38 research outputs found

    Application of Text Mining to Extract Hotel Attributes and Construct Perceptual Map of Five Star Hotels from Online Review: Study of Jakarta and Singapore Five-Star Hotels

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    The use of post-purchase online consumer review in hotel attributes study was still scarce in the literature. Arguably, post purchase online review data would gain more accurate attributes thatconsumers actually consider in their purchase decision. This study aims to extract attributes from two samples of five-star hotel reviews (Jakarta and Singapore) with text mining methodology. In addition,this study also aims to describe positioning of five-star hotels in Jakarta and Singapore based on the extracted attributes using Correspondence Analysis. This study finds that reviewers of five star hotels in both cities mentioned similar attributes such as service, staff, club, location, pool and food. Attributes derived from text mining seem to be viable input to build fairly accurate positioning map of hotels. This study has demonstrated the viability of online review as a source of data for hotel attribute and positioning studies

    Application of Text Mining to Extract Hotel Attributes and Construct Perceptual Map of Five Star Hotels from Online Review: Study of Jakarta and Singapore Five-Star Hotels

    No full text
    The use of post-purchase online consumer review in hotel attributes study was still scarce in the literature. Arguably, post purchase online review data would gain more accurate attributes thatconsumers actually consider in their purchase decision. This study aims to extract attributes from two samples of five-star hotel reviews (Jakarta and Singapore) with text mining methodology. In addition,this study also aims to describe positioning of five-star hotels in Jakarta and Singapore based on the extracted attributes using Correspondence Analysis. This study finds that reviewers of five star hotels in both cities mentioned similar attributes such as service, staff, club, location, pool and food. Attributes derived from text mining seem to be viable input to build fairly accurate positioning map of hotels. This study has demonstrated the viability of online review as a source of data for hotel attribute and positioning studies

    Analysis of Relationship between Pioneer Brand Status and Consumer’s Attitude toward a Brand (Case on Yamaha Automatic vs. Honda Automatic Transmission Motorcycle in Indonesia)

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    Previous research have indicated that brand pioneership provide some advantages such as high market share barriers to entry and consumers preference as well as higher consumer attitude. This paper intends to explore the relationship between perceived brand pioneership on consumers’ brand attitude. The study focuses on two competing brands from automatic transmission motorcycle category, namely Yamaha and Honda.Based on result from 90 respondents, this study confirms the perception that Yamaha (although not the true pioneer) is perceived by the majority of respondents as the pioneering brand in the automatic transmission motorcycle. This study also found that those respondents who perceived that Yamaha is the pioneer brand tend to ascribe higher brand attitude toward Yamaha than toward Honda. Result from this study adds to the repository of studies concerning brand pioneership as well as adding to repository of knowledge about Indonesian consumer behavior

    Analysis of Relationship between Pioneer Brand Status and Consumer’s Attitude toward a Brand (Case on Yamaha Automatic vs. Honda Automatic Transmission Motorcycle in Indonesia)

    No full text
    Previous research have indicated that brand pioneership provide some advantages such as high market share barriers to entry and consumers preference as well as higher consumer attitude. This paper intends to explore the relationship between perceived brand pioneership on consumers’ brand attitude. The study focuses on two competing brands from automatic transmission motorcycle category, namely Yamaha and Honda.Based on result from 90 respondents, this study confirms the perception that Yamaha (although not the true pioneer) is perceived by the majority of respondents as the pioneering brand in the automatic transmission motorcycle. This study also found that those respondents who perceived that Yamaha is the pioneer brand tend to ascribe higher brand attitude toward Yamaha than toward Honda. Result from this study adds to the repository of studies concerning brand pioneership as well as adding to repository of knowledge about Indonesian consumer behavior

    Do Website Quality, Fashion Consciousness, and Sales Promotion Increase Impulse Buying Behavior of E-Commerce Buyers?

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    The prevalence of online shopping also gave rise to irrational shopping behavior like impulse buying, which makes up a large share of e-retailer revenue. This study’s objective was to analyze the factors that affect impulse buying (i.e., website quality, sales promotion, and fashion consciousness) within the context of apparel/fashion product purchase. Besides, this study also sought to examine the role of sales promotion in moderating the relationship between website quality and impulse buying. An online survey with a final sample size of 211 respondents was carried out using Google Forms and analyzed with Confirmatory Factor Analysis and multiple regression analysis (using R Statistical Software) to analyze four hypotheses. The result indicated that website quality did not affect impulse buying, while sales promotion and fashion consciousness was found to affect impulse buying positively. However, the role of website quality was still critical, since it still played a role as a hygiene factor. Once website quality interacted with sales promotion, it could positively affect impulse buying. Keywords: fashion consciousness, impulse buying, sales promotion, website qualit

    How Do Firms Use Social Media: Topic Modeling of Twitter Brand Posts of Four Indonesian Skincare Brands

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    Manuscript type: Empirical paper Research Aims: This paper aims to identify the topics of social media posts (on Twitter) from local skincare brands in Indonesia. Design/methodology/approach: This descriptive study applied text analysis methods, specifically frequency analysis and topic modeling with the Latent Dirichlet Allocation (LDA) method. Data were collected from the top four skincare brands with over 10,000 followers using Twitter Academic API interfaced through the Twarc package in Python. The dataset contained 1290 tweets from Wardah, 17,491 tweets from Avoskin, 1,968 tweets from Somethinc, and 590 tweets from Whitelab. The data analysis used quanteda and topicmodels packages from R software. Research findings: The findings revealed that the brands’ tweets can be categorised into 8-10 topics, which can be distilled further into three significant functions proposed by Saxton and Waters (2014): information, promotion and mobilisation, and community building and dialogue. Theoretical Contribution/Originality: This study adds to the body of knowledge regarding social media marketing by adding insights into how local Indonesian brands carry out their social media marketing efforts. Practitioner/Policy Implication: The findings implied that marketing managers should emphasise providing timely and relevant information as a base that can be used to build dialogic communication efforts with their audience. Research limitation/Implications: This study only looked at four brands in the local skincare product category. In addition, this study applied automated topic modeling with LDA, which needed an a priori number of topics, which might affect the topic labelling. Furthermore, this study’s scope was limited to categorising the brand posts without examining the effects of brand post types on engagement metrics. Future studies can examine more samples by observing other product categories, applying thematic analysis to code each tweet, and comparing the results to topic modeling results. Lastly, future studies can examine the relationship between brand post types/categories and engagement metrics such as likes, comments, and retweets. Keywords: Cosmetics Brands, Social Media Marketing, Skincare, Topic Modeling, Twitte

    The Uses and Gratifications Theory, Subjective Norm, and Gender in Influencing Students’ Continuance Participation Intention in LinkedIn

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    This research investigated how subjective norm and motives from Uses and Gratifications Theory (UGT) affected continuance participation intention. In addition, this research examined the role of gender as a moderating variable in the relationship. A moderated regression analysis was conducted on a sample of 246 respondents selected by purposive sampling technique. The result indicates that subjective norm, all uses, and gratifications motives in the model (information seeking, self-discovery, maintaining interpersonal connectivity, social enhancement, and entertainment value) affect continuance participation intention of female students. For male students, information seeking does not significantly affect continuance participation intention. Subjective norm affects male students more strongly than female students. Then, information seeking affects female students more than male students. This research adds more insights into the literature on continuance participation intention, particularly on the role of gender

    Country of Origin Image and Brand Equity from Gender Perspective: Do they matter?

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    This study investigated how country of origin image and brand equity dimensions affect overall brand equity. In addition, this study also investigated whether there is gender difference in the hypothesized relationship. A partial least square structural equation modeling with multigroup analysis was carried out on a sample of 171 respondents selected using purposive/convenience sampling technique. The result indicates that country of origin have indirect effect toward brand equity through two dimensions of brand equity (perceived quality and brand loyalty). This study also found that country of origin image’s association with brand awareness/association is stronger for female shoppers than for male shoppers.  This study adds more insights about how male and female consumers reacto country of origin imag
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