Customer engagement, word-of-mouth and box office: the case of movie tweets

Author(s):  
Chong Oh
2020 ◽  
Vol 4 (3) ◽  
pp. 341-351
Author(s):  
Alisya Putri Rabbani ◽  
Andry Alamsyah ◽  
Sri Widiyanesti

Financial technology (Fintech) mengalami pertumbuhan yang cukup pesat sejak awal kehadirannya di Indonesia. Fintech merupakan industri jasa finansial yang memanfaatkan teknologi sehingga memungkinkan penggunanya melakukan berbagai transaksi keuangan secara digital. Saat ini banyak fintech baru yang bermunculan di Indonesia, sehingga dibutuhkan strategi yg tepat untuk bisa bersaing dgn kompetitor. Analisis interaksi pengguna media sosial, biasa disebut dengan Electronic Word of Mouth (EWOM) dapat memberikan informasi yang dapat mendukung berbagai keputusan bisnis, salah satunya adalah terkait customer engagement. Tujuan dari penelitian ini adalah mengidentifikasi customer engagement yang terbentuk dari hasil implementasi Social Customer Relationship Management (SCRM) yang dilakukan oleh perusahaan. Data yang digunakan dalam penelitian ini adalah data sekunder yang merupakan data tweets berisi interaksi pengguna twitter mengenai 3 fintech di Indonesia yaitu GoPay, OVO, dan LinkAja. Analisis data dilakukan peneliti mengunakan metode social network analysis dengan menghitung properti jaringan dari ketiga objek penelitian. Hasil menunjukkan bahwa LinkAja mebentuk customer engagement lebih optimal lewat implementasi SCRM yang dilakukan perusahaan.  


2019 ◽  
Vol 8 (2) ◽  
Author(s):  
Tuwisna Tuwisna

Tujuan dalam penelitian ini adalah untuk mengetahui pengaruh Brand exposure, Customer engagement dan Electronic Word of Mouth (e-Wom) terhadap kesadaran konsumen pada produk internasional The Body Shop Di Banda Aceh. Ukuran sampel penelitian ini sebanyak 96 responden. Data penelitian dikumpulkan melalui daftar pertanyaan/kuisioner dan studi dokumentasi. Pengujian hipotesis menggunakan analisis regresi linier berganda, uji F (serempak) dan uji t (parsial) dimaksud untuk mengetahui pengaruh variabel independen terhadap variabel dependen pada tingkat kepercayaan 95% (α = 0,05). Hasil penelitian menunjukan bahwa secara uji simultan antara variabel Brand exposure, Customer engagement dan Electronic Word of Mouth (e-Wom) berpengaruh terhadap kesadaran konsumen pada produk internasional The Body Shop Di Banda Aceh. Kemudian secara parsial Brand exposure dan Electronic Word of Mouth (e-Wom) berpengaruh terhadap kesadaran konsumen pada produk internasional The Body Shop Di Banda Aceh. Sedangkan Customer engagement tidak berpengaruh terhadap kesadaran konsumen pada produk internasional The Body Shop Di Banda Aceh


Author(s):  
Sangjae Lee ◽  
Joon Yeon Choeh

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.


2020 ◽  
Vol 12 (1) ◽  
pp. 63-78
Author(s):  
Meenakshi Handa ◽  
Shruti Gupta

Purpose With the rising concern for the planet and people dimensions of the triple-bottom-line, an increasing number of firms are using cause-related marketing (CRM) to create a win-win situation for all stakeholders. With growing internet and social media access the Indian consumer is being invited to participate in such campaigns through digital platforms. The purpose of the present study is to examine consumer perceptions about select digital CRM campaigns in terms of perceived fit between the brand and the cause being promoted and the extent of participation effort required by the campaign and further to investigate the relationship between these two variables and consumers’ intentions to participate in the campaign, engage in positive word-of-mouth about it and their brand purchase intentions. Design/methodology/approach Six online CRM campaigns in the consumer products space were taken up for study. Primary data was collected through a structured questionnaire in an online mode, which provided an advertisement snapshot and a brief description of each CRM campaign. Items to measure variables under examination were adapted from the extant literature. Three versions of the questionnaire were created, with each version involving two of the six campaigns. Thus, each respondent was responding to items pertaining to two campaigns only. A total of 242 responses were collected, using non-probability sampling. Findings The study indicates overall positive responses to the digital CRM campaigns included in the study. It finds that for the online CRM campaigns taken up for examination, respondents perceive a high extent of brand-cause fit. A fit between the cause being promoted and the brand’s sphere of activity is a factor that needs to be considered for its impact on consumer willingness to participate in the campaign and intention to engage in positive word-of-mouth about it. The study does not indicate a significant relationship between participation effort for online campaigns and consumer behavioural intentions. Consumer participation intentions and word-of-mouth intentions are found to be positively related to intentions to purchase the brand associated with the campaign. Practical implications In their efforts to design effective CRM campaigns, marketers should use creativity in looking for a common thread, which ties their business or brand with the cause being promoted. Consumers tend to perceive this congruence between the cause and the brand and this impacts their behavioural responses. It is possible that the fact that consumers are not required to make a purchase but are being invited to support a cause by performing a non-transaction-based activity, may also underlie their positive response to this genre of CRM activities. The study provides an understanding of factors that contribute to the effectiveness of non-purchase-based online CRM campaigns in garnering consumer engagement with the campaign and the brand. Originality/value The results provide important insights regarding non-transaction based digital CRM campaigns and the relationship between brand-cause fit, perceived participation effort and targeted changes in consumers’ behavioural intentions. Online CRM campaigns involving consumer participation in forms other than brand purchase are an emerging area of effort towards customer engagement and thus warrant further investigation.


2019 ◽  
Vol 47 (10) ◽  
pp. 1-17
Author(s):  
Kuo-Ting Yu ◽  
Hsi-Peng Lu ◽  
Chih-Yu Chin ◽  
Yu-Shiuan Jhou

Content created by the movie industry is high-risk, as production costs and marketing budgets are massive but box office results can be volatile. We examined the effect of online word-of-mouth on consumers’ motivation and intention to watch movies. The proposed model was tested in a survey with 337 consumers using a structural equation modeling approach. The results showed that movie reviews by professional movie media writers had a substantial positive impact on consumers’ intrinsic motivation for presenting themselves, via transmitting their values and expressing personal favor by watching movies. Popular media also had a positive influence on the intrinsic motivation of perceived enjoyment, and social media had the broadest influence on consumers’ intrinsic motivation. Thus, movie makers and marketers should focus on the critical platform of online word-ofmouth to enhance consumers’ motivation to watch movies.


2015 ◽  
Vol 6 (2) ◽  
pp. 127-144 ◽  
Author(s):  
Andrew Duffy

Purpose – This paper aims to examine when travelers are more influenced by friends (word-of-mouth [WOM]) with limited knowledge of hotels but an understanding of the traveler, and when by review sites (electronic word-of-mouth [eWOM]) which have immense experience of hotels but cannot know the individual traveler. Sites such as TripAdvisor® offer millions of reviews, and travelers often reduce that to a manageable amount by focusing on reviews by writers who show homophily, i.e. are similar to them in terms of travel interests. These sites represent a form of eWOM recommendation; what is not clear is how much they replace or augment traditional WOM. Design/methodology/approach – Dual-method content analysis of semi-structured interviews with a heterogeneous purposive sample of regular users of TripAdvisor (N = 30), followed by a survey of TripAdvisor users (N = 237). Findings – Friends were considered the most credible information source, although friends showing greater homophily were more valued than others. However, in some circumstances, subjects found eWOM more credible: when they wanted greater certainty in their hotel choice, so complete information was important; when the hotel was for a special occasion or special people; and for feelings of empowerment. Most subjects compared all sources rather than relying on one. Originality/value – This study reminds hotel managers that while eWOM is accessible and analyzable, it may not fully represent guests’ opinions; hotels’ marketing strategy should balance it with other recommendation networks. As guests compare sources, consistency in all forms of customer engagement is also essential.


2020 ◽  
Vol 12 (16) ◽  
pp. 6602
Author(s):  
Sangjae Lee ◽  
Joon Yeon Choeh

The studies are almost nonexistent regarding production efficiency of movies which is determined based on the relationship between movie resources powers (powers of actors, directors, distributors, and production companies) and box office. Our study attempts to examine how efficiency moderates the relationship between eWOM (online word-of-mouth) and revenue, and to show the difference in prediction performance between efficient and inefficient movies. Using data envelopment analysis to suggest efficiency of movies, movie efficiency negatively moderates the effects of review depth and volume on subsequent box office revenue compensating negative effects of smaller box office in previous period while efficiency exert a positive moderating effect on the influences of review rating and the number of positive reviews on revenue. This shows that review depth and volume are affected by the slack of movie resources powers for inefficient movies, and high rating and positive response for efficient movies to affect revenue. The results of decision trees, k-nearest-neighbors, and linear regression analysis based on ensemble methods using eWOM or movie variables indicate that the movies with the inefficient movie resources powers are providing greater prediction performance than movies with efficient movie resources powers. This show that diverse variation in the efficiency of movie resources powers contributes to prediction performance.


2019 ◽  
Vol 75 (1) ◽  
pp. 314-318 ◽  
Author(s):  
Nigel L. Williams ◽  
Nicole Ferdinand ◽  
John Bustard

Purpose Advances in artificial intelligence (AI) natural language processing may see the emergence of algorithmic word of mouth (aWOM), content created and shared by automated tools. As AI tools improve, aWOM will increase in volume and sophistication, displacing eWOM as an influence on customer decision-making. The purpose of this paper is to provide an overview of the socio technological trends that have encouraged the evolution of informal infulence strategies from WOM to aWOM. Design/methodology/approach This paper examines the origins and path of development of influential customer communications from word of mouth (WOM) to electronic word of mouth (eWOM) and the emerging trend of aWOM. The growth of aWOM is theorized as a result of new developments in AI natural language processing tools along with autonomous distribution systems in the form of software robots and virtual assistants. Findings aWOM may become a dominant source of information for tourists, as it can support multimodal delivery of useful contextual information. Individuals, organizations and social media platforms will have to ensure that aWOM is developed and deployed responsibly and ethically. Practical implications aWOM may emerge as the dominant source of information for tourist decision-making, displacing WOM or eWOM. aWOM may also impact online opinion leaders, as they may be challenged by algorithmically generated content. aWOM tools may also generate content using sensors on personal devices, creating privacy and information security concerns if users did not give permission for such activities. Originality/value This paper is the first to theorize the emergence of aWOM as autonomous AI communication within the framework of unpaid influence or WOM. As customer engagement will increasingly occur in algorithmic environments that comprise person–machine interactions, aWOM will influence future tourism research and practice.


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