The interactive impact of online word-of-mouth and review helpfulness on box office revenue

2018 ◽  
Vol 56 (4) ◽  
pp. 849-866 ◽  
Author(s):  
Sangjae Lee ◽  
Joon Yeon Choeh
Keyword(s):  
Word Of Mouth ◽  
Content Type ◽  
Factors Affecting ◽  
Box Office ◽  
Online Word Of Mouth ◽  
Final Sample ◽  
Online User Reviews ◽  
Review Helpfulness ◽  
Product Sales ◽  
The Impact

Purpose While a number of studies examined the eWOM (online word-of-mouth) factors affecting box office, the studies on the impact of review helpfulness on box office are lacking. The purpose of this paper is to fill the void in previous studies and further extend prior work regarding eWOM and box office. In order to explain the interaction effect of helpfulness with other variables on product sales, this study posits that review characteristics such as number of reviews, review rating, review length interact with review helpfulness to have an influence on box office. Further, as the studies that have examined whether eWOM factors are significant in box office performances for the international markets other than US are lacking, this study is targeting Korean markets to validate the effect of eWOM on box office. Design/methodology/approach This study used publicly available data from www.naver.com to build a sample of online review data concerning box office. The final sample of the study included 2090 movies. Findings The results indicated that in cases when the review is helpful, the number of reviews and review length are more greatly influencing box office. Review rating, review extremity, and helpfulness for reviewer are important determinants for review helpfulness. Practical implications Managers can concentrate on the review rating and review extremity of online customer reviews in the design of online sites for movies. The design of user review systems can follow the direction that promotes more helpfulness for online user reviews based on an enhanced understanding of what drives helpfulness voting. Originality/value Given that previous studies on the effect of review helpfulness on box office are lacking, it contributes to eWOM literature by investigating the impact of review helpfulness on box office revenue.

scholarly journals The impact of online review helpfulness and word of mouth communication on box office performance predictions

2020 ◽  
Vol 7 (1) ◽  
Author(s):  
Sangjae Lee ◽  
Joon Yeon Choeh
Keyword(s):  
Word Of Mouth ◽  
Nearest Neighbor ◽  
Prediction Performance ◽  
Box Office ◽  
Performance Predictions ◽  
Review Helpfulness ◽  
Product Sales ◽  
Word Of Mouth Communication ◽  
The Impact ◽  
Box Office Performance

Abstract While electronic word-of-mouth (eWOM) variables, such as volume and valence have been posited in previous studies to consistently affect product sales, there is a lack of studies on the different contexts and outcomes that affect the importance of eWOM variables. In order to fill this gap, this study attempts to use the helpfulness of reviews and reviewers as moderators to predict box office revenue, comparing the prediction performances of business intelligence (BI) methods (random forest, decision trees using boosting, the k-nearest neighbor method, discriminant analysis) using eWOM between high and low review or reviewer helpfulness subsample in the Korean movie market scrawled from the Naver Movies website. The results of applying machine learning methods show that movies with more helpful reviews or those that are reviewed by more helpful reviewers show greater prediction performance, and review and reviewer helpfulness improve the prediction power of eWOM for box office revenue. The prediction performance will improve if the characteristics of eWOM are likely to be combined to contribute to box office revenue to a greater extent.

An empirical study on the impact of online word-of-mouth sources on retail sales

2017 ◽  
Vol 45 (1) ◽  
pp. 30-35 ◽  
Author(s):  
Hong Hong ◽  
Di Xu ◽  
Dapeng Xu ◽  
G. Alan Wang ◽  
Weiguo Fan
Keyword(s):  
Word Of Mouth ◽  
Least Square ◽  
Decision Makers ◽  
Purchase Decisions ◽  
Retail Sales ◽  
Content Type ◽  
Online Purchase ◽  
Online Word Of Mouth ◽  
Product Sales ◽  
The Impact

Purpose This study aims to analyze the impact of the source of online word-of-mouth (WOM) on retail sales. Specifically, the authors focus on the relative impact of external and internal WOMs on book sales. Design/methodology/approach An empirical analysis is conducted with a panel data of sales and WOM for 87 books from Dangdang and Douban over a 14-day period based on two generalized least square regression models. Findings Results suggest that both internal WOM and external WOM have significant impact on product sales, and the impact of external WOM is relatively more significant. Social implications WOM, especially the external WOM, plays an important role in consumers’ online purchase decisions. Originality/value This study is helpful for retailers to better understand the factors influencing the sales and thereby forecast the future sales more precisely. Besides, the research conclusion could also enlighten related decision makers to constantly improve technical platforms.

What does it say and who said it? The contingent effects of online word of mouth in China

2016 ◽  
Vol 7 (4) ◽  
pp. 474-490 ◽  
Author(s):  
Biao Luo ◽  
Zheyu Zhang ◽  
Yong Liu ◽  
Weihe Gao
Keyword(s):  
Information Exchange ◽  
Word Of Mouth ◽  
Firm Strategy ◽  
Third Party ◽  
Online Information ◽  
Chinese Consumers ◽  
Content Type ◽  
Online Word Of Mouth ◽  
Initial Attitude ◽  
The Impact

Purpose The purpose of this paper is to examine how consumers respond to online word of mouth (WOM) with different valence (i.e. what does it say) and from different sources (i.e. who said it) in an important emerging economy, China. Design/methodology/approach Theory with experiments. Findings The authors find that Chinese consumers seek confirmatory information and pay greater attention to WOM that agrees with their initial attitude. Consumers with a high (vs low) need for cognition are more likely to rate WOM from far (vs closer) social distance as more impactful on themselves. For public-consumption products, the consumers are influenced more by “who said it” (source) than by “what does it say” (valence). The reverse holds for private consumption. Research limitations/implications The paper could be extended to other online behaviors. It can also be extended to empirical testing using market data. Practical implications Since Chinese consumers tend to focus on online information that is consistent with their initial attitude, it can be more difficult for either the seller or third-party website to utilize online WOM as a persuasive tool in China than in other countries. Firms may also customize their online strategies based on product category. For products that are consumed in private, WOM content is more important than source. If the firm wants to facilitate consumer interaction and influence, greater attention should be paid to make the content easy to access and utilize. Social implications Due to the explosive growth of e-Commerce in China, many global and Chinese firms rushed to set up online communities to facilitate information exchange among consumers. Our findings indicate that the impact of these communities may have been overvalued. Chinese consumers are influenced by online information, but if the majority of the online messages are from anonymous strangers, consumers tend to discount their credibility. Originality/value Our study represents an earlier effort to predict, and test, how online WOM can be associated with the specific cultural and market environments. It provides direct implications for both consumer behavior and firm strategy.

scholarly journals Be a part of it: promoting WOM, eWOM, and content creation through customer identification

2020 ◽  
Vol 24 (1) ◽  
pp. 55-72 ◽  
Author(s):  
Jaime Romero ◽  
Daniel Ruiz-Equihua
Keyword(s):  
Word Of Mouth ◽  
Least Squares Method ◽  
Content Type ◽  
Content Creation ◽  
Online Word Of Mouth ◽  
Community Identification ◽  
Customer Identification ◽  
Using Data ◽  
Partial Least Squares Method ◽  
The Impact

Purpose Customer identification leads to behaviors that are beneficial for firms. This paper aims to analyze the effect of firm identification and community identification on content creation, which indirectly may affect offline word of mouth and online word of mouth. Design/methodology/approach This paper proposes a research model that is tested using data from 491 users of online travel agencies. To do so, partial least squares method is used. Findings The results show a positive relationship between firm identification and community identification. Moreover, both variables exert a positive effect on content creation. Furthermore, content creation positively influences offline and online word of mouth. This influence is moderated by self-enhancement in the case of online word of mouth. Practical implications Firm managers must enhance customer identification, as it can turn in behaviors that are beneficial for the company. Moreover, firms that own online communities must apply segmentation strategies based on identification and self-enhancement to encourage positive behaviors from customers. Originality/value This research tests the relationship between firm identification and community identification. Additionally, this study jointly analyzes the impact of these variables on several beneficial behaviors.

The impact of online movie word-of-mouth on consumer choice

2019 ◽  
Vol 36 (6) ◽  
pp. 996-1025 ◽  
Author(s):  
Ya-Ling Chiu ◽  
Ku-Hsieh Chen ◽  
Jying-Nan Wang ◽  
Yuan-Teng Hsu
Keyword(s):  
Word Of Mouth ◽  
Cultural Factors ◽  
Cross Cultural ◽  
Chinese Market ◽  
Content Type ◽  
Box Office ◽  
Hollywood Movies ◽  
The Usa ◽  
The Impact ◽  
Practical Implications

Purpose Electronic word-of-mouth (eWOM) is very important for consumer decision making; previous international product diffusion studies have investigated eWOM and cultural factors that influence consumers’ acceptance of new products, but they have not adequately compared the differences in these factors between the USA and China. Therefore, the purpose of this paper is to compare the impact of eWOM on consumer choices in China and the USA. The authors addressed the following questions: What are the cross-cultural differences in consumers’ eWOM behavior between the USA and China: Which genres of Hollywood movies have better cross-culture predictability in terms of box office performance; and What factors affect the success of Hollywood movies in entering the Chinese market? Design/methodology/approach Real eWOM data were collected from two online movie review websites, IMDb.com (the USA) and Douban.com (China), from January 2010 to December 2015. In addition, box office revenue information was collected from BoxOfficeMojo.com. The authors used an independent sample t-test to check whether the differences in consumers’ eWOM behavior between China and the USA and different types of movie lead to cultural discount differences. Furthermore, a log-linear regression model is used to examine which factors influence the commercial success of new movies. Findings There are specific similarities and differences between the American and Chinese movie markets. First, the results show that American consumers are more engaged in online review systems and tend to submit extreme reviews, but Chinese consumers tend to submit moderate reviews on movies, and the eWOM variance there is smaller than in the USA. Second, genres are useful variables as indicators of movie content; the genres of comedy and drama are not popular in the Chinese market. Finally, eWOM variance has a positive impact on box office in China, but eWOM variance has no impact on the US box office. In addition, the interactive effect of the average rating and eWOM variance on sales is positively significant in China. Importantly, the one-star reviews have a negative impact on the Chinese box office, but it has no impact on US box office. Practical implications Understanding how cultural factors influence consumer eWOM communication will help managers to better apply this new marketing communication tool to create more aggressive and targeted promotional plans. Marketers may use eWOM behavior to better respond to and target consumers to overcome barriers to the selection of their products by consumers. Therefore, more effective management of eWOM can improve the acceptance of and preference for products in different cultural consumer groups. Originality/value This study expands the existing body of knowledge on eWOM and international marketing literature. Clearly, culture is an important determinant of eWOM’s impact on sales. In addition, it provides strategic direction and practical implications for eWOM communication management in cross-cultural settings.

Impact of word-of-mouth, job attributes and relationship strength on employer attractiveness

2019 ◽  
Vol 42 (6) ◽  
pp. 721-739 ◽  
Author(s):  
Faiz Ahamad
Keyword(s):  
Social Media ◽  
Word Of Mouth ◽  
Information Source ◽  
Differential Impact ◽  
Content Type ◽  
Job Attributes ◽  
Relationship Strength ◽  
Job Information ◽  
Employer Attractiveness ◽  
The Impact

Purpose Job information through word-of-mouth (WOM) has a crucial impact on employer attractiveness. The phenomenal rise of social media offers alternate WOM platforms for sharing job information, which is quite different from traditional face-to-face WOM. The purpose of this paper is to examine the differential impact of traditional word-of-mouth (t-WOM) and social media word-of-mouth (s-WOM) on employer attractiveness along with the difference in the job attributes and relationship strength with the information source. Design/methodology/approach A 2 × 2 × 2 experiment was conducted to examine the impact of information source (t-WOM and s-WOM), job attributes (tangible and intangible) and relationship strength (strong and weak), on employer attractiveness. Source expertise and source trust were treated as the control variable. Findings The result shows the differential impact of t-WOM and s-WOM on employer attractiveness. Moreover, t-WOM from strong relation source found to have a high impact on employer attractiveness than s-WOM. No significant difference due to job attributes was found. Research limitations/implications Use of only positive WOM and not the negative one, student as the subjects, etc. Practical implications The present study suggests using t-WOM and s-WOM to attract talented job seekers. Originality/value This is the first study to analyze the differential impact of t-WOM and s-WOM on employer attractiveness.

scholarly journals Understanding consumer loyalty to technology-based self-services with credence qualities

2015 ◽  
Vol 29 (6/7) ◽  
pp. 522-532 ◽  
Author(s):  
Lisa Schuster ◽  
Judy Proudfoot ◽  
Judy Drennan
Keyword(s):  
Professional Services ◽  
Content Type ◽  
Consumer Responses ◽  
Factors Affecting ◽  
Behavioral Loyalty ◽  
Behavioral Domain ◽  
Continued Use ◽  
Self Service ◽  
The Impact ◽  
Goal Directed Behavior

Purpose – This paper aims to use the Model of Goal-Directed Behavior (MGB) to examine the factors affecting consumers’ continued use of emerging technology-based self-services (TBSSs) with credence qualities. Professional services, which traditionally require specialized knowledge and high levels of interpersonal interaction to produce owing to their credence qualities, are increasingly delivered via self-service technologies. Health services delivered via mobile devices, for example, facilitate self-care without direct involvement from health professionals. Design/methodology/approach – A mental health service delivered via the Internet and mobile phone, myCompass, was selected as the research context. Twenty interviews were conducted with users of myCompass and the data were thematically analyzed. Findings – The findings of the study showcase the unique determinants of consumers’ continued use of TBSSs with credence qualities relative to the more routine services which have been the focus of extant research. The findings further provide support for the utility of the MGB in explaining service continuance, although the importance of distinguishing between extrinsic and intrinsic motivational components of behavioral desire and capturing the impact of social influence beyond subjective norms is also highlighted. Originality/value – This study contributes to recent research examining differences in consumer responses across TBSSs and behavioral loyalty to these services. It also provides empirical evidence for broadening and deepening the MGB within this behavioral domain.

Increasing revenue and attendance in Canadian Baptist churches

2015 ◽  
Vol 42 (12) ◽  
pp. 1071-1089
Author(s):  
Alan Chan ◽  
Bruce G. Fawcett ◽  
Shu-Kam Lee
Keyword(s):  
Church Health ◽  
Eastern Canada ◽  
Data Set ◽  
Content Type ◽  
Factors Affecting ◽  
Scarce Resources ◽  
Baptist Churches ◽  
And Performance ◽  
The Impact ◽  
Simulation Exercises

Purpose – Church giving and attendance are two important indicators of church health and performance. In the literature, they are usually understood to be simultaneously determined. The purpose of this paper is to estimate if there a sustainable church congregation size using Wintrobe’s (1998) dictatorship model. The authors want to examine the impact of youth and adult ministry as well. Design/methodology/approach – Using the data collected from among Canadian Baptist churches in Eastern Canada, this study investigates the factors affecting the level of the two indicators by the panel-instrumental variable technique. Applying Wintrobe’s (1998) political economy model on dictatorship, the equilibrium level of worship attendance and giving is predicted. Findings – Through various simulation exercises, the actual church congregation sizes is approximately 50 percent of the predicted value, implying inefficiency and misallocation of church resources. The paper concludes with insights on effective ways church leaders can allocate scarce resources to promote growth within churches. Originality/value – The authors are the only researchers getting the permission from the Atlantic Canada Baptist Convention to use their mega data set on church giving and congregation sizes as per the authors’ knowledge. The authors are also applying a theoretical model on dictatorship to religious/not for profits organizations.

Policy and institutions facilitating entrepreneurial spin-offs: USA, Asia and Europe

2014 ◽  
Vol 3 (2) ◽  
pp. 186-196 ◽  
Author(s):  
Rosa Caiazza ◽  
David Audretsch ◽  
Tiziana Volpe ◽  
Julie Debra Singer
Keyword(s):  
Institutional Setting ◽  
Policy Debate ◽  
Content Type ◽  
Factors Affecting ◽  
Institutional Settings ◽  
The Usa ◽  
New Perspective ◽  
National Analysis ◽  
The Impact ◽  
Cross National

Purpose – Existing work documents the role that institutional setting plays in the process of spin-off creation. However, despite decades of studies, scholars have not clearly explained why some regions are more involved in spin-off activity than others. Drawing from institutional theory, the purpose of this paper is to compare different institutional settings identifying factors affecting the general environment capability to support spin-off activity of a specific region. Design/methodology/approach – The authors utilize a cross-national analysis of American, Asian, and European areas identifying factors affecting their different rate of spin-off activity. This study contributes to the policy debate concerning entrepreneurship and how best to spur spin-off activities. Findings – In this paper, the authors identify the general and specific factors that explain the cross-national diversity in spin-off creation. The authors then perform an analysis of the impact of these factors in various regions of the USA, Asia, and Europe, providing evidence for the necessity of specific combinations of these factors. Originality/value – The paper offers a new perspective on the causes of spin-offs through a cross-national analysis of many areas around the world.

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