Comparing consumer-produced product reviews across multiple websites with sentiment classification

ABSTRACT

Online consumer reviews have been extensively studied. However, existing literature analyzing online consumer review data mostly relies on a single data source, resulting in potentially biased analytics conclusions. Many websites encourage consumers to post reviews of their purchased products, so that new consumers can evaluate these reviews for the same product across different websites to help them make purchasing decisions. Confusions often arise in this process, because there often exist substantial discrepancies in customer reviews across different retailers on the same product. Clarifying such confusions can help consumers reduce concerns to make up their mind for their purchases, therefore benefiting both consumers and retailers. Through text analytics and sentiment analysis, we comparatively examine the underlying patterns of online consumer reviews of three large retailers including Sears, Home Depot, and Best Buy for a same product. Afterward, we combine online consumer reviews from these large retailers and conduct an overall text analytics and sentiment analysis. The overall results are further compared with the results from individual retailers. The findings show that the sentiment of the online consumer reviews could vary substantially so relying on a single data source to make purchase decision is not a wise idea. Based on the results, we further devise a framework to comparatively examine and integrate multiple data sources for social media analytics of online consumer reviews. This study offers important managerial implications and identifies several new research directions for social media analytics.     

The effect of culture on perception and cognition: A conceptual framework

Researchers are increasingly recognizing the role of culture as a source of variation in many phenomena of central importance to consumer research. This review addresses a gap in cross-cultural consumer behavior literature by providing a review and conceptual analysis of the effects of culture on pre-behavioral processes (perception and cognition). The article highlights a series of important perceptual and cognitive differences across cultures and offers a new perspective of framing these differences among cultures—that of “culturally conditioned” perceptual and cognitive orientations. The article addresses several theoretical issues and suggests directions for future research as well as managerial implications.     

Effect of marketing activities,benefits, risks,confusion due to over-choice,price, quality and consumer trust on online tourism purchasing

The paper focuses on website vendors and three fundamental aspects, which influence price quality and trust, the major factors that affect purchasing intentions amongst online consumers. The three fundamental aspects in question are: perceived benefits, risks and confusion due to over-choice. The purpose of the study is to examine the influence of these three aspects on consumers' trust and their online purchasing intentions, and also to evaluate their interrelationship with marketing activities. Using the Theory of Planned Behaviour, the research focuses on holidaymakers (N = 735) who bought at least one component of their vacation using the Internet. The research implements Confirmatory Factor Analysis and uses Structural Equation Modelling. The findings indicate the importance of direct marketing and of the brand names of e-retailers and products. They also pinpoint the significance of online buying convenience and of the provision of sufficient product information. Moreover, they reveal the influence of safety and security issues, of the instilment of trust, and of price and quality in relation to purchasing intentions. The research contributes to a better understanding of online tourism decision-making, identifies website vendor characteristics that are important to online consumers and presents a number of managerial implications.     

Information Search,Alternatives Evaluation,and Coping Mechanisms of Functionally Illiterate Consumers in Retail Settings: A Developing Economy Context

Little research has been carried out with regard to marketing to functionally illiterate consumers, despite the size and purchasing power of this market segment. This qualitative study examined the decision-making processes and coping mechanisms of functionally illiterate consumers in the South African grocery shopping environment. The findings provide insights that have important theoretical and practical implications for marketers, retailers, and policy makers. For functionally illiterate consumers, the information-search stage of the consumer decision-making process is either nonexistent or limited to a few trusted sources, such as friends and family, which often occurs only after a purchase has been made. Furthermore, these consumers face difficulties in a grocery store environment but have developed several coping mechanisms to compensate for their limited literacy skills.     

Profiling consumers in home ware stores according to their decision‐making process: an exploratory study

Despite the growing interest of South African consumers regarding home ware, insufficient research is available regarding their decision making of this product category. The objectives of this exploratory study were to evaluate consumers' decision‐making process regarding home ware, and to suggest consumer profiles of the home ware based on the decision‐making process. A qualitative research strategy was used to purposively recruit both male and female participants walking around a home ware store. Semi‐structured interviews were used to collect data from 33 participants at which point data saturation was reached. Each step of the decision‐making process was investigated during the interviews, using questions relevant to the purchasing of home ware. The results indicated clear differences as well as similarities in home ware consumers' decision‐making process. It was evident that the decision‐making process was a result of their specific need for a home ware product. Consumers evaluated home ware based on their needs, values and personal style, while making their final product choice based on product quality, appearance and price. It was also possible to identify home ware consumer profiles based on an evaluation of their decision‐making process. Four profiles were identified, namely, the quality‐conscious, the fashion‐conscious, the lifestyle‐orientated and the impulsive home ware consumer. The characteristics associated with each profile should provide the growing home ware market with insight regarding the specific needs and preferences of the consumer. Seeing that this study was only exploratory in nature, it is recommended that further research regarding the purchasing of home ware should be done.     

消费者心理特征对新产品购买的影响作用研究

消费者新产品购买意向对企业新产品开发和营销策划具有重要参考价值。在理论探讨和实证研究基础上 ,从消费者行为特征和产品特征两个方面 ,分析了新产品购买意向的主要影响因素和新产品购买意向强弱程度不同的消费者群体的主要特征。此外对新产品的营销策划提出了一些建议。     

An Empirical Investigation of the Formation and Implications of the Organizational Buyer's Strategic and Tactical Roles

Although research in organizational buying behavior has alluded to the importance of the purchasing agent's enacted role in the development and execution of an organization's procurement related activities, there exists little corresponding empirical evidence. This paper examined the buyer's self-perceived role, factors that affect its formation, and the impact that a buyer's role definition has on various aspects of buying behavior. Cluster analysis is employed to differentiate among purchasing agents based on their perceived participation in various stages of the purchasing decision process. Different patterns of behavior emerge from the five empirically derived clusters. These differences are presented and the managerial implications are discussed.     

Trust considerations on attitudes towards online purchasing: The moderating effect of privacy and security concerns

The research examines the relationships between three common trust considerations (vendor, Internet and third parties) and attitudes towards online purchasing. The study incorporates privacy and security concerns as a moderating variable and finds that these relationships vary depending on the level of concerns a consumer has when purchasing online. The study suggests that “fears” surrounding the Internet as a place to do business still hinder the use of it for e-commerce purposes, but that the presence of a reputable agent might in some manner mitigate this risk. In the context of business to consumer relationships trust in the vendor is important for the consumer to accept any risk associated with a transaction. Theoretical implications for online customer behavior theory are also discussed.     

The impact of individual and managerial factors on salespeople's contribution to marketing intelligence activities

Although salespersons represent a unique and important channel of information, few of them contribute efficiently to marketing intelligence. This research aims to understand how salespeople's motivation and effort to gather and transmit marketing intelligence to management may be influenced by individual (organizational commitment, desire for upward mobility) and managerial (control system, participation in decision making, feedback, recognition) factors. The test of the proposed model shows that desire for upward mobility is the only individual determinant of behavior. Other than participation in decision making, all the managerial factors play influential roles in structuring both motivation and behavioral effort toward marketing intelligence by salespeople. The authors also discuss the limits of the model, some managerial implications, and future research opportunities.     

Product Involvement and the Relative Importance of Health Endorsements

Product involvement is a fundamental part of the buyer decision processes, during supermarket visits, as individuals respond differently to stimuli under differing involvement conditions. This study aims to provide a better understanding of the role of nutritional endorsements in consumers’ food purchasing decisions, when evaluated across high and low involvement products. Although past research in this area does exist, a major limitation is that nutritional endorsements have been studied only for their direct effect as a single, isolated product cue on product perception—rather than its importance relative to other product cues, such as price and product branding. This study overcomes this limitation through a conjoint analysis involving a sample of supermarket consumers. The findings suggest that a health endorsement plays a smaller role in influencing consumer decision-making relative to brand or price, but it is stronger for the higher involvement product. These findings provide nutritional foundations and product managers with quantifiable evidence of nutritional programs’ influence in consumer decision-making, justifying the relevance of such endorsements and giving nutritional foundations specific leads for adaptions in their marketing and educational efforts.     

“A healthy outside starts from the inside”: A matter of sustainable consumption behavior in Italy and Pakistan

The aim of this research is to determine people's motives when purchasing organic food and how these motives are moderated by price sensitivity and ethical concerns in a cross-cultural setting. A highly structured questionnaire was used to collect the data from 673 Italian and 594 Pakistani consumers, using the convenience sampling technique. Based on the etic research approach, the measurement invariance tests were performed, and data were analyzed using structural equation modeling. The results indicate that environmental concerns and health-consciousness are significant predictors of subjective norms and purchase attitudes among Italian consumers. Food safety concern proved the strongest predictor of purchase attitude and perceived behavioral control among Pakistani consumers. The results also confirm the moderating role of ethical concerns and price sensitivity in buying organic food in both cultures. In terms of originality, this study fills significant gaps in the literature, particularly regarding the roles of attitude, behavioral control, and subjective norms in consumer buying motives and purchasing intentions in cross-cultural studies but more importantly, the results validate that consumer concerns across the globe are related to the Sustainability Development Goals and the U.N. 2030 agenda, which aptly provides a blue print for the development and developmental goals and concerns across nations.     

Through Thick and Thin: How Fair Trade Consumers Have Reacted to the Global Economic Recession

Research on fair trade has flourished over the past decade as fair trade food products have gained popularity amongst consumers in many developed economies. This study examines the effects of recessionary economic conditions on fair trade consumers’ purchasing behaviour. An online survey was administered to 306 fair trade consumers from Canada, the United Kingdom and the United States of America. The results reveal a discrepancy among fair trade consumers as only consumers that purchase fair trade on an occasional basis adhered to established consumer behaviour norms, i.e. decreasing their purchases of fair trade products and becoming significantly more price aware. Respondents who actively consume fair trade generally remained loyal to their purchase. While some active consumers altered their purchasing behaviour, this phenomenon was not common amongst this group as no statistically significant changes were observed. Differences were also noted among the three countries as the Canadian and US fair trade consumers significantly decreased their consumption of fair trade as a result of the recession, whereas the UK consumers did not. In addition to the research results, theoretical and managerial implications will be discussed along with future research directions.     

Managerial Values and Practices Sharing Common Cultural Heritage: A Comparison of Cultural Values in Hong Kong,Taiwan and the People's Republic of China

ABSTRACT

This paper explores managerial values and practices in three rapidly growing economies in Asia: Hong Kong, Taiwan, and the People's Republic of China. Differences and similarities in six cultural dimensions were investigated. Although participants in the present study share a common cultural heritage, their cultural values may be very different. Implications for cross-cultural research and practical applications are explored.     

Right appeals for the 'right self': connectedness–separateness self-schema and cross-cultural persuasion

While culture is often used as a segmentation variable, it may not be used as a surrogate for individual consumer in particular cultures. It is important to identify the underlying mechanism that explains the observed cross-cultural similarities and differences of consumer behaviour and to conduct international advertising research based on theoretically valid frameworks. The present paper presents the connectedness-separateness (C-S) self-schema theory based on psychological and anthropological research streams. It is argued that consumers from different cultures tend to have different construals of the self, which in turn influence their cognition, emotion, motivation and behaviour. It is proposed that cross-cultural differences in consumer responses to different advertising appeals may be explained by consumer C-S self-schema, rather than cultural orientation per se . The C-S construct can also be employed to segment the world market across cultures as well as within a culture. A series of propositions is developed by relating cross-cultural differences in self-construal to the effective design of cross-cultural advertising themes and executions.     

The Role and Influence of External Information Sources in Alternative Housing Decisions by Elderly Consumers:

This paper explores the use and evaluation of external information sources in consumer decision-making. Information sources were evaluated by respondents according to six possible applications for the information-based on information use and hierarchical levels in the decision process. The research setting is nonprofit retirement apartments and the subjects are recent movers to those apartments. The empirical findings of this study have marketing implications for marketers of nonprofit retirement housing and social service agencies serving the elderly. They also suggest further research for other nonprofit marketers.     

Understanding consumer decision making in grocery markets: does attitude-behaviour consistency vary with involvement?

The paper reports on an empirical study of purchase decision making in grocery markets. Against the central research question, 'Does decision making become more extensive with more involved product purchases?', measurements of attitude- behaviour consistency were made in three product fields which are known to engender significantly different levels of consumer involvement. The extended Fishbein model was used as the metaphor for purchase decision making and models were estimated for each product field using LISREL VII to determine the fit between product and normative beliefs, behavioural intention and actual purchasing behaviours. The results of our analysis are consistent with prior theory and support the hypothesis that the efficacy of the model in grocery markets increases as the purchase involvement increases. The implications for marketing communications within each market are discussed and the limitations of our research design are highlighted.     

Decision augmentation and automation with artificial intelligence: Threat or opportunity for managers?

Artificial intelligence (AI) has emerged as a promising and increasingly available technology for managerial decision-making. With the adoption of AI-enabled software, organizations can leverage various benefits of the technology, but they also have to consider the intended and unintended consequences of using the technology for managerial roles. It is still unclear whether managers will benefit from enhancing their abilities with AI-enabled software or become powerless puppets that do more than announce AI-enabled software results. Our research has revealed distinct ways in which organizations can use AI-enabled decision-making solutions: as tools or novelties, for decision augmentation or automation, and as either a voluntary or a mandatory option. In this article, we discuss the implications of each of these combinations on the relevant managers. We consider outcomes related to managerial job design and derive practical advice for organizational designers and managers who work with AI. Our outcomes provide guidance on how to deal with the conflict-riddled relationship between managers and technology with regard to capabilities, responsibilities, and acceptance of AI-enabled software.     

An examination of the relationship among consumer lifestyles,ethnocentrism, knowledge structures,attitudes and behavioural tendencies: a comparative study in two CIS states

The objective of this study is to investigate ethnocentric and/or regiocentric behaviour of Azeri and Kyrgyz consumers. In particular, the study focuses on how ethnocentrism explains consumers' attitudes, intentions and actual purchasing behaviour towards products from major sourcing countries. Data for the study were collected through personal interviews in four districts of Greater Bishkek: the capital city of Kyrgyz Republic, and Baku, the capital city of Azerbaijan. Survey findings lend greater support to earlier studies conducted in the USA, Western and Eastern Europe and Japan. Non-ethnocentric Kyrgyz and Azeri consumers have significantly more favourable belief structures, attitudes, intentions and the resultant purchasing behaviour regarding imported products compared to their ethnocentric Azeri and Kyrgyz consumer counterparts. The findings of the study offer important research, public policy and managerial implications for companies, government agencies and international donor agencies alike who are either operating in the region or contemplating an entry in the future. Foreign companies may use pan-regional marketing strategies and may be able to standardise their products and marketing strategies in the region, since consumers have identical and/or very similar use behaviour and uses for the products and services.     

Non-targeted customers in individualistic versus collectivistic cultures

This research explores non-targeted customers in two countries displaying dominant collectivistic and individualistic characteristics. Using China and the UK as research contexts, the study investigates non-targeted customers' perceptions and responses to multiple marketing tactics (MT)' effectiveness. Non-targeted customers are interesting, as they exhibit feelings of inequity and unfairness, influencing their perceptions, responses, and behaviors. Given continuing globalization of retail services and diverse markets, more research that provides insights into cross-cultural shopping behavior is needed. The study fills an important gap in examining non-targeted customers in a cross-cultural framework. Findings reveal that non-targeted collectivists perceive marketing tactics differently than individualists. While the first group responds to price and reputation, the latter group responds to service, communication, and customization. The study posits that collectivists' concerns with loss of face, equality, and status evoke self-expression such as extensive price and reputation comparisons. Theoretical and managerial implications are discussed and future research directions offered.     

An empirical analysis of online shopping adoption in Beijing,China

The Internet is a global communication medium that is increasingly being used worldwide as an innovative tool for marketing goods and services. At the end of 2010, Internet users in China reached 420 million. However, online shopping in China is not widely practiced and organisations investing in B2C online shopping need to understand the factors that affect Chinese consumers′ online buying behaviour. This research develops a theoretical research model as a framework to identify the key decision factors influencing Chinese consumers′ to shop, or not to shop online. A self-administered questionnaire was used to gather information from 435 respondents in Beijing, China. The empirical analysis identifies and ranks seven important decision factors: perceived risk, consumer resources, service quality, subjective norms, product variety, convenience, and website factors. All of these decision factors impact on Chinese consumers′ adoption of online shopping. Moreover, managerial implications and recommendations are also presented.