• 제목/요약/키워드: Product reviews

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A Ghost in the Shell? 고객 리뷰를 통한 스마트 스피커의 인공지능 속성이 평가에 미치는 영향 연구 (A Ghost in the Shell? Influences of AI Features on Product Evaluations of Smart Speakers with Customer Reviews)

  • 이홍주
    • 한국IT서비스학회지
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    • 제17권2호
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    • pp.191-205
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    • 2018
  • With the advancement of artificial intelligence (AI) techniques, many consumer products have adopted AI features for providing proactive and personalized services to customers. One of the most prominent products featuring AI techniques is a smart speaker. The fundamental of smart speaker is a portable wireless Internet connecting speaker which already have existed in a consumer market. By applying AI techniques, smart speakers can recognize human voices and communicate with them. In addition, they can control other connecting devices and provide offline services. The goal of this study is to identify the impact of AI techniques for customer rating to the products. We compared customer reviews of other portable speakers without AI features and those of a smart speaker. Amazon echo is used for a smart speaker and JBL Flip 4 Bluetooth Speaker and Ultimate Ears BOOM 2 Panther Limited Edition are used for the comparison. These products are in the same price range ($50~100) and selected as featured products in Amazon.com. All reviews for the products were collected and common words for all products and unique words of the smart speaker were identified. Information gain values were calculated to identify the influences of words to be rated as positive or negative. Positive and negative words in all the products or in Amazon echo were identified, too. Topic modeling was applied to the customer reviews on Amazon echo and the importance of each topic were measured by summating information gain values of each topic. This study provides a way of identifying customer responses on the AI feature and measuring the importance of the feature among diverse features of the products.

E-retailing, As a Channel of Product & Service Innovation - from manufacturers' viewpoint

  • Kang, Sang-Ku;Lee, Mi-Kyoung;Yang, Tae-Yong
    • 한국기술혁신학회:학술대회논문집
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    • 한국기술혁신학회 2000년도 춘계학술대회
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    • pp.301-320
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    • 2000
  • This paper is concerned with characteristics of Internet retailing and manufacturer's product development strategy using Internet retailing. First, this paper reviews the current status of Internet retailing companies and explains some barriers to taking advantage of Internet retailing. Second, this paper gives a few suggestions for manufacturer's strategy for product innovation and development which is based on Internet retailing. The suggestions are (1) Product Innovation (2) Target Costing (3) Eliminate Design Mistakes.

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신뢰받는 블로그 콘텐츠의 특성 탐구: 파워블로그의 사용후기분석과 소비자 조사를 통하여 (Attributes of Trusted Blog Contents: Through Analysis of Product-reviews in Powerblogs and Consumer Survey)

  • 소현진
    • 한국콘텐츠학회논문지
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    • 제13권1호
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    • pp.73-82
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    • 2013
  • 본 연구의 목적은 블로그 콘텐츠의 신뢰에 영향을 미치는 블로그 속성을 찾는 것이다. 이를 위하여 1단계에서는 블로그 이용자의 질적 설문을 통하여 파워블로그 사용후기의 신뢰 속성을 도출하고, 2단계로 온라인 설문조사를 실시하여 각 신뢰 속성의 중요도를 평가하였다. 주요 연구결과는 다음과 같다. 첫째 소비자가 블로그 사용후기의 신뢰성을 평가하기 위해 고려하는 35개의 신뢰 속성이 도출되었다. 개별 신뢰 속성은 유명도, 실재감, 매력도, 진실성, 전문성의 다섯 신뢰요인으로 범주화되었다. 둘째 전반적으로 '가치 있는 정보의 제공'과 '진실한 의도'가 블로그 신뢰성 평가에 가장 중요한 영향을 미치는 속성으로 나타났다. 또한 블로그의 매력도 역시 신뢰성 판단에 영향을 미치는 속성이었다. 셋째 전통적인 신뢰연구에서 주목받지 못했던 '실재감'이 주요한 신뢰속성으로 등장하였다. 남녀의 차이와 블로그 이용 동기에 따른 신뢰속성의 중요도가 함께 분석되었으며, 이에 근거한 이론적 실무적 함의가 제시되었다.

리뷰를 활용한 고객 품질 만족도 지수 개발 : TV 사례연구 (Developing the Customer Quality Satisfaction Index Using Online Reviews: Case Study of TV)

  • 신지예;김희수;이재호;전형우;안정식;황성훈
    • 품질경영학회지
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    • 제50권4호
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    • pp.863-876
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    • 2022
  • Purpose: The purpose of this study is to propose the product quality satisfaction index based on multiple linear regression using customer reviews. Methods: The proposed framework is composed of four steps. First, we collect online reviews and divide it into insight phrases. The insight phrases are classified using product attribute dictionary and sentiment analysis is conducted. Second, the importance of attributes is calculated in consideration of both regression coefficient and frequency. Third, the positive rate is calculated concerning sentiment analysis result. Therefore, the quality satisfaction index is measured by the weighted sum of importance and positive rate in the last step. Results: We conduct a case study using 2-years(2020, 2021) of Samsung TV reviews to confirm the effectiveness of the proposed methodology. As a result, we found that Picture quality is the most crucial attribute in TV evaluation. The importance of Gaming and content has grown up as the positive rate has also increased. Therefore, the overall satisfaction of TV has increased in 2021 compared to 2020. Conclusion: The result of this study shows that the proposed index reveals the customer's mind efficiently and can be explained by the importance and positive rate of each attribute. By using the proposed index, companies are able to improve and the priority of improvement can be determined.

A Study on the mobile application of Fashion Brands

  • Kim, Sung-Hee
    • 패션비즈니스
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    • 제14권6호
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    • pp.134-145
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    • 2010
  • The purpose of this study is 1) to investigate the contents of fashion brand applications and what differences and 2) to scrutinize the reviews of the applications uploaded on the app store in order to suggest strategies on how to apply them to fashion. For the study, twenty-nine free applications from different categories of the fashion brands and three hundred sixty-two reviews of these applications were investigated. The analysis of the study was conducted from June 20th to November 10th of 2010. The results showed that there are four important components for fashion brand applications: conventional information (product information and store information), the purchasing function, the fun element (social networking, blogging, music etc), and the augmented reality technique. These components are formulated based on the brand's marketing strategies. In order to know whether or not these components were successfully composed, user reviews were studied, which revealed that many users were satisfied, but the applications were insufficient to meet all of their needs.

Investigating the Value of Information in Mobile Commerce: A Text Mining Approach

  • Wang, Ying;Aguirre-Urreta, Miguel;Song, Jaeki
    • Asia pacific journal of information systems
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    • 제26권4호
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    • pp.577-592
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    • 2016
  • The proliferation of mobile applications and the unique characteristics of the mobile environment have attracted significant research interest in understanding customers' purchasing behaviors in mobile commerce. In this study, we extend customer value theory by combining the predictors of product performance with customer value framework to investigate how in-store information creates value for customers and influences mobile application downloads. Using a data set collected from the Google Application Store, we find that customers value both text and non-text information when they make downloading decisions. We apply latent semantic analysis techniques to analyze customer reviews and product descriptions in the mobile application store and determine the embedded valuable information. Results show that, for mobile applications, price, number of raters, and helpful information in customer reviews and product descriptions significantly affect the number of downloads. Conversely, average rating does not work in the mobile environment. This study contributes to the literature by revealing the role of in-store information in mobile application downloads and by providing application developers with useful guidance about increasing application downloads by improving in-store information management.

제품-서비스 통합 시스템 : 현황 및 연구방향 (Product-Service System : Current Status and Research Issues)

  • 김광재;홍유석;박광태;임치현;허준연;강창묵;백민정;박근완
    • 대한산업공학회지
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    • 제37권3호
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    • pp.234-247
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    • 2011
  • Product-service system (PSS) is a novel type of business model integrating products and services in a single system. It provides a strategic alternative to product-oriented economic growth and price-based competition in the global market. This paper first reviews the current status of PSS, including its concept, characteristics, benefits, and cases. This paper then reviews the existing literature and identifies major research issues for three main phases of a PSS development lifecycle, namely, PSS design, PSS evaluation, and PSS operation. This research is expected to contribute to promoting awareness and improving understanding of PSS in our society and planning of future research in this field.

Too Much Information - Trying to Help or Deceive? An Analysis of Yelp Reviews

  • Hyuk Shin;Hong Joo Lee;Ruth Angelie Cruz
    • Asia pacific journal of information systems
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    • 제33권2호
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    • pp.261-281
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    • 2023
  • The proliferation of online customer reviews has completely changed how consumers purchase. Consumers now heavily depend on authentic experiences shared by previous customers. However, deceptive reviews that aim to manipulate customer decision-making to promote or defame a product or service pose a risk to businesses and buyers. The studies investigating consumer perception of deceptive reviews found that one of the important cues is based on review content. This study aims to investigate the impact of the information amount of review on the review truthfulness. This study adopted the Information Manipulation Theory (IMT) as an overarching theory, which asserts that the violations of one or more of the Gricean maxim are deceptive behaviors. It is regarded as a quantity violation if the required information amount is not delivered or more information is delivered; that is an attempt at deception. A topic modeling algorithm is implemented to reveal the distribution of each topic embedded in a text. This study measures information amount as topic diversity based on the results of topic modeling, and topic diversity shows how heterogeneous a text review is. Two datasets of restaurant reviews on Yelp.com, which have Filtered (deceptive) and Unfiltered (genuine) reviews, were used to test the hypotheses. Reviews that contain more diverse topics tend to be truthful. However, excessive topic diversity produces an inverted U-shaped relationship with truthfulness. Moreover, we find an interaction effect between topic diversity and reviews' ratings. This result suggests that the impact of topic diversity is strengthened when deceptive reviews have lower ratings. This study contributes to the existing literature on IMT by building the connection between topic diversity in a review and its truthfulness. In addition, the empirical results show that topic diversity is a reliable measure for gauging information amount of reviews.

The Influence of Online-Store Cue on Consumers Perceived Quality and Online Purchase Intention

  • Liu, Fei;Sun, Yang;Na, Seung-Hwa
    • 유통과학연구
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    • 제11권4호
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    • pp.13-21
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    • 2013
  • Purpose - The purpose of this research is to find out the relationship between cue utilization and perceived website quality and purchase intention for an online store. To achieve this, we suggest a conceptual model that examines the relationship among product introductions, online communications, online reviews, perceived quality, and online purchase intention. Research design, data, and methodology - This research utilizes SPSS 19.0 and AMOS17.0 to analyze the data. We used factor analysis to shape the structure of the original data and saved the information with multiple dimensions. We then deployed the AMOS software to analyze the model. We performed both factor analysis and structural equation analysis. Results - The findings of this study show that graphic and word descriptions, online chatting, and online reviews have a positive influence on perceived quality. Furthermore, perceived quality has a positive influence on purchase intention. Conclusions - First, detailed product information should be added to influence quality perception. Second, consumers expect a certain level of service while shopping. Simultaneously, online products reviews from consumers deserve attention as they can impact consumer purchase intention.

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온라인 구전정보가 소비자 구매의도에 미치는 영향에 대한 실증연구: 제품관여도, 조절초점, 자기효능감의 조절효과를 중심으로 (A Study of the Influence of Online Word-of-Mouth on the Customer Purchase Intention)

  • 유창조;안광호;박성휘
    • Asia Marketing Journal
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    • 제13권3호
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    • pp.209-231
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    • 2011
  • 본 연구는 상표사용후기의 방향성이 구매의도에 미치는 영향을 확인하고, 이러한 과정에서 제품관여도, 조절초점 및 자기효능감의 조절효과를 실험설계를 통해 검증하는데 그 목적이 있다. 실증분석결과 상품사용후기의 방향성이 상표에 대한 구매의도에 유의한 영향을 미치는 것으로 확인되었는데, 긍정적인 상품사용후기에 노출된 집단의 구매의도가 부정적인 상품사용후기에 노출된 집단의 구매의도보다 높게 나타났다. 긍정적 상품사용후기가 구매의도에 미치는 효과는 소비자의 제품에 대한 관여도가 낮은 경우보다 높은 경우 더 크게 나타나 제품관여도의 조절효과에 관한 선행연구결과를 다시 확인해 주고 있다. 그리고 상표사용후기가 구매의사에 미치는 영향은 소비자의 조절초점에 따라 다르게 나타나 소비자의 조절초점성향이 갖는 조절효과가 확인되었다. 즉, 향상초점의 소비자는 긍정적인 상표사용후기에 더 큰 영향을 받았고, 예방초첨의 소비자는 부정적인 상표사용후기에 더 큰 영향을 받았다. 마지막으로 상품사용후기가 구매의도에 미치는 효과는 소비자의 자기효능감 수준에 따라 다르게 나타났다. 즉, 자기효능감이 높은 소비자보다 자기효능감이 낮은 소비자가 상표사용후기에 더 큰 영향을 받는 것으로 확인되었다. 본 연구는 소비자의 제품관여도, 조절초점 및 자기효능감의 수준에 따라 온라인상에서 제시되는 상표사용후기를 처리하는 방식이 다름을 확인해 주고 있는데, 이러한 연구결과는 마케터들에게 유용한 관리적 시사점을 제공한다.

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