• Title/Summary/Keyword: product review

검색결과 1,617건 처리시간 0.03초

사용자 의견 추출을 위한 텍스트 마이닝 기반 비정형 데이터 정량화 방안 (Unstructured Data Quantification Scheme Based on Text Mining for User Feedback Extraction)

  • 조중흠;정용택;최성욱;옥창수
    • 산업경영시스템학회지
    • /
    • 제41권4호
    • /
    • pp.131-137
    • /
    • 2018
  • People write reviews of numerous products or services on the Internet, in their blogs or community bulletin boards. These unstructured data contain important emotions and opinions about the author's product or service, which can provide important information for future product design or marketing. However, this text-based information cannot be evaluated quantitatively, and thus they are difficult to apply to mathematical models or optimization problems for product design and improvement. Therefore, this study proposes a method to quantitatively extract user's opinion or preference about a specific product or service by utilizing a lot of text-based information existing on the Internet or online. The extracted unstructured text information is decomposed into basic unit words, and positive rate is evaluated by using existing emotional dictionaries and additional lists proposed in this study. This can be a way to effectively utilize unstructured text data, which is being generated and stored in vast quantities, in product or service design. Finally, to verify the effectiveness of the proposed method, a case study was conducted using movie review data retrieved from a portal website. By comparing the positive rates calculated by the proposed framework with user ratings for movies, a guideline on text mining based evaluation of unstructured data is provided.

온라인 패션 쇼핑몰의 제품구매에 영향을 미치는 요인에 관한 연구 (A Study on the Factors Affecting the Purchase of Products in Online Fashion Shopping Mall)

  • 한경희
    • 한국의상디자인학회지
    • /
    • 제14권3호
    • /
    • pp.11-22
    • /
    • 2012
  • As the consuming pattern is changing with the expansion of Internet use and the development of communication technology, Internet shopping market is getting bigger and bigger. By product group, clothing and fashion related products occupy the biggest share. Accordingly, in this study it was tried to identify the effects of Internet utilization capability that enables consumers to search for the information that they need in this information flood, variety pursuit trend and product review accommodation status on shopping value, and to analyze the effects of the shopping value on the purchase behavior in online shopping malls. When factor analysis is nude on Internet use level, it was found that Factor 1 was 'Flow Experience,' Factor 2 'Internet Use Capability,' and Factor 3 'Internet Challenge Desire.' When factor analysis is made on Diversity Pursuit Propensity, it was found that Factor 1 was 'Site Diversity Pursuit Propensity,' Factor 2 'Brand Diversity Pursuit Propensity,' and Factor 3 'Brand Value Pursuit Propensity.' When factor analysis is nude on Product Review Accommodation Propensity, it was found that Factor 1 was 'Product Information Provision Propensity,' and Factor 2 'Product Information Receiving Propensity.' Except Internet Use Capability and Product Information Provision Propensity, all other factors showed high correlation. The factor influencing the entertainment value most was Internet challenge desire, while that influencing the practical value most was flow experience. When the effects of the entertainment value and the practical value on product purchase were analyzed, it was found that both of entertainment value and the practical value influenced product purchase and the practical value influenced the product purchase more than the entertainment value.

  • PDF

제품유형에 따른 고객의 온라인 쇼핑몰 수용 정도에 관한 실증적 연구 (An Empirical Study on the Effects of Consumer Characteristics on their Acceptance of Online Shopping in the context of Different Product or Service Types)

  • 백진현
    • 경영과정보연구
    • /
    • 제26권
    • /
    • pp.153-180
    • /
    • 2008
  • Most previous electronic commerce studies have focused on a single product or similar products. The effects of different product types have been relatively neglected. and so previous studies have limited the generalization. The purpose of this study was to explore the effects of different product types. The Internet product and service classification grid proposed by Peterson et al.(1997). A survey-based approach was employed to investigate the research questions. Regression analysis demonstrated that the determinants of online shopping acceptance differ among product or service types. As a result of analysis, personal innovativeness of information technology, perceived Web security, personal privacy concerns, and product involvement can influence consumer acceptance of online shopping, but their influence varies according to product or service types.

  • PDF

오피니언 마이닝 기술을 이용한 효율적 상품평 검색 기법 (An Efficient Search Method of Product Reviews using Opinion Mining Techniques)

  • 윤홍준;김한준;장재영
    • 한국정보과학회논문지:컴퓨팅의 실제 및 레터
    • /
    • 제16권2호
    • /
    • pp.222-226
    • /
    • 2010
  • 급속한 전자상거래의 발전으로 인하여 온라인상으로 상품을 구매하고 그에 대한 평가를 작성하는 것이 일반적인 구매 패턴이 되었다. 구매자들의 상품평은 다른 잠재적인 소비자들의 상품 구입을 이끌어내는데 큰 동기가 된다. 하지만 온라인 쇼핑몰에서는 상품평의 성질에 부합하는 순위를 부여하지 않기 때문에, 사용자가 구입 결정을 위하여 수많은 상품평에 포함된 의견들을 효과적으로 검토하기는 쉽지 않다. 일반적으로 상품평은 감정적이며 주관적인 의견을 포함하고 있다. 그래서 이러한 상품평에 순위를 부여하는 방법은 일반 웹 검색과는 달라야 한다. 본 논문에서는 오피니언 마이닝 기술을 이용하여, 사용자의 의도에 따라 상품평 데이터에 대해 순위를 결정하는 기법을 제안한다. 제안된 기법은 사용자의 검색어뿐만 아니라 상품평 내에 주관적인 의견의 포함 여부 및 감정 극성의 엔트로피 등을 고려하여 상품평의 가치를 판단하였다. 또한 실험을 통하여 제안된 기법의 우수성을 검증하였다.

온라인 구매후기의 방향성과 평가내용이 패션상품에 대한 소비자 태도에 미치는 영향 (Effects of direction and evaluative contents of online reviews on consumer attitudes toward clothing products)

  • 서현진;이규혜
    • 복식문화연구
    • /
    • 제21권3호
    • /
    • pp.440-451
    • /
    • 2013
  • Because of the e-shopping market consumers now have diverse options to choose when placing their orders, and find it easy to obtain the required information through the Internet. Especially, for consumers, product reviews posted on an e-tailer's website have become more important criteria than such information available elsewhere. Hence, this study investigated the influence of the direction and evaluative contents of online reviews on consumer attitudes toward clothing products. Four types of online reviews based on direction (positive/negative) and evaluative content in review information (objective/subjective) were used in the experimental design. Further, stimulus reviews were developed. Credibility, usefulness of reviews, product preference, and purchase intention were the measured dependent variables in each of the four situations of online review presentations. The results indicated that, overall, positive and objective online reviews resulted in a higher level of consumer attitude. The content in these reviews had a relatively stronger influence than the direction on attitudes toward online reviews. Overall, objective reviews generated a higher level of credibility and usefulness of information than subjective reviews. Regarding subjective reviews, negative information was more related to credibility, whereas positive information was more related to usefulness. Further, positive information had a higher influence than negative information on consumer attitudes.

The Effect of the Products' Review on Consumers' Response

  • Feng, Zhou
    • 산경연구논집
    • /
    • 제7권2호
    • /
    • pp.13-20
    • /
    • 2016
  • Purpose - The purpose of this research is to discover whether the presence of the product average rating introduces biases or change the way people perceive information. We posit that review's overall rating has a predisposition effect on consumers' perception towards detailed review information. Research design, data, and methodology - To test these hypotheses, we conducted an empirical study on a real-world setting of online shopping platform. We choose the Amazon website to test our results. The data we use were collected by the Stanford Network Analysis Project1 (McAuley et al., 2013). Results - With a dataset containing reviews of seven product categories from amazon.com., our findings could possess more generalizability as they are produced on the typical and influential online market. Second, as our research provides alternative views of consumers' shopping behavior, it is better to test our hypotheses by data from the same source. Conclusions - Our study reveals the impact of the collective rating presence on consumers' diagnosticity perception and sheds light upon some of the conflictive results in prior studies. Our research generates implications to both theories and business practices, and suggests future directions for the research question.

The Impact of Initial eWOM Growth on the Sales in Movie Distribution

  • Oh, Yun-Kyung
    • 유통과학연구
    • /
    • 제15권9호
    • /
    • pp.85-93
    • /
    • 2017
  • Purpose - The volume and valence of online word-of-mouth(eWOM) have become an important part of the retailer's market success for a wide range of products. This study aims to investigate how the growth of eWOM has generated the product's final financial outcomes in the introductory period influences. Research design, data, and methodology - This study uses weekly box office performance for 117 movies released in the South Korea from July 2015 to June 2016 using Korean Film Council(KOFIC) database. 292,371 posted online review messages were collected from NAVER movie review bulletin board. Using regression analysis, we test whether eWOM incurred during the opening week is valuable to explain the last of box office performance. Three major eWOM metrics were considered after controlling for the major distributional factors. Results - Results support that major eWOM variables play a significant role in box-office outcome prediction. Especially, the growth rate of the positive eWOM volume has a significant effect on the growth potential in sales. Conclusions - The findings highlight that the speed of eWOM growth has an informational value to understand the market reaction to a new product beyond valence and volume. Movie distributors need to take positive online eWOM growth into account to make optimal screen allocation decisions after release.

인터넷 쇼핑 시 중요하게 고려하는 의류상품 구매후기 정보에 관한 탐색적 연구 (An Exploratory Study of Important Information on Consumer Reviews in Internet Shopping)

  • 홍희숙;진인경
    • 한국의류학회지
    • /
    • 제35권7호
    • /
    • pp.761-774
    • /
    • 2011
  • This study investigated the consumer review information considered important by consumers when making a purchase decision to buy apparel products online. Data were collected through focus group interviews. Eleven females in their 20s and 30s, who have extensive experience in reading consumer reviews posted on online apparel stores, participated in the study. The consumer review information considered important by participants is the information related to seven product attributes (size, fabric, design, color, sewing, price, and country of origin), seven benefits (functional, financial, esthetic, emotional, social, utilitarian benefits, and product value compared to price) of the apparel product and four store attributes (return/refund, delivery, reputation/credibility, and customer service). The findings from the study can serve as an important tool in developing survey questions in order to evaluate the quality of consumer review information and help online retailers plan methods to improve the quality of reviews.

선행연구에 나타난 의복소비자 행동변인 및 시장 변인연구 (A Study on the Variables of Clothing Consumer Behavior and Market: Literature Review)

  • 박혜선
    • 한국의류학회지
    • /
    • 제20권6호
    • /
    • pp.1125-1137
    • /
    • 1996
  • The author reviewed seventy papers on social psychology of clothing and fashion marketing fields, which were published in the Journal of the Korean Society of Clothing and Textiles between 1983 and 1996. The market variables and consumer behavior variables were focused on. This review showed that the market variables had been divided into three groups of variables: 1) product variables (product image and product classification): 2) brand variables (brand image and brand positioning): and 3) store variables (store image, store type, and distribution system) Consumer behavior variables have been studied on the basis of EBM Consumer Behavior Model: 1) purchasing motivation as need recognition: 2) information using as search information: 3) evaluation criteria and choice criteria as alternative evaluatioin : 4) clothing purchase, brand choice and store choice as purchase: 5) degree of wear, satisfaction and dissatisfaction as outcome: and 6) clothing discard. Variables that influence on consumer behavior, including situation variables, clothing attitude variables, personal . social variables were added to develop a variable model of clothing consumer behavior using the EBM Consumer Behavior Model.

  • PDF

Exploring Opportunities of IoT for Product-Service System Conceptualization and Implementation

  • Mohammad R. Basirati;Jorg Weking;Sebastian Hermes;Markus Bohm;Helmut Krcmar
    • Asia pacific journal of information systems
    • /
    • 제29권3호
    • /
    • pp.524-546
    • /
    • 2019
  • Product-service systems (PSS), integrating physical products and services, currently play a crucial role in sustainable economies. In addition to the highly competitive global economy, the emergence of new digital paradigms is supporting the shift toward servitization. Although the great potential of such paradigms is recognized by both practice and research, their implications for PSS are not yet clear. In particular, features of Internet of Things (IoT), such as total connectedness and ubiquity of smart sensors and actuators, provide various new opportunities for PSS. This study explores such opportunities by conducting structured literature review and 13 interviews. We organize the findings in two folds: First, we introduce four degrees of IoT involvement in PSS business models and elaborate the opportunities that they create for different types of PSS. Second, we present the key technologies and approaches that IoT provides concerning PSS lifecycle management.