Salesperson Effort Profiles: The Optimality of "Hockey Stick," "Giving Up" and "Resting on Laurels"
We study multi-period sales-force incentive contracting where salespeople can engage in effort gaming, a phenomenon that has extensive empirical support. Focusing on a repeated moral hazard scenario with two independent periods and a risk-neutral agent with limited liability, we conduct a theoretical investigation to understand which effort profiles the firm can expect under the optimal contract.
Search Query Formation by Strategic Consumers
Submitting queries to search engines has become a major way for consumers to search for information and products. The massive amount of search query data available today has the potential to provide valuable information on consumer preferences. In order to unlock this potential, it is necessary to understand how consumers translate their preferences into search queries. Strategic consumers should attempt to maximize the information content of the search results, conditional on a set of beliefs on how the search engine operates.
Speciesism: An Obstacle to AI and Robot Adoption
Once artificial intelligence (AI) is indistinguishable from human intelligence, and robots are highly similar in appearance and behavior to humans, there should be no reason to treat AI and robots differently from humans. However, even perfect AI and robots may still be subject to a bias (referred to as speciesism in this article), which will disadvantage them and be a barrier to their commercial adoption as chatbots, decision and recommendation systems, and staff in retail and service settings.
The Polarity of Online Reviews: Prevalence, Drivers and Implications
In this research, we investigate the prevalence, robustness and possible reasons underlying the polarity of online review distributions with the majority of the reviews at the positive end of the rating scale, a few reviews in the mid-range and some reviews at the negative end of the scale.
The Role of Numbers in the Customer Journey
At each stage in customers' journeys, they encounter different types of numeric information that they process using different judgment strategies. Relevant numbers might include budgets, price, product attributes, product counts, product ratings, numbers in brand names, health and nutrition information, financial information, time-related information, and others. This manuscript provides a review of the vast array of numerical information presented to consumers at different stages of the customer journey.
Uniting the Tribes: Using Text for Marketing Insights
Words are part of almost every marketplace interaction. Online reviews, customer service calls, press releases, marketing communications, and other interactions create a wealth of textual data. But how can marketers best use such data? This article provides an overview of automated textual analysis and details how it can be used to generate marketing insights. The authors discuss how text reflects qualities of the text producer (and the context in which the text was produced) and impacts the audience or text recipient.
The Pleasure of Assessing and Expressing Our Likes and Dislikes
Although consumer behavior theory has traditionally regarded evaluations as instrumental to consumer choice, in reality consumers often assess and express what they like and dislike even when there is no decision at stake. Why are consumers so eager to express their evaluations when there is no ostensible purpose for doing so? In this research, we advance the thesis that this is because consumers derive an inherent pleasure from assessing and expressing their likes and dislikes.
Human or Robot? Consumer Responses to Radical Cognitive Enhancement Products
Human enhancement products allow consumers to radically enhance their mental abilities. Focusing on cognitive enhancements, we introduce and study a novel factor dehumanization (i.e., denying a person emotional ability and likening them to a robot) which plays a key role in consumers' reluctance to use enhancement products. In study 1, consumers who enhance their mental abilities beyond normal levels were dehumanized, whereas consumers who use the same products to restore lost abilities were not.
Selectively Emotional: How Smartphone Use Changes User-Generated Content
User-generated content has become ubiquitous and very influential in the marketplace. Increasingly, this content is generated on smartphones rather than personal computers (PCs). This article argues that because of its physically constrained nature, smartphone (vs. PC) use leads consumers to generate briefer content, which encourages them to focus on the overall gist of their experiences. This focus on gist, in turn, tends to manifest as reviews that emphasize the emotional aspects of an experience in lieu of more specific details.
Eliza in the Uncanny Valley: Anthropomorphizing Consumer Robots Increases Their Perceived Warmth but Decreases Liking
Consumer robots are predicted to be employed in a variety of customer-facing situations. As these robots are designed to look and behave like humans, consumers attribute human traits to them—a phenomenon known as the “Eliza Effect.” In four experiments, we show that the anthropomorphism of a consumer robot increases psychological warmth but decreases attitudes, due to uncanniness. Competence judgments are much less affected and not subject to a decrease in attitudes.
Affect Regulation and Consumer Behavior
This article provides a critical review of what is known about affect regulation in relation to consumption behavior. Based on numerous findings from psychology, communication research, and consumer research, we identify a core set of general principles of affect regulation in consumer behavior. First, we define affect regulation, clarify its relations to the concepts of coping and compensatory consumption, and refine the emerging concept of “displaced coping.” We then review the generic strategies used in the regulation of general negative affective states.