What do consumers want? A methodological framework to identify determinant product attributes from consumers’ online questions

Determinant attributes play an important role in consumers’ purchase decisions. Firms rely on them to differentiate their products. Determinant attributes are typically identified using direct methods or indirect methods. However, the voice of the customer online can also provide key insights regarding attributes that are part of the consumers’ pre-purchase search process. The purpose of this study is to propose a framework to identify determinant attributes from online consumer questions. Our method uses semi-supervised Latent Dirichlet Allocation to identify product attributes initially. This is followed by the application of sequence pattern mining to identify temporal sequences of determinant attributes. Finally, hierarchical time series is used to forecast consumer interest in determinant attributes over time. The results show that our study can be used to identify determinant attributes of competing brands and can also be used to forecast consumer interest in these attributes. Brands can use this framework to have a pulse on what consumers look for before purchase. This will aid their decisions related to promotion as well as product development processes.     

Restaurant hygiene attributes and consumers’ fear of COVID-19: Does psychological distress matter?

Restaurant unhygienic affairs have concerned consumers and policy makers alike since the onset of COVID-19 pandemic. The current study incorporates restaurant hygiene attributes—consumers-use spaces, personal hygiene of staff, workplace hygiene— and their association with consumers’ fear of COVID-19 (CFC). Moreover, how CFC educes consumers’ psychological distress (CSD) and the consequent behavioral reactions—preventive behavior (PB) and revisit intention (RI)— has been examined. Furthermore, perceived vulnerability (PV) employed as a moderator between hygiene attributes and CFC. Data collected from 407 respondents via Chinese online platform was analyzed in SPSS 25.0 and AMOS 24.0. Results showed significant association between hygiene attributes and CFC. Similarly, CFC significantly engenders CSD, which consequently effects PB. Contrarily to our hypothesis, CSD positively developed RI. Lastly, PV moderated the relationships between antecedents and CFC. Findings add to the literature of health management, consumer psychology, and service management with practical relevance, followed by limitations and potential future avenues.     

Does the length of a customer–provider relationship really matter?

This study examines both a moderator and a mediator of perceived service quality and payment equity as they relate to customer loyalty in the banking industry. Through the moderating factor, the length of the customer–bank relationship, this study builds a conceptual framework for distinguishing between transactional- and relationship-oriented customers and provides an empirical analysis by using structural equation modelling. The empirical findings of this study, the result of the examination of 610 banking customers, showed that different lengths of the customer–bank relationship form loyalty from different variables and from a different path. For transactional-oriented customers, loyalty was built through the achievement of overall customer satisfaction; whereas for relationship-oriented customers, loyalty was built through the establishment of trust. Suggestions and limitations based on the finding are also discussed.     

Does involvement matter in online shopping satisfaction and trust?

Consumer involvement in online shopping can play a moderating role when explaining Web site effect on satisfaction and trust. This study proposes a set of hypotheses based on the Elaboration Likelihood Model (ELM) of persuasion, a conceptual model that explains the formation of individual attitudes that are prompted by central and peripheral cues. The model proposes the use of central signals when the buyer is highly involved and peripheral signals when the buyer is less involved. Nevertheless, the results of this study would suggest that these relationships are not so clearly defined in the case of online buying, which implies that certain assumptions associated with the ELM need to be revised to take the particularities of the online context into account. © 2011 Wiley Periodicals, Inc.     

Antecedents and consequences of psychological contracts: Does organizational culture really matter?

Exploring the role of psychological contracts, this study proposes that different organizational cultures are associated with relational psychological contracts compared to transactional contracts while both types of contracts serve as mediators. While clan cultures positively impact relational contracts and are negatively associated with transactional contracts, hierarchical cultures have the reverse effect. In addition, psychological contract types mediate the two culture types' relationship to both organizational commitment and employee yearly earnings. In sum, clan cultures relate to more positive organizational outcomes than hierarchical cultures, a finding which as implications for future research and practice.     

Does relationship quality matter in e-services? A comparison of online and offline retailing

The quality of the relationship between customers and service firms has been found to be a major driver of customer loyalty in traditional (i.e., offline) service contexts. The increasing use of electronic services, or e-services, raises questions concerning the extent to which the relationship quality-customer loyalty link holds in an e-service context. Based on an extended model of relationship quality and by applying the social information processing perspective, this research tests the relevance of relationship quality for online relationships and explores differences of the relationship quality-loyalty link between online and offline retailers. To test the model, a large-scale study is conducted on both online and offline relationships for two service contexts (media and travel retailing). Using multi-group structural equation modeling, the authors identify differences between the online and offline environment in both service contexts. Results show that (1) relationship quality is similarly important for retaining customers online and offline and (2) differences in the impact of relationship-quality dimensions strongly depends on the service context.     

Automated inference of product attributes and their importance from user-generated content: Can we replace traditional market research?

User-generated content, particularly online product reviews by customers, provide marketers with rich data of customer evaluations of product attributes. This study proposes, benchmarks, and validates a new approach for inferring attribute-level evaluations from user-generated content. Moreover, little is known about whether and when insights from product reviews gained in such a way are consistent with traditional research methods, such as conjoint analysis and satisfaction driver analysis. To provide first insights into this question, the authors apply their approach to a dataset with almost one million product reviews from 52 product categories and run conjoint and satisfaction driver analyses for these categories. Results indicate that the consistency between methods largely varies across product categories. Initial exploratory analyses suggest that consistency might be higher for categories characterized by low experience qualities, high hedonic value, and high customer willingness to post online reviews—but further work will be necessary to validate these findings.     

Does the digitalization of retailing disrupt consumers’ attachment to retail places?

This study breaks new ground in the marketing domain by extending the concept of place attachment to the study of the online retail environment. We provide empirical evidence that consumers can establish strong attachments not only with traditional offline places but also with online retail stores. Moreover, we assessed how distinct dimensions of the place affect the formation of consumers’ attachment and their behavioral loyalty. Our findings show that while consumers who feel a strong sense of attachment toward the place engage in spreading positive word-of-mouth regardless of the environment, their attachment to the store does not prevent them from switching to another provider, especially in the online environment.     

Adoption of augmented reality in online retailing and consumers’ product attitude: A cognitive perspective

With the application of augmented reality (AR) technology by online retailers to improve online services, the impact of AR adoption on consumer behavior has attracted attention both in academic and in practical circles. Based on the cognitive perspective of information processing and from the two aspects of cognitive load and cognitive fluency, this study discusses the influence of AR adoption on online consumers' product attitudes. The results of the experimental study show that two AR characteristics—environmental embedding and simulated physical control—can reduce consumers’ cognitive load, enhance their cognitive fluency, and improve their product attitude. Furthermore, product type can moderate the influence of AR environmental embedding and simulated physical control on cognitive fluency.     

Do consumers who conduct online research also post online reviews? A model of the relationship between online research and review posting behavior

The purpose of the research is to investigate whether consumers who conduct online product research also more likely to post online product reviews. An information theory-based classification algorithm is used to estimate the likelihood of a consumer posting an online review conditional on having conducted online product research. Data from a nationally representative probability sample of American internet users are used to estimate the model. The results indicate that the characteristics of consumers who have a greater propensity to conduct online product research but a lower tendency to post online product reviews differ substantially from those who are more likely to post online product reviews but less likely to conduct online product research. The research is important because the degree to which consumers who conduct online product research are similar to those who post online product reviews can be used to track the effectiveness of online word-of-mouth marketing campaigns.     

The extension of animosity model of foreign product purchase: Does country of origin matter?

Although a growing literature has investigated how animosity and consumer ethnocentrism change customers’ perceptions of foreign products in developed markets, research examining these effects in developing markets is scarce. Additionally, the role of country of origin on such effects has received far less attention. The current paper is developed to bridge these gaps. The primary objectives of this paper are to examine whether the animosity and consumer ethnocentrism models that work in the Western world could be applied into a developing market like Vietnam, and whether these relationships are moderated by country of origin (USA versus China). Data from 485 Vietnamese customers illustrate that most of the main effects are significant except for the relationship between ethnocentrism and product judgement, and the relationship between cosmopolitanism and willingness to buy. Furthermore, out of the three moderation effects, the influence of country of origin on the relationship between ethnocentrism and willingness to buy is significant. The paper concludes with theoretical and managerial implications, limitations, and future research.     

Foreign direct investment and entrepreneurship: Does the role of institutions matter?

Development economics, international business, and entrepreneurship literature suggest that foreign direct investment (FDI) has significant positive spillover effects for entrepreneurial activities of host economies. However, the findings of past research are mixed, and they do not always confirm this suggestion. We argue that the reason for conflicting findings may be because of an incomplete understanding of the factors that influence the FDI-entrepreneurship nexus in different contexts. Previous studies have carried out only limited exploration of the contingencies in the FDI and domestic entrepreneurship relationship that may depend on the host country’s institutional capacity. We argue that not all countries can reap the rewards from FDI equally. Rather, we hypothesize that countries need to have a sufficient degree of institutional capacity relevant to specific conditions and appropriate threshold levels to successfully capture the positive spillover effects of FDI on domestic entrepreneurship. Utilizing panel data from 2006 to 2016 for 97 emerging markets, developing and developed countries (at different income levels), and a System Generalized Method of Moments (SGMM) estimator that controls for instrument proliferation in dealing with endogeneity problems, we test this hypothesis. We find that FDI has a negative (crowding-out) effect on domestic entrepreneurship at below-threshold levels of institutional capacity, and a positive (crowding-in) effect at above-threshold levels of institutional capacity. The crowding-out effect diminishes as the institutional capacity changes or improves to meet mutating economic environment conditions. Our findings are robust across a wide range of aggregate and disaggregate measures of different types of institutions and alternative empirical strategies.     

Assessing the impact of a retailer's relationship efforts on consumers’ attitudes and behavior

This study focuses at the impact of different relationship efforts made by a retailer (direct mail, preferential treatment, and tangible rewards) on key relationship marketing outcomes (trust, relationship commitment, and behavioral loyalty). A cross-sectional study in a retail clothing setting was conducted based on two consumer samples drawn from Belgium and the Netherlands. SEM results indicate that retailers undertaking relationship efforts to loyal consumers can positively affect these consumers’ attitudes and behavior. Consequently, managers and employees of retail companies need to be trained, motivated, and rewarded for making relationship efforts to regular customers.     

Do CSR actions in retailing really matter for young consumers? A study in France and Norway

This research explores how young consumers perceive Corporate Social Responsibility (CSR) actions of French and Norwegian food retailers, and how these actions affect brand image, brand associations (adjectives, verbs, and names) and consumer–retailer relationships. It uses a qualitative methodology with in-depth interviews. This exploratory study shows that French and Norwegian young consumers have problems linking CSR with food retailing, and they question retailers' true commitment to CSR. Young French consumers had stronger brand associations than young Norwegians. Therefore, we argue that, CSR commitment among retailers in both countries is likely to positively affect retailer brand image. Nevertheless, CSR related products could also be associated with higher prices and may exclude low-income consumers.     

How different types of partners influence innovative product sales: Does technological capacity matter?

Extant empirical studies examine the effect of different types of partners on innovative product sales. Although these studies present ambiguous results, little research pays attention to the factors leading to this ambiguity. Therefore, this study investigates how technological capacity affects the relationships between different types of partners and innovative product sales. Based on a sample of manufacturing firms from the technological innovation survey, this study reveals several interesting results. First, for the sales from significantly improved products, technological capacity positively impacts on the links between the sales and collaborations with suppliers and also with customers, but negatively moderates with competitors and with research organization. Second, however, on the sales of marginally changed products, technological capacity negatively affects the collaboration with suppliers, but positively impacts on alliance with research organizations. These results increase understanding of the relationships between different types of partners and innovative product sales.     

Does shape in backgrounds matter? Effects of Shape–Taste congruence on product evaluations

While previous studies have examined the correspondence between shape and taste perceptions, the effects of shape–taste congruence on product evaluations remained underexplored. This research investigates whether and when shape–taste congruence in product display background can increase product evaluations. Study 1 shows that shape–taste congruence can intensify product evaluations. Study 2 shows that feelings of pleasantness work as a mediator between shape–taste congruence and product evaluations. Study 3 shows that consumers’ design sensitivity moderates the relationship between shape–taste congruence and product evaluations. Our results shed light into shape–taste perception and product display strategy, thus helping marketers and retailers to customize their brand strategy to communicate more effectively to customers.     

Does impact of campaign and consumer guilt help in exploring the role of national identity and purchase decisions of consumers?

Extant research emphasized the role of consumer guilt and the importance of campaigns in consumers' willingness to buy domestic-made products. The antecedents of willingness to buy domestic-made products have not been well understood in literature. This is because the experience of national identity vis a vis the understanding of the consumers' guilt feeling has partly been explained. To address these concerns, we developed a survey in the context of Indian cities. We note that consumers' experience with foreign-made products is negative when they feel uncomfortable buying them, and thereby develop a feeling of guilt. Marketing managers are more likely to prepare consumers' experiences with their products by emphasizing the high or low impact of the campaign on consumers’ willingness to buy domestic-made products.     

Examining the role of receptivity to green communication,altruism and openness to change on young consumers’ intention to purchase green apparel: A multi-analytical approach

The current study aims to examine the impact of receptivity to green communication, altruism and openness to change on young consumers' purchase intention towards green apparel in India. Using a two stage approach, the research model is assessed with data collected through an online survey from a sample of 549 young consumers. In the first step, structural equation modeling (SEM) is used to determine the linear relationship among factors in the theoretical model. In the second step, artificial neural network (ANN) analysis is used to determine the predictive accuracy of the significant factors obtained from the SEM. The results from the SEM analysis reveal that receptivity to green communication, altruism and openness to change, along with the three predictors of the theory of planned behavior (TPB) significantly affect consumers’ purchase intention towards green apparel. Further, there is an indirect effect of altruism and openness to change on purchase intention through attitude supporting the value-attitude-behavior cognitive hierarchy (VABH). Besides, perceived behavioral control is found to mediate the impact of openness to change on intention to purchase green apparel. The root mean square of error (RMSE) values obtained from the ANN analysis suggest that the models show good predictive accuracy. The study contributes to the existing literature by confirming the applicability of the TPB and the VABH as well as suggesting a robust predictive framework by using ANN for green apparel purchase intention.     

Impacts of product,store and retailer perceptions on consumers’ relationship to terroir store brand

This research shows that consumers’ relationship to terroir store brand, measured through attachment and two facets of brand loyalty (attitudinal and behavioral) is respectively influenced by their perceptions of the product, retailer and store. More specifically, the perceived authenticity of the products of the terroir store brand and its perceived value have a positive and significant influence on the attachment and behavioral loyalty of the regular buyers of this store brand and a positive and significant influence on the attachment of its occasional buyers. Trust in the retailer has a positive and significant impact on the behavioral loyalty of the regular buyers of this terroir store brand while perceived image of the store has only a positive and significant impact on the attitudinal loyalty of its occasional buyers.     

Does the sequencing of related and unrelated export diversification matter? Evidence from Colombian exporters

How does related or unrelated geographic diversification affect future related or unrelated product diversification of exporting firms, and vice-versa? This question addresses an unresolved debate, and it is important for firms in developing countries that seek to expand their product and geographical markets. Our study contributes to a current debate by highlighting the relevance of the temporal sequence and the relatedness of international diversification. Expanding the classic transaction costs and the resource-based explanations, we argue that organizational learning as well as organizational and sales (in-)efficiencies (notably through resource and product cannibalization, negative transfer and coordination costs) affect the interrelationships between product and geographic diversification. Using a panel dataset of over 14,000 firm-year observations from exporters based in Colombia, we find that (1) related geographic diversification tends to increase future product diversification; (2) related product diversification tends to decrease future geographic diversification; and (3) unrelated product diversification tends to increase future geographic diversification.